data/updates/source_review_20261018.json v13.2_20261018 PASS10 conditional numerical reproducibility and enriched sample bounds 3636 549 1.0 OROSZ_BOOK_INTEGRATION_v5_20261011 9 main-text sources, 5 additional method-only references; 14 printed P IDs; full P123 corpus retained; baseline research HOLD unchanged PUBLISHED_AUTHOR_CONFIRMED_20261018 2 EDITION:NDSE2:13.7.1 Published EN/ITA 13.7.1 citation and section layer; historical v11 edges retained. PUB:NDSE2 data/updates/ndse2_source_manifest.json 13 NOT_OBTAINED {} 35 Actual credited bylines; F means host-series provenance, not Martin Fowler authorship 57efc0e5c4bfd614ffa62108805eaa56d6096bf4e63f58baa10194fa3d05b2ed PUBLISHED_NDSE2_13_7_1_RECONCILED_11_BIBLIOGRAPHY_9_CHAPTER_SOURCES Selected primary passages inspected; practitioner cases, arguments and small experiments distinguished; no independent replication 33 historical Exploring Gen AI records + 2 explicit adjacent-site additions V12_F001_F033_20261013 33 linked essays/memos only; no site-wide completeness claim https://martinfowler.com/articles/exploring-gen-ai.html atlas_display contains the complete current normalized node view atlas_original_key_json contains original keyed-edge identity 3792 617 NO EDITION:V10 Additive v10 series, practice and literal source-use layer. Historical source evidence and all keyed edges preserved. audit/v10/CURRENT_SOURCE_HASHES.json EDITION:V11 Editorial revision with Chapter 13, separate Appendices and published-book metadata; v10 nodes/edges unchanged. audit/v11/CURRENT_SOURCE_HASHES.json NO 52 public main articles; 71 restricted records remain provisional; no empirical replication or independent-rater accuracy score Blog plus newsletter Deepdives; 2024-10-11 to 2026-10-11; literal The Pulse title-prefix exclusion; cross-source deduplication Complete v11 graph checkpoint 002 plus v11.1 readable-reference overlay; v11.2 book title is presentation metadata v11.2-static-20261013 2026-10-13 EDITION:WOP:V6:20261011 Source IDs, original evidence and original relationships retained. Current file hashes and actual chapter-bundle citations are a separate v6 layer. Historical corpus NO flag preserved under historical_corpus_orosz_book_modified. audit/full_book_v6/CURRENT_READER_SOURCE_HASHES.json EDITION:WOP:JPG:V7:20261011 Image-only v7 presentation layer. All v6 source nodes, evidence, citations and keyed relationships preserved; actual chapter citations inherited unchanged from v6. Current rendering hashes reside on JPG:V7 nodes. audit/jpg_v7/CURRENT_READER_SOURCE_HASHES_V7.json EDITION:WOP:FIGURE_TEXT:V8:20261011 v8 local figure callouts and reading explanations. Every v7 node, attribute and keyed relationship is preserved. All 30 JPG renditions and captions unchanged; current reader-file hashes live on the v8 layer. W/O/P chapter source use remains the inherited v6 citation layer. audit/figure_text_v8/CURRENT_READER_SOURCE_HASHES_V8.json EDITION:WOP:READER:V9:20261011 v9 reader-facing introduction and appendices. All v8 nodes, keyed relationships and evidence attributes preserved. New document citations and figure passages describe current use, not new research. Chapter citation layer remains v6; chapter text and illustrations remain v8. audit/reader_v9/CURRENT_READER_SOURCE_HASHES_V9.json Complete original graph attributes and keyed edges recovered from embedded v6 atlas payload; GraphML serialization is reconstructed, not original-byte-identical FIVE_VOLUMES_20261011_V1 111 5 true ND.zip aec17774ce55da44e9f8f72b3e43d0552fdd12be62e00aee99a0836cc1b6e370 {} NO 0 124 18a364a871b32964269dc8f1f234955484509fcdbe4923b40a112c32bb4c7023 YES 53 public main articles; 71 inherited restricted records remain provisional; no empirical replication or independent-rater accuracy score 20261011_P001_P123_AUDITED_V3 323 public-index candidate locations durably reconciled plus four boundary sentinels; hidden/deleted/unlisted material not certified AUDITED_V3_SECOND_AUDIT Blog plus newsletter Deepdives; reviewed through 2026-10-18 with latest included publication 2026-10-13; literal The Pulse title-prefix and podcast exclusion; cross-source deduplication 51 Osmani Oxxx are practitioner articles (not experimental evidence); 16 cited O IDs have a distinct Appendix B editorial anchor; O-W edges are comparisons, not validation 20261010_O001_O050_practitioner_appendix_v4 694 node / 4023 edge Oct10 graph, original preserved under provenance NO Exact supplied published website baseline; all practice descriptors enriched in English and assigned to PAT. Historical IDs, keyed edges, article records and published book citations retained. Engineering Trustworthy Change in the Age of AI and Coding Agents Non-Deterministic Software Engineering, Second Edition NOT_ASSERTED v13.2-static-20261018 2026-10-18 PAT 1 84 en data/updates/practices_review_v13_1_20261018.json corrected editorial 2026-10-09 plus explicit claim overlay source/book_publications.json 13.2 NO 2026-10-09 HOLD false V10_SERIES_TYPED_V1 1872 537 AUTHOR_REVIEW_PENDING NO_NEW_EMPIRICAL_REPLICATION {"actual":["C:C02","C:C05","C:C12"],"authors":"Agarwal","category":null,"collection":"W","id":"W001","kind":"paper","label":"AI IDEs or Autonomous Agents? Measuring the Impact of Coding Agents on Software Development","limitation":"Observational assignment; output is not delivered value.","mapped":["C:C01","C:C02","C:C05","C:C12"],"printed":true,"streams":["T:Productivity","T:Code quality & security"],"summary":"First-adopter agent use raises commits and code volume, but complexity and warnings rise too.","topics":["K:Output versus shipped value","K:Technical debt and complexity","K:Evaluation methodology and baselines","K:Long-running agent execution"],"url":"https://arxiv.org/abs/2601.13597","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 First-adopter agent use raises commits and code volume, but complexity and warnings rise too. A Quasi-experimental / matched observation no_pass2_section_scoped Productivity paper AI IDEs or Autonomous Agents? Measuring the Impact of Coding Agents on Software Development Agarwal Observational assignment; output is not delivered value. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C02", "C:C05", "C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation 2026-10-10 No randomized adoption; selective repositories and adoption attribution; warning IDE-first effect not statistically significant Sections 3.1--3.3 and Table 2 and design limitations PRIMARY_MANUSCRIPT_METHODS_AND_TABLES_SELECTED NO Staggered DiD matched observables using AIDev v3 https://arxiv.org/html/2601.13597 arXiv v2 2026-01-27 and published DOI Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:FULL_TEXT_OPENED_METHODS_TABLES_LOCATED Quasi-experimental / matched observation https://arxiv.org/abs/2601.13597 2026 {"actual":["C:C01","C:C03"],"authors":"Chen","category":null,"collection":"W","id":"W002","kind":"paper","label":"Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows","limitation":"Twenty students; completion-time effects unspecified.","mapped":["C:C01","C:C02","C:C03","C:C04","C:C08"],"printed":true,"streams":["T:Productivity","T:Verification & review"],"summary":"Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust.","topics":["K:Developer workflow and adoption","K:Automation bias and trust","K:Specifications and governance","K:Skills formation and teaching"],"url":"https://arxiv.org/abs/2507.08149","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. B Benchmark / controlled laboratory no Productivity paper Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows Chen Twenty students; completion-time effects unspecified. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. ["C:C01", "C:C03"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH03:NOT_INDEPENDENTLY_INSPECTED; CH04:ABSTRACT Benchmark / controlled laboratory https://arxiv.org/abs/2507.08149 2026 {"actual":["C:C01","C:C02","C:C12"],"authors":"Cui","category":null,"collection":"W","id":"W003","kind":"paper","label":"The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers","limitation":"First-generation tools; tasks completed do not measure shipped value.","mapped":["C:C01","C:C02","C:C12"],"printed":true,"streams":["T:Productivity","T:Economics"],"summary":"Real-world coding assistants improve task completion, with an estimated 26% increase across thousands of developers.","topics":["K:Output versus shipped value","K:Controlled productivity evidence","K:Developer workflow and adoption","K:Skills formation and teaching","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Real-world coding assistants improve task completion, with an estimated 26% increase across thousands of developers. A Controlled human or field experiment no Productivity paper The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers Cui First-generation tools; tasks completed do not measure shipped value. Measure activity and delivery separately; require downstream outcomes. ["C:C01", "C:C02", "C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Controlled human or field experiment Outcome in working Table 3 is pull requests; journal full table parity outstanding 2026-10-10 WORKING_PAPER_TABLE_SELECTED_PUBLISHER_ABSTRACT 2025 author manuscript Table 3 and publisher abstract Company WIV estimates 27.38,17.94,54.03%; pooled 26.08% SE10.3 NO https://pubsonline.informs.org/doi/10.1287/mnsc.2025.00535 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 Three company randomized rollout designs, 4,867 engineers Management Science 2026; author-hosted working paper June 2025 Table 3 publisher official 15-page online supplement pp24-25,28; sample+ITT checked; no regressions refit Controlled human or field experiment https://www.sepolimi.com/p/se-ai-bibliography-productivity 2026 {"actual":["C:C02","C:C05","C:C12"],"authors":"He","category":null,"collection":"W","id":"W004","kind":"paper","label":"Speed at the Cost of Quality: How Cursor AI Increases Short-Term Velocity and Long-Term Complexity in Open-Source Projects","limitation":"Matched OSS repositories cannot remove all adoption confounding.","mapped":["C:C01","C:C02","C:C05","C:C12"],"printed":true,"streams":["T:Productivity","T:Code quality & security"],"summary":"Early code-volume surge disappears as complexity and static-analysis findings remain elevated.","topics":["K:Output versus shipped value","K:Developer workflow and adoption","K:Technical debt and complexity","K:Economic costs and return","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2511.04427","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Early code-volume surge disappears as complexity and static-analysis findings remain elevated. A Quasi-experimental / matched observation no_pass2_section_scoped Productivity paper Speed at the Cost of Quality: How Cursor AI Increases Short-Term Velocity and Long-Term Complexity in Open-Source Projects He Matched OSS repositories cannot remove all adoption confounding. Measure activity and delivery separately; require downstream outcomes. ["C:C02", "C:C05", "C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation 2026-10-10 Estimator choices materially change quality findings; config-file use not exact agent activity; nonrandom treatment Sections 3.5 and 4.1 Table 2 printed page 7; Appendix B.3 Table 6 printed page 16 PRIMARY_MANUSCRIPT_METHODS_AND_TABLES_SELECTED NO Matched staggered DiD with three nonidentical estimators https://www.cs.cmu.edu/~ckaestne/pdf/msr26.pdf MSR 2026 publisher DOI and 19-page author PDF Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:TARGETED_FULL_TEXT_PAGES_CHECKED Quasi-experimental / matched observation https://arxiv.org/abs/2511.04427 2026 {"actual":[],"authors":"Raida","category":null,"collection":"W","id":"W005","kind":"paper","label":"Early Adoption of Agentic Coding Tools by GitHub Projects","limitation":"Early adoption snapshot; does not measure organizational productivity.","mapped":["C:C01","C:C02","C:C03","C:C08"],"printed":true,"streams":["T:Productivity","T:Verification & review"],"summary":"Real pull-request usage is concentrated and frequently consists of just one or two agent PRs per adopting project.","topics":["K:Output versus shipped value","K:Developer workflow and adoption","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Real pull-request usage is concentrated and frequently consists of just one or two agent PRs per adopting project. B Observational / qualitative evidence no Productivity paper Early Adoption of Agentic Coding Tools by GitHub Projects Raida Early adoption snapshot; does not measure organizational productivity. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH03:NOT_INDEPENDENTLY_INSPECTED Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-productivity 2026 {"actual":[],"authors":"Robbes","category":null,"collection":"W","id":"W006","kind":"paper","label":"Agentic Much? Adoption of Coding Agents on GitHub","limitation":"Adoption and size are not effectiveness.","mapped":["C:C01","C:C02"],"printed":true,"streams":["T:Productivity"],"summary":"Coding-agent participation is spreading across public repositories and changes commit size and activity patterns.","topics":["K:Developer workflow and adoption"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Coding-agent participation is spreading across public repositories and changes commit size and activity patterns. B Observational / qualitative evidence no Productivity paper Agentic Much? Adoption of Coding Agents on GitHub Robbes Adoption and size are not effectiveness. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-productivity 2026 {"actual":[],"authors":"Merler","category":null,"collection":"W","id":"W007","kind":"paper","label":"Usage, Effects and Requirements for AI Coding Assistants in the Enterprise: An Empirical Study","limitation":"IBM respondents only; perception-based.","mapped":["C:C01","C:C02"],"printed":true,"streams":["T:Productivity"],"summary":"Enterprise users report perceived usefulness and practical requirements that should shape deployment.","topics":["K:Developer workflow and adoption","K:Automation bias and trust"],"url":"https://arxiv.org/abs/2601.20112","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Enterprise users report perceived usefulness and practical requirements that should shape deployment. C Self-report / commercial evidence no Productivity paper Usage, Effects and Requirements for AI Coding Assistants in the Enterprise: An Empirical Study Merler https://www.sepolimi.com/p/se-ai-bibliography-productivity IBM respondents only; perception-based. Measure activity and delivery separately; require downstream outcomes. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence author_preprint NO https://arxiv.org/abs/2601.20112 Self-report / commercial evidence https://arxiv.org/abs/2601.20112 2026 {"actual":["C:C02"],"authors":"Paradis","category":null,"collection":"W","id":"W008","kind":"paper","label":"How Much Does AI Impact Development Speed? An Enterprise-Based Randomized Controlled Trial","limitation":"Narrow tasks and 96 participants limit generalization to long-lived systems.","mapped":["C:C01","C:C02"],"printed":true,"streams":["T:Productivity"],"summary":"Controlled enterprise tasks indicate roughly 21% faster task performance with assistance.","topics":["K:Output versus shipped value","K:Controlled productivity evidence","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Controlled enterprise tasks indicate roughly 21% faster task performance with assistance. A Controlled human or field experiment no Productivity paper How Much Does AI Impact Development Speed? An Enterprise-Based Randomized Controlled Trial Paradis Narrow tasks and 96 participants limit generalization to long-lived systems. Measure activity and delivery separately; require downstream outcomes. ["C:C02"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Controlled human or field experiment Controlled human or field experiment https://www.sepolimi.com/p/se-ai-bibliography-productivity 2025 {"actual":["C:C02"],"authors":"Ziegler","category":null,"collection":"W","id":"W009","kind":"paper","label":"Productivity Assessment of Neural Code Completion","limitation":"Vendor users; survey not causal.","mapped":["C:C01","C:C02","C:C08"],"printed":true,"streams":["T:Productivity","T:Verification & review"],"summary":"Suggestion acceptance is only weakly associated with self-rated productivity, challenging acceptance rate as KPI.","topics":["K:Output versus shipped value","K:Controlled productivity evidence"],"url":"https://arxiv.org/abs/2205.06537","volumes":["V06"],"year":"2022"} 2026-10-09 corrected editorial crosswalk 2022 Suggestion acceptance is only weakly associated with self-rated productivity, challenging acceptance rate as KPI. C Self-report / commercial evidence no Productivity paper Productivity Assessment of Neural Code Completion Ziegler Vendor users; survey not causal. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C02"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence Self-report / commercial evidence https://arxiv.org/abs/2205.06537 2022 {"actual":["C:C01","C:C02","C:C08","C:C11","C:C12"],"authors":"Demirer","category":null,"collection":"W","id":"W010","kind":"paper","label":"Writing Code vs. Shipping Code: Productivity Effects Across Generations of AI Coding Tools","limitation":"GitHub activity and matched designs do not establish business value.","mapped":["C:C01","C:C02","C:C08","C:C11","C:C12"],"printed":true,"streams":["T:Productivity","T:Economics"],"summary":"Agent advances raise commits substantially more than releases; delivery throughput has lower elasticity than coding throughput.","topics":["K:Output versus shipped value","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Agent advances raise commits substantially more than releases; delivery throughput has lower elasticity than coding throughput. A Quasi-experimental / matched observation no_institutional_record_only Productivity paper Writing Code vs. Shipping Code: Productivity Effects Across Generations of AI Coding Tools Demirer GitHub activity and matched designs do not establish business value. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C01", "C:C02", "C:C08", "C:C11", "C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation 2026-10-10 Observational adoption and different output endpoints; full revision and exact attribution tables not examined Institutional metadata and abstract; complete Sept manuscript not independently inspected PRIMARY_INSTITUTIONAL_RECORD_ONLY NO Matched event study plus economic structural model as described by institution https://www.nber.org/papers/w35275 NBER Working Paper 35275 September 2026 revision institutional record 2026-10-10 PUBLISHER_REVISION_ABSTRACT_AND_EARLIER_SSRN_ABSTRACT_ONLY September cumulative commits ~30/180/240%; agent projects +80%; agent releases +30%; elasticity 0.23. May 40/140/180%; projects +50%; releases +30%; elasticity 0.25. NO Institutional abstracts only; 134-page September PDF not accessible https://www.nber.org/papers/w35275 ; https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6843068 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT No original coefficient tables or microdata inspected; estimates observational and structural, not direct firm outcomes. September >500,000 developers; earlier May >100,000; distinct samples/estimates NBER w35275 Sept 2026 revision; SSRN May 2026 separate abstract 2026-10-10 500k plus developer sample; 30/180/240% commit estimates; declared paid Microsoft consulting for two authors NBER_PRIMARY_INSTITUTIONAL_REVISED_RECORD SEPT_134PAGE_PDF_UNAVAILABLE https://www.nber.org/papers/w35275 NO NBER September 2026 revision abstract and author disclosures Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH08:FULL_TEXT_AUDIT_PENDING; CH11:FULL_TEXT_PENDING Quasi-experimental / matched observation https://www.sepolimi.com/p/se-ai-bibliography-productivity 2026 {"actual":["C:C01","C:C03","C:C04","C:C11"],"authors":"Farrag","category":null,"collection":"W","id":"W011","kind":"paper","label":"The Productivity-Reliability Paradox: Specification-Driven Governance for AI-Augmented Software Development","limitation":"Synthesis rather than a new intervention trial.","mapped":["C:C01","C:C02","C:C03","C:C04","C:C07","C:C11"],"printed":true,"streams":["T:Productivity","T:Engineering structure"],"summary":"Proposes specification and verification governance to balance faster generation against reliability.","topics":["K:Output versus shipped value","K:Independent verification and oracles","K:Specifications and governance","K:Skills formation and teaching"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Proposes specification and verification governance to balance faster generation against reliability. C Theory / argument (not a new result) no_pass2_section_scoped Productivity paper The Productivity-Reliability Paradox: Specification-Driven Governance for AI-Augmented Software Development Farrag Synthesis rather than a new intervention trial. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C01", "C:C03", "C:C04", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Theory / argument (not a new result) 2026-10-10 Self-selected synthetic/illustrative case with no randomized control and no credible causal estimate Methods sections 3 and evaluation sections 7.4.1--7.4.5 PRIMARY_MANUSCRIPT_METHODS_AND_TABLES_SELECTED NO Multivocal literature review plus nonrandom illustrative before-after exercise https://arxiv.org/html/2605.01160 arXiv 2605.01160 HTML primary Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH03:NOT_INDEPENDENTLY_INSPECTED; CH11:FULL_TEXT_PENDING Multivocal synthesis + illustrative uncontrolled pilot https://www.sepolimi.com/p/se-ai-bibliography-productivity 2026 {"actual":["C:C01","C:C03"],"authors":"Liu","category":null,"collection":"W","id":"W012","kind":"paper","label":"Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale","limitation":"Session telemetry does not establish downstream outcomes.","mapped":["C:C01","C:C02","C:C03"],"printed":true,"streams":["T:Productivity"],"summary":"Millions of traces characterize tool usage, agent sessions and infrastructure optimizations.","topics":["K:Developer workflow and adoption","K:Long-running agent execution","K:Dataset provenance and dependency"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Millions of traces characterize tool usage, agent sessions and infrastructure optimizations. B Observational / qualitative evidence no Productivity paper Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Liu Session telemetry does not establish downstream outcomes. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C01", "C:C03"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH03:NOT_INDEPENDENTLY_INSPECTED Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-productivity 2026 {"actual":["C:C03"],"authors":"Lobentanzer","category":null,"collection":"W","id":"W013","kind":"paper","label":"Quantifying the Expectation-Realisation Gap for Agentic AI Systems","limitation":"Reinterpretation of existing measures, not new experiment.","mapped":["C:C01","C:C02","C:C03"],"printed":true,"streams":["T:Productivity"],"summary":"Compares agent expectations with measured productivity and warns against extrapolating benchmark success.","topics":["K:Output versus shipped value","K:Benchmarks and construct validity","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2602.20292","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2026 Compares agent expectations with measured productivity and warns against extrapolating benchmark success. B Benchmark / controlled laboratory no_primary_locator_only Productivity paper Quantifying the Expectation-Realisation Gap for Agentic AI Systems Lobentanzer Reinterpretation of existing measures, not new experiment. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C03"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH03:NOT_INDEPENDENTLY_INSPECTED https://arxiv.org/abs/2602.20292 arXiv abstract, not full paper audited Benchmark / controlled laboratory https://arxiv.org/abs/2602.20292 PREPRINT_PRIMARY_RECORD 2026 {"actual":[],"authors":"Murphy-Hill","category":null,"collection":"W","id":"W014","kind":"paper","label":"Adoption and Impact of Command-Line AI Coding Agents: A Study of Microsoft's Early 2026 Rollout of Claude Code and GitHub Copilot CLI","limitation":"Merged PRs are a proxy; adopter and tenure selection remain.","mapped":["C:C01","C:C02","C:C03","C:C09"],"printed":true,"streams":["T:Productivity","T:System knowledge & memory"],"summary":"CLI agent adoption associates with 24% more merged PRs per engineer without detectable four-month decay.","topics":["K:Output versus shipped value","K:Developer workflow and adoption","K:Benchmarks and construct validity","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2607.01418","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 CLI agent adoption associates with 24% more merged PRs per engineer without detectable four-month decay. A Quasi-experimental / matched observation no Productivity paper Adoption and Impact of Command-Line AI Coding Agents: A Study of Microsoft's Early 2026 Rollout of Claude Code and GitHub Copilot CLI Murphy-Hill Merged PRs are a proxy; adopter and tenure selection remain. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Quasi-experimental / matched observation https://arxiv.org/abs/2607.01418 2026 {"actual":[],"authors":"Quispe","category":null,"collection":"W","id":"W015","kind":"paper","label":"Agentic Delegation and the Language Frontier of Software Developers: A Model and Evidence from Claude Code on GitHub","limitation":"Repository activity cannot prove actual acquired proficiency.","mapped":["C:C01","C:C02","C:C10"],"printed":true,"streams":["T:Productivity","T:Skills & learning"],"summary":"Claude Code adoption correlates with developers contributing in about 2.5 additional languages; breadth is not mastery.","topics":["K:Developer workflow and adoption","K:Skills formation and teaching"],"url":"https://arxiv.org/abs/2605.25438","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Claude Code adoption correlates with developers contributing in about 2.5 additional languages; breadth is not mastery. B Observational / qualitative evidence no Productivity paper Agentic Delegation and the Language Frontier of Software Developers: A Model and Evidence from Claude Code on GitHub Quispe https://www.sepolimi.com/p/se-ai-bibliography-productivity Repository activity cannot prove actual acquired proficiency. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence author_preprint NO https://arxiv.org/abs/2605.25438 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING Observational / qualitative evidence https://arxiv.org/abs/2605.25438 2026 {"actual":[],"authors":"Vella","category":null,"collection":"W","id":"W016","kind":"paper","label":"The Impact of AI Coding Assistants on Software Engineering: A Longitudinal Study","limitation":"95 respondents and self-report.","mapped":["C:C01","C:C02","C:C08"],"printed":true,"streams":["T:Productivity","T:Verification & review"],"summary":"Most developers report less writing and greater productivity; negative experience measures also increase over time.","topics":["K:Output versus shipped value","K:Developer workflow and adoption","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2605.23135","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Most developers report less writing and greater productivity; negative experience measures also increase over time. C Self-report / commercial evidence no Productivity paper The Impact of AI Coding Assistants on Software Engineering: A Longitudinal Study Vella 95 respondents and self-report. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence Self-report / commercial evidence https://arxiv.org/abs/2605.23135 2026 {"actual":["C:C12"],"authors":"Bono","category":null,"collection":"W","id":"W017","kind":"paper","label":"Randomized Controlled Trials for Conditional Access Optimization Agent","limitation":"Different domain from programming; do not present as SWE causal evidence.","mapped":["C:C01","C:C02","C:C12"],"printed":true,"streams":["T:Productivity"],"summary":"Agent support improves administrative throughput and accuracy in enterprise configuration work.","topics":["K:Output versus shipped value","K:Controlled productivity evidence","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Agent support improves administrative throughput and accuracy in enterprise configuration work. Identity-administration agent RCT (not developer productivity) A Controlled human or field experiment no Productivity paper Randomized Controlled Trials for Conditional Access Optimization Agent Bono Different domain from programming; do not present as SWE causal evidence. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Controlled human or field experiment Controlled human or field experiment https://www.sepolimi.com/p/se-ai-bibliography-productivity 2025 {"actual":[],"authors":"Kumar","category":null,"collection":"W","id":"W018","kind":"paper","label":"Intuition to Evidence: Measuring AI's True Impact on Developer Productivity","limitation":"Uncontrolled before/after changes; difficult attribution.","mapped":["C:C01","C:C02","C:C08"],"printed":true,"streams":["T:Productivity","T:Verification & review"],"summary":"Reports increased engineering output and shorter review cycles under AI assistance.","topics":["K:Output versus shipped value","K:Review capacity and maintainers","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2509.19708","volumes":[],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Reports increased engineering output and shorter review cycles under AI assistance. B Observational / qualitative evidence no Productivity paper Intuition to Evidence: Measuring AI's True Impact on Developer Productivity Kumar https://www.sepolimi.com/p/se-ai-bibliography-productivity Uncontrolled before/after changes; difficult attribution. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence author_preprint NO https://arxiv.org/abs/2509.19708 Observational / qualitative evidence https://arxiv.org/abs/2509.19708 2025 {"actual":[],"authors":"Gambacorta","category":null,"collection":"W","id":"W019","kind":"paper","label":"Generative AI and labour productivity: a field experiment on coding","limitation":"Output-count metric; model and organization specificity.","mapped":["C:C01","C:C02","C:C12"],"printed":true,"streams":["T:Productivity","T:Economics"],"summary":"Code-generation tool increases output notably for junior developers, suggesting heterogeneous gains.","topics":["K:Output versus shipped value","K:Controlled productivity evidence","K:Employment and early-career roles"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":[],"year":"2024"} 2026-10-09 corrected editorial crosswalk 2024 Code-generation tool increases output notably for junior developers, suggesting heterogeneous gains. B Benchmark / controlled laboratory no Productivity paper Generative AI and labour productivity: a field experiment on coding Gambacorta Output-count metric; model and organization specificity. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory PRIMARY_WORKING_PAPER_AND_LATER_JOURNAL https://www.bis.org/publications/working-paper-1208-generative-ai-and-labour-productivity-field-experiment-coding https://www.sciencedirect.com/science/article/pii/S1572308926000458 Benchmark / controlled laboratory https://www.sepolimi.com/p/se-ai-bibliography-productivity 2024 {"actual":["C:C02","C:C12"],"authors":"Becker","category":null,"collection":"W","id":"W020","kind":"paper","label":"Measuring the Self-Reported Impact of Early-2026 AI on Technical Worker Productivity","limitation":"Retrospective self estimates are not measured time saved.","mapped":["C:C01","C:C02","C:C12"],"printed":true,"streams":["T:Productivity"],"summary":"Survey respondents report major time savings with substantial heterogeneity.","topics":["K:Output versus shipped value","K:Evaluation methodology and baselines"],"url":"https://metr.org/blog/2026-05-11-ai-usage-survey/","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2026 Survey respondents report major time savings with substantial heterogeneity. C Self-report / commercial evidence no_primary_locator_only Productivity paper Measuring the Self-Reported Impact of Early-2026 AI on Technical Worker Productivity Becker Retrospective self estimates are not measured time saved. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C02", "C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence 2026-10-10 PRIMARY_METHODS_SURVEY_QUESTION_WORDING_FILTERING_AND_RESULTS Median self-reported value multiplier 1.4–2x and speed multiplier ~3x; retrospective 2025 1.3x, 2027 prediction 2.5x; these are beliefs and cannot be compared as experimental gains. NO HTML Summary, Methodology, Results, Data quality and footnotes https://metr.substack.com/p/2026-05-11-ai-usage-survey PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT No independent observation-based validation, raw respondent-level data not rerun; four listed occupational counts total 335 not the full retained 349, without proof of discrepancy. 359 raw unique respondents, 10 excluded anomalous -> 349 retained; convenience recruitment; approx 2% emailed response; approx 70% compensated METR May 11 2026 original research blog and appendix https://metr.org/blog/2026-05-11-ai-usage-survey/ METR survey, self-reported impact; not causal or timed productivity Self-report / commercial evidence https://metr.org/blog/2026-05-11-ai-usage-survey/ AUTHOR_INSTITUTION_REPORT 2026 {"actual":[],"authors":"Faros AI","category":null,"collection":"W","id":"W021","kind":"paper","label":"The AI Engineering Report 2026: The Acceleration Whiplash","limitation":"Closed vendor data; observational metrics and unreported definitions.","mapped":["C:C01","C:C02","C:C05","C:C12"],"printed":true,"streams":["T:Productivity","T:Code quality & security"],"summary":"Higher AI use associates with more throughput, larger PRs, more incidents and much slower review.","topics":["K:Output versus shipped value","K:Dataset provenance and dependency"],"url":"https://www.faros.ai/blog/ai-acceleration-whiplash-takeaways","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Higher AI use associates with more throughput, larger PRs, more incidents and much slower review. C Self-report / commercial evidence no Productivity paper The AI Engineering Report 2026: The Acceleration Whiplash Faros AI https://www.sepolimi.com/p/se-ai-bibliography-productivity Closed vendor data; observational metrics and unreported definitions. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence producer_primary_report NO https://www.faros.ai/blog/ai-acceleration-whiplash-takeaways Self-report / commercial evidence https://www.faros.ai/blog/ai-acceleration-whiplash-takeaways 2026 {"actual":[],"authors":"JetBrains Research","category":null,"collection":"W","id":"W022","kind":"paper","label":"AI Coding Agents: Adoption Trends","limitation":"Adoption levels reflect sample and do not measure value or quality.","mapped":["C:C01","C:C02"],"printed":true,"streams":["T:Productivity"],"summary":"Frequent agent use has quickly become mainstream in the surveyed population.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://blog.jetbrains.com/research/2026/08/ai-coding-agent-adoption-2026/","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Frequent agent use has quickly become mainstream in the surveyed population. C Self-report / commercial evidence no Productivity paper AI Coding Agents: Adoption Trends JetBrains Research https://www.sepolimi.com/p/se-ai-bibliography-productivity Adoption levels reflect sample and do not measure value or quality. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence producer_primary_survey NO https://blog.jetbrains.com/research/2026/08/ai-coding-agent-adoption-2026/ Self-report / commercial evidence https://blog.jetbrains.com/research/2026/08/ai-coding-agent-adoption-2026/ 2026 {"actual":["C:C01","C:C02"],"authors":"Becker","category":null,"collection":"W","id":"W023","kind":"paper","label":"Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity","limitation":"Small sample and older tool generation; not universal effect.","mapped":["C:C01","C:C02","C:C08"],"printed":true,"streams":["T:Productivity"],"summary":"Experienced maintainers were approximately 19% slower on familiar real-repository tasks using early-2025 tools.","topics":["K:Output versus shipped value","K:Controlled productivity evidence","K:Review capacity and maintainers","K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Experienced maintainers were approximately 19% slower on familiar real-repository tasks using early-2025 tools. A Controlled human or field experiment no Productivity paper Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity Becker Small sample and older tool generation; not universal effect. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C01", "C:C02"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Controlled human or field experiment Controlled human or field experiment https://www.sepolimi.com/p/se-ai-bibliography-productivity 2025 {"actual":[],"authors":"Google Cloud DORA","category":null,"collection":"W","id":"W024","kind":"paper","label":"2025 State of AI-Assisted Software Development","limitation":"Cross-sectional self-report; association not causal.","mapped":["C:C01","C:C02","C:C05","C:C12"],"printed":true,"streams":["T:Productivity","T:Code quality & security"],"summary":"AI use links with greater throughput but lower stability; existing organizational capability moderates outcomes.","topics":["K:Output versus shipped value","K:Controlled productivity evidence","K:Long-running agent execution"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":[],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 AI use links with greater throughput but lower stability; existing organizational capability moderates outcomes. C Self-report / commercial evidence no Productivity paper 2025 State of AI-Assisted Software Development Google Cloud DORA Cross-sectional self-report; association not causal. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence OFFICIAL_REPORT_INDEX https://dora.dev/research/2025/dora-report/ https://dora.dev/research/2025/errata/ Self-report / commercial evidence https://www.sepolimi.com/p/se-ai-bibliography-productivity 2025 {"actual":[],"authors":"Tamkin","category":null,"collection":"W","id":"W025","kind":"paper","label":"Estimating AI productivity gains from Claude conversations","limitation":"Counterfactual completion time is estimated by model, not observed.","mapped":["C:C01","C:C02","C:C12"],"printed":true,"streams":["T:Productivity","T:Economics"],"summary":"Claude conversation analysis suggests sizable theoretical time saving.","topics":["K:Output versus shipped value","K:Controlled productivity evidence","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":[],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Claude conversation analysis suggests sizable theoretical time saving. B Observational / qualitative evidence no Productivity paper Estimating AI productivity gains from Claude conversations Tamkin Counterfactual completion time is estimated by model, not observed. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence PRIMARY_RESEARCH_NOTE_AND_PDF https://www.anthropic.com/research/estimating-productivity-gains https://assets.anthropic.com/m/28fda2ad148e2bf5/original/Estimating-AI-productivity-gains-from-Claude-conversations.pdf Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-productivity 2025 {"actual":[],"authors":"Google Cloud DORA","category":null,"collection":"W","id":"W026","kind":"paper","label":"Accelerate State of DevOps Report 2024","limitation":"Correlational; differs from later DORA populations and tools.","mapped":["C:C01","C:C02","C:C11"],"printed":true,"streams":["T:Productivity","T:Engineering structure"],"summary":"AI uptake associated with modest delivery-throughput and stability deterioration, highlighting systems bottlenecks.","topics":["K:Output versus shipped value","K:Long-running agent execution"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-productivity","volumes":[],"year":"2024"} 2026-10-09 corrected editorial crosswalk 2024 AI uptake associated with modest delivery-throughput and stability deterioration, highlighting systems bottlenecks. C Self-report / commercial evidence no Productivity paper Accelerate State of DevOps Report 2024 Google Cloud DORA Correlational; differs from later DORA populations and tools. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence OFFICIAL_REPORT_INDEX https://dora.dev/research/2024/dora-report/ https://dora.dev/research/2024/errata/ Self-report / commercial evidence https://www.sepolimi.com/p/se-ai-bibliography-productivity 2024 {"actual":[],"authors":"Relyea","category":null,"collection":"W","id":"W027","kind":"paper","label":"Beyond the Copilot: Scaling the Agentic Product Development Life Cycle","limitation":"Self-reported by leaders; selection and measurement limitations.","mapped":["C:C01","C:C02","C:C11"],"printed":true,"streams":["T:Productivity"],"summary":"Some organizations accelerate while a substantial subset reports declining productivity.","topics":["K:Output versus shipped value","K:Developer workflow and adoption","K:Evaluation methodology and baselines"],"url":"https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/beyond-the-copilot-scaling-the-agentic-product-development-life-cycle","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Some organizations accelerate while a substantial subset reports declining productivity. C Self-report / commercial evidence no Productivity paper Beyond the Copilot: Scaling the Agentic Product Development Life Cycle Relyea https://www.sepolimi.com/p/se-ai-bibliography-productivity Self-reported by leaders; selection and measurement limitations. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence producer_primary_report NO https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/beyond-the-copilot-scaling-the-agentic-product-development-life-cycle Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH11:FULL_TEXT_PENDING Self-report / commercial evidence https://www.mckinsey.com/industries/technology-media-and-telecommunications/our-insights/beyond-the-copilot-scaling-the-agentic-product-development-life-cycle 2026 {"actual":["C:C12"],"authors":"Relyea","category":null,"collection":"W","id":"W028","kind":"paper","label":"The AI Revolution in Software Development","limitation":"Extrapolated and survey-based benefits are not verified causal estimates.","mapped":["C:C01","C:C02","C:C07","C:C11","C:C12"],"printed":true,"streams":["T:Productivity","T:Economics"],"summary":"Advocates transforming the development lifecycle rather than optimizing code generation alone.","topics":["K:Controlled productivity evidence","K:Independent verification and oracles","K:Architecture and modularity"],"url":"https://www.mckinsey.com/~/media/mckinsey/business%20functions/tech%20and%20ai/our%20insights/the%20ai%20revolution%20in%20software%20development/the-ai-revolution-in-software-development_final.pdf","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2026 Advocates transforming the development lifecycle rather than optimizing code generation alone. C Theory / argument (not a new result) no_primary_locator_only Productivity paper The AI Revolution in Software Development Relyea Extrapolated and survey-based benefits are not verified causal estimates. Measure activity and delivery separately; require downstream outcomes. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Theory / argument (not a new result) 2026-10-10 PRIMARY_FULL_NINE_PAGE_PDF_SELECT_METRIC_CONTEXT 20x figure describes next-frontier potential; text describes Level 4 as largely experimental; top-quintile 16–30% and 31–45% claim comes from separately cited cross-company material, not the same 20x trial. NO PDF pp.1-4, esp. pp.2-4 (vignette, exhibit, organizational analysis) https://www.mckinsey.com/~/media/mckinsey/business%20functions/tech%20and%20ai/our%20insights/the%20ai%20revolution%20in%20software%20development/the-ai-revolution-in-software-development_final.pdf PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT No linked raw implementation metrics, confidence intervals or independent observational validation in this nine-page excerpt; must not call 20x a measured population mean. Anonymized bank vignette; illustrative four-level leverage exhibit; analysis of nearly 300 public companies cited from separate 2025 work McKinsey Tech & AI Practice April 2026 book excerpt (nine-page original PDF) Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH11:FULL_TEXT_PENDING https://www.mckinsey.com/~/media/mckinsey/business%20functions/tech%20and%20ai/our%20insights/the%20ai%20revolution%20in%20software%20development/the-ai-revolution-in-software-development_final.pdf Industry commentary, not a randomized coding experiment Theory / argument (not a new result) https://www.mckinsey.com/~/media/mckinsey/business%20functions/tech%20and%20ai/our%20insights/the%20ai%20revolution%20in%20software%20development/the-ai-revolution-in-software-development_final.pdf AUTHOR_INSTITUTION_REPORT 2026 {"actual":["C:C05"],"authors":"Cynthia","category":null,"collection":"W","id":"W029","kind":"paper","label":"Beyond Bug Fixes: An Empirical Investigation of Post-Merge Code Quality Issues in Agent-Generated Pull Requests","limitation":"Static-analysis findings are not confirmed operational incidents.","mapped":["C:C05","C:C06","C:C08"],"printed":true,"streams":["T:Code quality & security","T:Verification & review"],"summary":"Merged agent PRs still introduce code smells and bugs; size of change dominates agent-specific differences.","topics":["K:Technical debt and complexity"],"url":"https://arxiv.org/abs/2601.20109","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Merged agent PRs still introduce code smells and bugs; size of change dominates agent-specific differences. B Observational / qualitative evidence no Code quality & security paper Beyond Bug Fixes: An Empirical Investigation of Post-Merge Code Quality Issues in Agent-Generated Pull Requests Cynthia Static-analysis findings are not confirmed operational incidents. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:TARGETED_FULL_TEXT_PAGES_CHECKED Observational / qualitative evidence https://arxiv.org/abs/2601.20109 2026 {"actual":["C:C06"],"authors":"Day","category":null,"collection":"W","id":"W030","kind":"paper","label":"Workspace Topology as an Attack Vector in Agentic Coding Assistants","limitation":"Only open-weight agents; no transfer figures in bibliography.","mapped":["C:C05","C:C06","C:C11"],"printed":true,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Modular workspace layouts reduce indirect injection success, indicating architecture can be a security control.","topics":["K:Developer workflow and adoption","K:Vulnerability and secure code","K:Prompt injection and malicious tools","K:Architecture and modularity","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2608.14876","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Modular workspace layouts reduce indirect injection success, indicating architecture can be a security control. B Benchmark / controlled laboratory no Code quality & security paper Workspace Topology as an Attack Vector in Agentic Coding Assistants Day Only open-weight agents; no transfer figures in bibliography. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C06"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Benchmark / controlled laboratory https://arxiv.org/abs/2608.14876 2026 {"actual":["C:C05"],"authors":"Huang","category":null,"collection":"W","id":"W031","kind":"paper","label":"More Code, Less Reuse: Investigating Code Quality and Reviewer Sentiment towards AI-generated Pull Requests","limitation":"Numerical effects and sentiment findings not supplied in bibliography.","mapped":["C:C03","C:C05","C:C06","C:C08"],"printed":true,"streams":["T:Code quality & security","T:Verification & review"],"summary":"AI-generated changes miss existing reuse opportunities, creating unnecessary new code.","topics":["K:Review capacity and maintainers","K:Agent failure and escalation","K:Code reuse and duplication"],"url":"https://arxiv.org/abs/2601.21276","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 AI-generated changes miss existing reuse opportunities, creating unnecessary new code. VERIFY Missing outcome details no Code quality & security paper More Code, Less Reuse: Investigating Code Quality and Reviewer Sentiment towards AI-generated Pull Requests Huang Numerical effects and sentiment findings not supplied in bibliography. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Missing outcome details Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:TARGETED_FULL_TEXT_PAGES_CHECKED Missing outcome details https://arxiv.org/abs/2601.21276 2026 {"actual":[],"authors":"Mousavi","category":null,"collection":"W","id":"W032","kind":"paper","label":"Understanding the Impact of AI Code Assistants on Security API Usage","limitation":"Forty-four participants and selected security APIs.","mapped":["C:C05","C:C06","C:C07","C:C08"],"printed":true,"streams":["T:Code quality & security","T:Verification & review"],"summary":"Copilot improves functional correctness without reliably improving secure API use or developer risk recognition.","topics":["K:Developer workflow and adoption","K:Independent verification and oracles","K:Vulnerability and secure code","K:System understanding and rationale","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2607.11348","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Copilot improves functional correctness without reliably improving secure API use or developer risk recognition. B Observational / qualitative evidence no Code quality & security paper Understanding the Impact of AI Code Assistants on Security API Usage Mousavi Forty-four participants and selected security APIs. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Observational / qualitative evidence https://arxiv.org/abs/2607.11348 2026 {"actual":[],"authors":"Ogenrwot","category":null,"collection":"W","id":"W033","kind":"paper","label":"How AI Coding Agents Modify Code: A Large-Scale Study of GitHub Pull Requests","limitation":"Structural contrasts are not defect-rate comparisons; shares AIDev cohort.","mapped":["C:C02","C:C05","C:C06","C:C08"],"printed":true,"streams":["T:Code quality & security","T:Verification & review"],"summary":"Agent pull requests contain more commits and different change structures than human PRs.","topics":["K:Output versus shipped value","K:Architecture and modularity","K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2601.17581","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Agent pull requests contain more commits and different change structures than human PRs. B Observational / qualitative evidence no Code quality & security paper How AI Coding Agents Modify Code: A Large-Scale Study of GitHub Pull Requests Ogenrwot Structural contrasts are not defect-rate comparisons; shares AIDev cohort. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:FULL_TEXT_OPENED_METHODS_LOCATED Observational / qualitative evidence https://arxiv.org/abs/2601.17581 2026 {"actual":["C:C03","C:C05"],"authors":"Pinna","category":null,"collection":"W","id":"W034","kind":"paper","label":"Comparing AI Coding Agents: A Task-Stratified Analysis of Pull Request Acceptance","limitation":"Acceptance reflects maintainer decisions rather than true quality; shared AIDev data.","mapped":["C:C03","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security","T:What agents can do"],"summary":"PR acceptance depends markedly on task category; measured agent differences are less robust.","topics":["K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2602.08915","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 PR acceptance depends markedly on task category; measured agent differences are less robust. B Observational / qualitative evidence no Code quality & security paper Comparing AI Coding Agents: A Task-Stratified Analysis of Pull Request Acceptance Pinna Acceptance reflects maintainer decisions rather than true quality; shared AIDev data. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C03", "C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH03:NOT_INDEPENDENTLY_INSPECTED; CH05:FULL_TEXT_OPENED_METHODS_PENDING Observational / qualitative evidence https://arxiv.org/abs/2602.08915 2026 {"actual":[],"authors":"Siddiq","category":null,"collection":"W","id":"W035","kind":"paper","label":"Security in the Age of AI Teammates: An Empirical Study of Agentic Pull Requests on GitHub","limitation":"Hardening versus vulnerability fixing must be kept separate; shared AIDev data.","mapped":["C:C05","C:C06","C:C08"],"printed":true,"streams":["T:Code quality & security","T:Verification & review"],"summary":"Agent security contributions emphasize hardening, face long reviews, and are affected by PR complexity.","topics":["K:Technical debt and complexity","K:Vulnerability and secure code","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2601.00477","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Agent security contributions emphasize hardening, face long reviews, and are affected by PR complexity. B Observational / qualitative evidence no Code quality & security paper Security in the Age of AI Teammates: An Empirical Study of Agentic Pull Requests on GitHub Siddiq Hardening versus vulnerability fixing must be kept separate; shared AIDev data. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Observational / qualitative evidence https://arxiv.org/abs/2601.00477 2026 {"actual":["C:C05"],"authors":"Watanabe","category":null,"collection":"W","id":"W036","kind":"paper","label":"On the Use of Agentic Coding: An Empirical Study of Pull Requests on GitHub","limitation":"Small initial adoption cohort; merge rate is not field reliability.","mapped":["C:C05","C:C06","C:C08"],"printed":true,"streams":["T:Code quality & security","T:Verification & review"],"summary":"Most Claude Code PRs merge, but nearly half of merged changes undergo human revision.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2509.14745","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Most Claude Code PRs merge, but nearly half of merged changes undergo human revision. A Quasi-experimental / matched observation no Code quality & security paper On the Use of Agentic Coding: An Empirical Study of Pull Requests on GitHub Watanabe Small initial adoption cohort; merge rate is not field reliability. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH05:TARGETED_FULL_TEXT_PAGES_CHECKED; CH08:FULL_TEXT_AUDIT_PENDING Quasi-experimental / matched observation https://arxiv.org/abs/2509.14745 2026 {"actual":[],"authors":"Xiong","category":null,"collection":"W","id":"W037","kind":"paper","label":"After the Party: Growth, Governance, and Security Scanning in the OpenClaw Agent Skill Ecosystem","limitation":"Security of extensions is not security of generated code.","mapped":["C:C03","C:C04","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Agent add-on scanners disagree widely and can miss malicious or unsafe skills.","topics":["K:Benchmarks and construct validity","K:Agent failure and escalation","K:Vulnerability and secure code","K:Prompt injection and malicious tools","K:Dependencies and agent supply chain","K:Specifications and governance","K:Skills formation and teaching"],"url":"https://arxiv.org/abs/2609.17274","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Agent add-on scanners disagree widely and can miss malicious or unsafe skills. B Benchmark / controlled laboratory no Code quality & security paper After the Party: Growth, Governance, and Security Scanning in the OpenClaw Agent Skill Ecosystem Xiong Security of extensions is not security of generated code. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Benchmark / controlled laboratory https://arxiv.org/abs/2609.17274 2026 {"actual":["C:C06","C:C07"],"authors":"Yan","category":null,"collection":"W","id":"W038","kind":"paper","label":"Guiding AI to Fix Its Own Flaws: An Empirical Study on LLM-Driven Secure Code Generation","limitation":"Controlled benchmarks, residual risk and model sensitivity remain.","mapped":["C:C03","C:C05","C:C06","C:C07"],"printed":true,"streams":["T:Code quality & security"],"summary":"External, localized security feedback improves model vulnerability remediation more consistently than self-explanation.","topics":["K:Benchmarks and construct validity","K:Vulnerability and secure code","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2506.23034","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 External, localized security feedback improves model vulnerability remediation more consistently than self-explanation. B Benchmark / controlled laboratory no Code quality & security paper Guiding AI to Fix Its Own Flaws: An Empirical Study on LLM-Driven Secure Code Generation Yan Controlled benchmarks, residual risk and model sensitivity remain. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C06", "C:C07"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH06:PDF_PAGE_RELEVANT; CH07:FULLTEXT_HTML Benchmark / controlled laboratory https://arxiv.org/abs/2506.23034 2026 {"actual":["C:C05"],"authors":"Cotroneo","category":null,"collection":"W","id":"W039","kind":"paper","label":"Human-Written vs. AI-Generated Code: A Large-Scale Study of Defects, Vulnerabilities, and Complexity","limitation":"Authorship and sampling matter; not a universal quality hierarchy.","mapped":["C:C05","C:C06","C:C09"],"printed":true,"streams":["T:Code quality & security"],"summary":"AI and human code exhibit different fault types: AI more unused constructs and severe vulnerabilities; humans more structural complexity.","topics":["K:Technical debt and complexity","K:Vulnerability and secure code","K:Architecture and modularity","K:Ownership and knowledge transfer","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2508.21634","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 AI and human code exhibit different fault types: AI more unused constructs and severe vulnerabilities; humans more structural complexity. B Observational / qualitative evidence no Code quality & security paper Human-Written vs. AI-Generated Code: A Large-Scale Study of Defects, Vulnerabilities, and Complexity Cotroneo Authorship and sampling matter; not a universal quality hierarchy. Convert the reported risk into a static, behavioral or security acceptance gate. ["C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:TARGETED_FULL_TEXT_PAGES_CHECKED Observational / qualitative evidence https://arxiv.org/abs/2508.21634 2025 {"actual":[],"authors":"Fu","category":null,"collection":"W","id":"W040","kind":"paper","label":"Security Weaknesses of Copilot-Generated Code in GitHub Projects: An Empirical Study","limitation":"No comparable human-authored control.","mapped":["C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Around a quarter to a third of selected AI-attributed snippets trigger security weaknesses; static warnings support partial remediation.","topics":["K:Developer workflow and adoption","K:Vulnerability and secure code","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2310.02059","volumes":[],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Around a quarter to a third of selected AI-attributed snippets trigger security weaknesses; static warnings support partial remediation. B Observational / qualitative evidence no Code quality & security paper Security Weaknesses of Copilot-Generated Code in GitHub Projects: An Empirical Study Fu No comparable human-authored control. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Observational / qualitative evidence https://arxiv.org/abs/2310.02059 2025 {"actual":["C:C06"],"authors":"Schreiber","category":null,"collection":"W","id":"W041","kind":"paper","label":"Security Vulnerabilities in AI-Generated Code: A Large-Scale Analysis of Public GitHub Repositories","limitation":"No matched human baseline and marker-based selection.","mapped":["C:C03","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Most selected files have no mapped vulnerability, while thousands of CWE instances remain and rates vary by language.","topics":["K:Benchmarks and construct validity","K:Vulnerability and secure code","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2510.26103","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Most selected files have no mapped vulnerability, while thousands of CWE instances remain and rates vary by language. A Quasi-experimental / matched observation no Code quality & security paper Security Vulnerabilities in AI-Generated Code: A Large-Scale Analysis of Public GitHub Repositories Schreiber No matched human baseline and marker-based selection. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C06"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:PDF_PAGE_RELEVANT Quasi-experimental / matched observation https://arxiv.org/abs/2510.26103 2025 {"actual":[],"authors":"Shukla","category":null,"collection":"W","id":"W042","kind":"paper","label":"Security Degradation in Iterative AI Code Generation: A Systematic Analysis of the Paradox","limitation":"Ten crafted starting programs; ecological validity limited.","mapped":["C:C03","C:C05","C:C06","C:C12"],"printed":true,"streams":["T:Code quality & security","T:What agents can do"],"summary":"Iteration intended to improve code can accumulate critical security vulnerabilities if no external gate interrupts it.","topics":["K:Vulnerability and secure code","K:Employment and early-career roles"],"url":"https://arxiv.org/abs/2506.11022","volumes":[],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Iteration intended to improve code can accumulate critical security vulnerabilities if no external gate interrupts it. B Benchmark / controlled laboratory no Code quality & security paper Security Degradation in Iterative AI Code Generation: A Systematic Analysis of the Paradox Shukla Ten crafted starting programs; ecological validity limited. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Benchmark / controlled laboratory https://arxiv.org/abs/2506.11022 2025 {"actual":["C:C06"],"authors":"Spracklen","category":null,"collection":"W","id":"W043","kind":"paper","label":"We Have a Package for You! A Comprehensive Analysis of Package Hallucinations by Code Generating LLMs","limitation":"Model generation and repository dependency adoption are different endpoints.","mapped":["C:C03","C:C04","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Nonexistent package names create supply-chain takeover possibilities, requiring registry existence and dependency-policy gates.","topics":["K:Developer workflow and adoption","K:Benchmarks and construct validity","K:Dependencies and agent supply chain","K:Specifications and governance","K:Human-agent collaboration"],"url":"https://arxiv.org/abs/2406.10279","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Nonexistent package names create supply-chain takeover possibilities, requiring registry existence and dependency-policy gates. B Benchmark / controlled laboratory no Code quality & security paper We Have a Package for You! A Comprehensive Analysis of Package Hallucinations by Code Generating LLMs Spracklen Model generation and repository dependency adoption are different endpoints. Convert the reported risk into a static, behavioral or security acceptance gate. ["C:C06"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:PDF_PAGE_RELEVANT Benchmark / controlled laboratory https://arxiv.org/abs/2406.10279 2025 {"actual":["C:C05"],"authors":"Wu","category":null,"collection":"W","id":"W044","kind":"paper","label":"An Empirical Study of Code Clones from Commercial AI Code Generators","limitation":"Generator outputs measured; longitudinal repository clone prevalence unknown.","mapped":["C:C02","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Some generated fragments replicate code almost exactly, raising reuse, maintenance and provenance concerns.","topics":["K:Output versus shipped value","K:Code reuse and duplication","K:Evaluation methodology and baselines"],"url":"https://doi.org/10.1145/3729397","volumes":["V06"],"year":"2025"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2025 Some generated fragments replicate code almost exactly, raising reuse, maintenance and provenance concerns. 10.1145/3729397 B Observational / qualitative evidence no_primary_locator_only Code quality & security paper An Empirical Study of Code Clones from Commercial AI Code Generators Wu Generator outputs measured; longitudinal repository clone prevalence unknown. Convert the reported risk into a static, behavioral or security acceptance gate. ["C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:PUBLISHER_FULL_HTML_LOCATED https://doi.org/10.1145/3729397 ACM FSE published paper; full manuscript not audited Observational / qualitative evidence https://doi.org/10.1145/3729397 PUBLISHER_DOI_RECORD 2025 {"actual":["C:C06","C:C07"],"authors":"Zhao","category":null,"collection":"W","id":"W045","kind":"paper","label":"Is Vibe Coding Safe? Benchmarking Vulnerability of Agent-Generated Code in Real-World Tasks","limitation":"Benchmark selected vulnerability-inducing feature requests.","mapped":["C:C03","C:C05","C:C06","C:C07"],"printed":true,"streams":["T:Code quality & security","T:What agents can do"],"summary":"Agents succeed functionally much more often than they satisfy security criteria, making correctness and security separate gates.","topics":["K:Independent verification and oracles","K:Benchmarks and construct validity","K:Vulnerability and secure code"],"url":"https://arxiv.org/abs/2512.03262","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Agents succeed functionally much more often than they satisfy security criteria, making correctness and security separate gates. B Benchmark / controlled laboratory no Code quality & security paper Is Vibe Coding Safe? Benchmarking Vulnerability of Agent-Generated Code in Real-World Tasks Zhao Benchmark selected vulnerability-inducing feature requests. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C06", "C:C07"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH06:PDF_PAGE_RELEVANT; CH07:FULLTEXT_HTML Benchmark / controlled laboratory https://arxiv.org/abs/2512.03262 2025 {"actual":["C:C06"],"authors":"Perry","category":null,"collection":"W","id":"W046","kind":"paper","label":"Do Users Write More Insecure Code with AI Assistants?","limitation":"Small predominantly student sample; old Codex model.","mapped":["C:C03","C:C05","C:C06","C:C08"],"printed":true,"streams":["T:Code quality & security","T:Verification & review"],"summary":"On several security tasks the 2022-era assistant lowers the share of secure submissions while increasing confidence.","topics":["K:Controlled productivity evidence","K:Developer workflow and adoption","K:Automation bias and trust","K:Agent failure and escalation","K:Vulnerability and secure code","K:Skills formation and teaching","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2211.03622","volumes":["V06"],"year":"2023"} 2026-10-09 corrected editorial crosswalk 2023 On several security tasks the 2022-era assistant lowers the share of secure submissions while increasing confidence. A Controlled human or field experiment no Code quality & security paper Do Users Write More Insecure Code with AI Assistants? Perry Small predominantly student sample; old Codex model. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. ["C:C06"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Controlled human or field experiment Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:PDF_PAGE_RELEVANT Controlled human or field experiment https://arxiv.org/abs/2211.03622 2023 {"actual":[],"authors":"Sandoval","category":null,"collection":"W","id":"W047","kind":"paper","label":"Lost at C: A User Study on the Security Implications of Large Language Model Code Assistants","limitation":"One low-level task; cannot generalize or negate other studies.","mapped":["C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Assisted and control groups exhibit similar security-critical bug rates for one C linked-list implementation.","topics":["K:Developer workflow and adoption","K:Vulnerability and secure code","K:Skills formation and teaching","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2208.09727","volumes":[],"year":"2023"} 2026-10-09 corrected editorial crosswalk 2023 Assisted and control groups exhibit similar security-critical bug rates for one C linked-list implementation. B Benchmark / controlled laboratory no Code quality & security paper Lost at C: A User Study on the Security Implications of Large Language Model Code Assistants Sandoval One low-level task; cannot generalize or negate other studies. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Benchmark / controlled laboratory https://arxiv.org/abs/2208.09727 2023 {"actual":[],"authors":"Pearce","category":null,"collection":"W","id":"W048","kind":"paper","label":"Asleep at the Keyboard? Assessing the Security of GitHub Copilot's Code Contributions","limitation":"Curated weak scenarios; 2021 model and no realistic prevalence estimate.","mapped":["C:C03","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Copilot generates vulnerable implementations in deliberately security-sensitive prompts, motivating deterministic security checks.","topics":["K:Developer workflow and adoption","K:Benchmarks and construct validity","K:Vulnerability and secure code"],"url":"https://arxiv.org/abs/2108.09293","volumes":[],"year":"2022"} 2026-10-09 corrected editorial crosswalk 2022 Copilot generates vulnerable implementations in deliberately security-sensitive prompts, motivating deterministic security checks. B Benchmark / controlled laboratory no Code quality & security paper Asleep at the Keyboard? Assessing the Security of GitHub Copilot's Code Contributions Pearce Curated weak scenarios; 2021 model and no realistic prevalence estimate. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Benchmark / controlled laboratory https://arxiv.org/abs/2108.09293 2022 {"actual":[],"authors":"Churilov","category":null,"collection":"W","id":"W049","kind":"paper","label":"The Range Shrinks, the Threat Remains: Re-evaluating LLM Package Hallucinations on the 2026 Frontier-Model Cohort","limitation":"Package frequency is a model-and-task dependent measurement.","mapped":["C:C03","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Modern frontier models hallucinate fewer packages, but shared plausible unregistered names remain exploitable.","topics":["K:Benchmarks and construct validity","K:Dependencies and agent supply chain","K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2605.17062","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Modern frontier models hallucinate fewer packages, but shared plausible unregistered names remain exploitable. B Benchmark / controlled laboratory no Code quality & security paper The Range Shrinks, the Threat Remains: Re-evaluating LLM Package Hallucinations on the 2026 Frontier-Model Cohort Churilov Package frequency is a model-and-task dependent measurement. Convert the reported risk into a static, behavioral or security acceptance gate. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Benchmark / controlled laboratory https://arxiv.org/abs/2605.17062 2026 {"actual":[],"authors":"Deng","category":null,"collection":"W","id":"W050","kind":"paper","label":"Understanding the (In)Security of Vibe-Coded Applications","limitation":"Selective sampling; not representative prevalence of all AI-created apps.","mapped":["C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Most audited apps had detectable vulnerabilities; basic prompting only partially prevents replayed mistakes.","topics":["K:Vulnerability and secure code","K:System understanding and rationale"],"url":"https://arxiv.org/abs/2606.23130","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Most audited apps had detectable vulnerabilities; basic prompting only partially prevents replayed mistakes. B Observational / qualitative evidence no Code quality & security paper Understanding the (In)Security of Vibe-Coded Applications Deng Selective sampling; not representative prevalence of all AI-created apps. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Observational / qualitative evidence https://arxiv.org/abs/2606.23130 2026 {"actual":[],"authors":"Fang","category":null,"collection":"W","id":"W051","kind":"paper","label":"From Conversation to Contribution: Characterizing Coding Agent in Open-Source Software","limitation":"Perceived maintainability is not measured effort; sampling differs from negative studies.","mapped":["C:C02","C:C05","C:C06","C:C09"],"printed":true,"streams":["T:Code quality & security","T:System knowledge & memory"],"summary":"No broad degradation on observed quality signals, but developers anticipate worse maintainability of others' AI output.","topics":["K:Output versus shipped value","K:Automation bias and trust","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2607.05677","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 No broad degradation on observed quality signals, but developers anticipate worse maintainability of others' AI output. B Observational / qualitative evidence no Code quality & security paper From Conversation to Contribution: Characterizing Coding Agent in Open-Source Software Fang Perceived maintainability is not measured effort; sampling differs from negative studies. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:FULL_TEXT_OPENED_METHODS_PENDING Observational / qualitative evidence https://arxiv.org/abs/2607.05677 2026 {"actual":["C:C05"],"authors":"Improta","category":null,"collection":"W","id":"W052","kind":"paper","label":"What is the Difference Between Me and You? Benchmarking the Quality Gap Between Human-Written and AI-Generated Code","limitation":"Preprint; function-level comparisons not entire codebases.","mapped":["C:C03","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Generated functions are shorter but security effects vary across Python Java and C; normalize size before judging complexity.","topics":["K:Benchmarks and construct validity","K:Technical debt and complexity","K:Vulnerability and secure code","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2609.12708","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Generated functions are shorter but security effects vary across Python Java and C; normalize size before judging complexity. A Quasi-experimental / matched observation no Code quality & security paper What is the Difference Between Me and You? Benchmarking the Quality Gap Between Human-Written and AI-Generated Code Improta Preprint; function-level comparisons not entire codebases. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:TARGETED_FULL_TEXT_PAGES_CHECKED Quasi-experimental / matched observation https://arxiv.org/abs/2609.12708 2026 {"actual":["C:C06"],"authors":"Kapner","category":null,"collection":"W","id":"W053","kind":"paper","label":"Scanning the Harness: Configuration Exposures in AI Coding-Agent Supply Chains","limitation":"Static configuration exposure does not prove exploitation.","mapped":["C:C05","C:C06","C:C11"],"printed":true,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Exposed execution grants, versionless MCP servers, and overbroad skill approvals make harness configuration an attack surface.","topics":["K:Prompt injection and malicious tools","K:Dependencies and agent supply chain","K:Skills formation and teaching"],"url":"https://arxiv.org/abs/2609.07360","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Exposed execution grants, versionless MCP servers, and overbroad skill approvals make harness configuration an attack surface. B Observational / qualitative evidence no Code quality & security paper Scanning the Harness: Configuration Exposures in AI Coding-Agent Supply Chains Kapner Static configuration exposure does not prove exploitation. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C06"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:PDF_PAGE_RELEVANT Observational / qualitative evidence https://arxiv.org/abs/2609.07360 2026 {"actual":["C:C02","C:C05"],"authors":"Kraishan","category":null,"collection":"W","id":"W054","kind":"paper","label":"Not All Agents Are Equal: Code Quality and Post-Merge Maintenance Across Five Autonomous Coding Agents in the Wild","limitation":"Reverts inferred from messages and security smells from regex.","mapped":["C:C02","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Post-merge revert behavior varies across named agents; aggregate agent-vs-human averages hide this heterogeneity.","topics":["K:Vulnerability and secure code","K:Evaluation methodology and baselines","K:Long-running agent execution","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2609.17598","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Post-merge revert behavior varies across named agents; aggregate agent-vs-human averages hide this heterogeneity. A Quasi-experimental / matched observation no Code quality & security paper Not All Agents Are Equal: Code Quality and Post-Merge Maintenance Across Five Autonomous Coding Agents in the Wild Kraishan Reverts inferred from messages and security smells from regex. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C02", "C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:TARGETED_FULL_TEXT_PAGES_CHECKED Quasi-experimental / matched observation https://arxiv.org/abs/2609.17598 2026 {"actual":["C:C05"],"authors":"Liu","category":null,"collection":"W","id":"W055","kind":"paper","label":"Debt Behind the AI Boom: A Large-Scale Empirical Study of AI-Generated Code in the Wild","limitation":"No comparable human commit baseline; smells not confirmed defects.","mapped":["C:C02","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"Many assistant-authored commits introduce code smells, and some findings survive subsequent maintenance.","topics":["K:Output versus shipped value","K:Developer workflow and adoption","K:Technical debt and complexity","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2603.28592","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Many assistant-authored commits introduce code smells, and some findings survive subsequent maintenance. B Observational / qualitative evidence no Code quality & security paper Debt Behind the AI Boom: A Large-Scale Empirical Study of AI-Generated Code in the Wild Liu No comparable human commit baseline; smells not confirmed defects. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:FULL_TEXT_OPENED_METHODS_PENDING Observational / qualitative evidence https://arxiv.org/abs/2603.28592 2026 {"actual":[],"authors":"Mao","category":null,"collection":"W","id":"W056","kind":"paper","label":"A Large-Scale Comprehensive Measurement of AI-Generated Code in Real-World Repositories","limitation":"Selection, granularity and matching differ from repository-level debt studies.","mapped":["C:C03","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security"],"summary":"AI code has fewer CodeQL alerts and cross-file duplicates in selected units, yet is edited more after introduction.","topics":["K:Benchmarks and construct validity","K:Code reuse and duplication","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2603.27130","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 AI code has fewer CodeQL alerts and cross-file duplicates in selected units, yet is edited more after introduction. B Observational / qualitative evidence no Code quality & security paper A Large-Scale Comprehensive Measurement of AI-Generated Code in Real-World Repositories Mao Selection, granularity and matching differ from repository-level debt studies. Use to design independent static-analysis and repair gates; verify residual vulnerability, not just suggested fixes. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:FULL_TEXT_OPENED_METHODS_PENDING Observational / qualitative evidence https://arxiv.org/abs/2603.27130 2026 {"actual":["C:C05"],"authors":"Mazloomzadeh","category":null,"collection":"W","id":"W057","kind":"paper","label":"How Do AI Coding Agents Contribute to Software Development? An Empirical Study of Agentic Pull Requests","limitation":"Bibliography explicitly lacks recorded results: no outcome claim warranted.","mapped":["C:C02","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security","T:Productivity"],"summary":"Proposes to compare agent contribution and merge patterns over adoption lifecycle with human PR baselines.","topics":["K:Developer workflow and adoption","K:Architecture and modularity","K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2607.21832","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Proposes to compare agent contribution and merge patterns over adoption lifecycle with human PR baselines. VERIFY Missing outcome details no Code quality & security paper How Do AI Coding Agents Contribute to Software Development? An Empirical Study of Agentic Pull Requests Mazloomzadeh Bibliography explicitly lacks recorded results: no outcome claim warranted. Include in the research inventory but do not cite as support for a measured outcome until the primary results are checked. ["C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Missing outcome details Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:FULL_TEXT_OPENED_METHODS_PENDING Missing outcome details https://arxiv.org/abs/2607.21832 2026 {"actual":["C:C05","C:C11"],"authors":"Xu","category":null,"collection":"W","id":"W058","kind":"paper","label":"Decoupling Code Complexity from Newcomer Participation: A Causal Study of AI Coding Agent Adoption in OSS","limitation":"No actual onboarding time or knowledge measurement.","mapped":["C:C05","C:C06","C:C09","C:C10","C:C11"],"printed":true,"streams":["T:Code quality & security","T:System knowledge & memory"],"summary":"Agent adoption correlates with higher code complexity but does not significantly reduce newcomer participation or retention.","topics":["K:Controlled productivity evidence","K:Developer workflow and adoption","K:Technical debt and complexity","K:Onboarding and developer fluency","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2607.01810","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Agent adoption correlates with higher code complexity but does not significantly reduce newcomer participation or retention. A Quasi-experimental / matched observation no Code quality & security paper Decoupling Code Complexity from Newcomer Participation: A Causal Study of AI Coding Agent Adoption in OSS Xu No actual onboarding time or knowledge measurement. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C05", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH05:FULL_TEXT_OPENED_METHODS_PENDING; CH11:FULL_TEXT_PENDING Quasi-experimental / matched observation https://arxiv.org/abs/2607.01810 2026 {"actual":["C:C05"],"authors":"Zhu","category":null,"collection":"W","id":"W059","kind":"paper","label":"AI-Generated Smells: An Analysis of Code and Architecture in LLM- and Agent-Driven Development","limitation":"Small smell counts; correlation with LOC not a causal law.","mapped":["C:C02","C:C05","C:C06","C:C11"],"printed":true,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Larger generated outputs are associated with coupling and architectural smells even when tests pass.","topics":["K:Output versus shipped value","K:Controlled productivity evidence","K:Independent verification and oracles","K:Benchmarks and construct validity","K:Technical debt and complexity","K:Architecture and modularity"],"url":"https://arxiv.org/abs/2605.02741","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Larger generated outputs are associated with coupling and architectural smells even when tests pass. B Benchmark / controlled laboratory no Code quality & security paper AI-Generated Smells: An Analysis of Code and Architecture in LLM- and Agent-Driven Development Zhu Small smell counts; correlation with LOC not a causal law. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH05:NOT_FULL_TEXT_VERIFIED Benchmark / controlled laboratory https://arxiv.org/abs/2605.02741 2026 {"actual":["C:C03","C:C06"],"authors":"Liu","category":null,"collection":"W","id":"W060","kind":"paper","label":"Your AI, My Shell: Demystifying Prompt Injection Attacks on Agentic AI Coding Editors","limitation":"Attack configurations are adversarial, not real-world incidence rates.","mapped":["C:C03","C:C05","C:C06"],"printed":true,"streams":["T:Code quality & security","T:What agents can do"],"summary":"Workspace and retrieved-content injections can induce agents to execute unwanted commands.","topics":["K:Benchmarks and construct validity","K:Prompt injection and malicious tools"],"url":"https://arxiv.org/abs/2509.22040","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Workspace and retrieved-content injections can induce agents to execute unwanted commands. B Benchmark / controlled laboratory no Code quality & security paper Your AI, My Shell: Demystifying Prompt Injection Attacks on Agentic AI Coding Editors Liu Attack configurations are adversarial, not real-world incidence rates. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C03", "C:C06"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH03:ARXIV_ABSTRACT_VERIFIED; CH06:PRIMARY_ABSTRACT_ONLY Benchmark / controlled laboratory https://arxiv.org/abs/2509.22040 2025 {"actual":[],"authors":"Veracode","category":null,"collection":"W","id":"W061","kind":"paper","label":"2025 GenAI Code Security Report","limitation":"Vendor-created prompts and benchmarks; not peer reviewed.","mapped":["C:C03","C:C05","C:C06","C:C07"],"printed":true,"streams":["T:Code quality & security"],"summary":"Functional model progress does not automatically translate into fewer code security-test failures.","topics":["K:Independent verification and oracles","K:Benchmarks and construct validity","K:Agent failure and escalation","K:Vulnerability and secure code"],"url":"https://www.veracode.com/wp-content/uploads/2025_GenAI_Code_Security_Report_Final.pdf","volumes":[],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Functional model progress does not automatically translate into fewer code security-test failures. C Self-report / commercial evidence no Code quality & security paper 2025 GenAI Code Security Report Veracode https://www.sepolimi.com/p/se-ai-bibliography-code-quality-security Vendor-created prompts and benchmarks; not peer reviewed. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence original_report_pdf NO https://www.veracode.com/wp-content/uploads/2025_GenAI_Code_Security_Report_Final.pdf Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Self-report / commercial evidence https://www.veracode.com/wp-content/uploads/2025_GenAI_Code_Security_Report_Final.pdf 2025 {"actual":[],"authors":"Zhao","category":null,"collection":"W","id":"W062","kind":"paper","label":"Vibe Security Radar","limitation":"Source marker coverage is incomplete; denominator not interpretable as risk rate.","mapped":["C:C03","C:C05","C:C06","C:C07"],"printed":true,"streams":["T:Code quality & security"],"summary":"Public vulnerability disclosures with coding-agent provenance show verifiable safety failures in the field.","topics":["K:Independent verification and oracles","K:Agent failure and escalation","K:Vulnerability and secure code","K:Specifications and governance"],"url":"https://github.com/HQ1995/vibe-security-radar","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Public vulnerability disclosures with coding-agent provenance show verifiable safety failures in the field. B Observational / qualitative evidence no Code quality & security paper Vibe Security Radar Zhao https://www.sepolimi.com/p/se-ai-bibliography-code-quality-security Source marker coverage is incomplete; denominator not interpretable as risk rate. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence author_software_repository NO https://github.com/HQ1995/vibe-security-radar Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH06:SOURCE_LOCATOR_ONLY Observational / qualitative evidence https://github.com/HQ1995/vibe-security-radar 2026 {"actual":["C:C08"],"authors":"Baltes","category":null,"collection":"W","id":"W063","kind":"paper","label":"An Endless Stream of AI Slop: How Developers Discuss the Burden of AI-Assisted Software Development","limitation":"Public forum perceptions are not verified costs or defect counts.","mapped":["C:C05","C:C07","C:C08","C:C11","C:C12"],"printed":true,"streams":["T:Verification & review","T:Code quality & security"],"summary":"Open-source contributors describe reviewer overload and quality externalities when code generation becomes cheaper than review.","topics":["K:Review capacity and maintainers","K:Independent verification and oracles","K:Economic costs and return"],"url":"https://arxiv.org/abs/2603.27249","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Open-source contributors describe reviewer overload and quality externalities when code generation becomes cheaper than review. B Observational / qualitative evidence no Verification & review paper An Endless Stream of AI Slop: How Developers Discuss the Burden of AI-Assisted Software Development Baltes Public forum perceptions are not verified costs or defect counts. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH08:FULL_TEXT_AUDIT_PENDING; CH11:FULL_TEXT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2603.27249 2026 {"actual":["C:C08"],"authors":"Crupi","category":null,"collection":"W","id":"W064","kind":"paper","label":"Studying Quality Improvements Recommended via Manual and Automated Code Review","limitation":"One model generation and selected PRs.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"AI comments cover only a small share of human findings and generate much additional low-value review text.","topics":["K:Review capacity and maintainers"],"url":"https://arxiv.org/abs/2602.11925","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 AI comments cover only a small share of human findings and generate much additional low-value review text. B Observational / qualitative evidence no Verification & review paper Studying Quality Improvements Recommended via Manual and Automated Code Review Crupi One model generation and selected PRs. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2602.11925 2026 {"actual":["C:C08"],"authors":"Duma","category":null,"collection":"W","id":"W065","kind":"paper","label":"These Aren't the Reviews You're Looking For: How Humans Review AI-Generated Pull Requests","limitation":"Recorded GitHub review is not total review rigor; shared AIDev data.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Most agent PRs have no recorded human review, but same-repository human PRs also often lack review.","topics":["K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2605.02273","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Most agent PRs have no recorded human review, but same-repository human PRs also often lack review. B Observational / qualitative evidence no Verification & review paper These Aren't the Reviews You're Looking For: How Humans Review AI-Generated Pull Requests Duma Recorded GitHub review is not total review rigor; shared AIDev data. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2605.02273 2026 {"actual":[],"authors":"Gao","category":null,"collection":"W","id":"W066","kind":"paper","label":"Evaluating the Impact of Explainable AI on Trust in AI-Assisted Code Review","limitation":"Small participant pool and proxy trust metrics.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Explanations alter review trust and perceived usefulness; trust must be distinguished from objective agreement.","topics":["K:Review capacity and maintainers","K:Automation bias and trust","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2607.24601","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Explanations alter review trust and perceived usefulness; trust must be distinguished from objective agreement. B Observational / qualitative evidence no Verification & review paper Evaluating the Impact of Explainable AI on Trust in AI-Assisted Code Review Gao https://www.sepolimi.com/p/se-ai-bibliography-verification-review Small participant pool and proxy trust metrics. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence author_preprint NO https://arxiv.org/abs/2607.24601 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2607.24601 2026 {"actual":["C:C10"],"authors":"Khalid","category":null,"collection":"W","id":"W067","kind":"paper","label":"(Don't) Trust, but (Don't) Verify: Developers' Attention to Security in AI-Generated Code","limitation":"Four selected C tasks; 2027 conference claim relies on current preprint.","mapped":["C:C05","C:C06","C:C07","C:C08","C:C10"],"printed":true,"streams":["T:Verification & review","T:Code quality & security"],"summary":"Users select unsafe suggestions nearly as often as safe ones; editing correlates with fewer vulnerabilities.","topics":["K:Automation bias and trust","K:Independent verification and oracles","K:Vulnerability and secure code"],"url":"https://arxiv.org/abs/2609.21020","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Users select unsafe suggestions nearly as often as safe ones; editing correlates with fewer vulnerabilities. B Observational / qualitative evidence no Verification & review paper (Don't) Trust, but (Don't) Verify: Developers' Attention to Security in AI-Generated Code Khalid Four selected C tasks; 2027 conference claim relies on current preprint. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING Observational / qualitative evidence https://arxiv.org/abs/2609.21020 2026 {"actual":["C:C07"],"authors":"Khelifi","category":null,"collection":"W","id":"W068","kind":"paper","label":"Behind Agentic Pull Requests: An Empirical Study on Developer Interventions in AI Agent-Authored Pull Requests","limitation":"Metadata events cannot certify actual review quality; shared AIDev data.","mapped":["C:C03","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Human interventions occur on fewer agent PRs, but those interventions are often more extensive and guidance-oriented.","topics":["K:Agent failure and escalation","K:Human-agent collaboration","K:Dataset provenance and dependency"],"url":"https://espace2.etsmtl.ca/id/eprint/34495/","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2026 Human interventions occur on fewer agent PRs, but those interventions are often more extensive and guidance-oriented. Uses AIDev PR records. 10.1145/3793302.3793586 B Observational / qualitative evidence no_primary_locator_only Verification & review paper Behind Agentic Pull Requests: An Empirical Study on Developer Interventions in AI Agent-Authored Pull Requests Khelifi Metadata events cannot certify actual review quality; shared AIDev data. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C07"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Unresolved missing records and observational selection; elapsed time is not reviewer labor 2026-10-10 ORIGINAL_PAPER_METHODS_AND_TABLE_SELECTED Table 1 four human cells versus stated 5869; results tables Human count cells sum to 5853; mismatch 16; interventions 52.17/83.59% reported NO https://espace2.etsmtl.ca/id/eprint/34495/ PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 Repository-matched AIDev subset closed PRs; 5869 agent, stated 5869 human MSR 2026 published author copy pp.843-844 2026-10-10 HPR 5853 printed vs 5869 described; arithmetic-inferred final cell 261; 52.17/83.59% intervention margins PUBLISHED_ACM_PROCEEDINGS_TABLE1_P2 RAW_OBSERVATIONS_NOT_AVAILABLE https://espace2.etsmtl.ca/id/eprint/34495/1/Ouni-A-2026-34495.pdf NO p2 Table1 and p1 methods Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING https://espace2.etsmtl.ca/id/eprint/34495/ AIDev observational cohort reused; incomplete independence Observational / qualitative evidence https://espace2.etsmtl.ca/id/eprint/34495/ AUTHOR_INSTITUTION_PUBLICATION 2026 {"actual":["C:C08"],"authors":"Khojah","category":null,"collection":"W","id":"W069","kind":"paper","label":"Same Scrutiny, More Time: Eye Tracking Insights into Reviewing LLM-Labelled Code","limitation":"Identical human-origin code; injected-defect detection not assessed.","mapped":["C:C07","C:C08","C:C10"],"printed":true,"streams":["T:Verification & review"],"summary":"The AI label increases fixation time without evidence that defect detection improves.","topics":["K:Controlled productivity evidence","K:Automation bias and trust","K:Independent verification and oracles","K:Human cognitive load"],"url":"https://arxiv.org/abs/2606.26505","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 The AI label increases fixation time without evidence that defect detection improves. A Controlled human or field experiment no Verification & review paper Same Scrutiny, More Time: Eye Tracking Insights into Reviewing LLM-Labelled Code Khojah Identical human-origin code; injected-defect detection not assessed. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Controlled human or field experiment Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:PRIMARY_ABSTRACT_CHECKED Controlled human or field experiment https://arxiv.org/abs/2606.26505 2026 {"actual":[],"authors":"Olewicki","category":null,"collection":"W","id":"W070","kind":"paper","label":"Impact of an LLM-based Review Assistant in Practice: A Mixed Open-/Closed-source Case Study","limitation":"Acceptance is a process proxy, not defect prevention.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"AI review comments have modest acceptance and must be filtered for relevance, especially functional advice.","topics":["K:Developer workflow and adoption","K:AI as reviewer"],"url":"https://arxiv.org/abs/2411.07091","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 AI review comments have modest acceptance and must be filtered for relevance, especially functional advice. B Observational / qualitative evidence no Verification & review paper Impact of an LLM-based Review Assistant in Practice: A Mixed Open-/Closed-source Case Study Olewicki Acceptance is a process proxy, not defect prevention. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2411.07091 2026 {"actual":["C:C03","C:C04","C:C07","C:C11"],"authors":"Peralta","category":null,"collection":"W","id":"W071","kind":"paper","label":"Why Are Agentic Pull Requests Merged or Rejected? An Empirical Study","limitation":"Explanations may be inferred from inconsistent PR records; shared AIDev data.","mapped":["C:C03","C:C04","C:C07","C:C08","C:C11"],"printed":true,"streams":["T:Verification & review","T:What agents can do"],"summary":"Rejection categories include agent failure, project workflow mismatch and unspecified reasons; distinguish causes before retrying.","topics":["K:Developer workflow and adoption","K:Agent failure and escalation","K:Specifications and governance","K:Dataset provenance and dependency"],"url":"https://arxiv.org/html/2605.22534","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_MANUSCRIPT_SECTIONS MSR 2026 arXiv 2605.22534 html Sections 3-6 and Tables 1-3 2026-10-09 corrected editorial crosswalk 2026 Rejection categories include agent failure, project workflow mismatch and unspecified reasons; distinguish causes before retrying. Uses AIDev PR records (MSR 2026 Sect. 3), 9799 human-reviewed filtered PRs, 717 stratified manually assessed. 10.1145/3793302.3793575 B AIDEV_DERIVED_OBSERVATIONAL_STRATIFIED_CODING yes_selected_methods Verification & review paper Why Are Agentic Pull Requests Merged or Rejected? An Empirical Study Peralta Explanations may be inferred from inconsistent PR records; shared AIDev data. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C03", "C:C04", "C:C07", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH03:NOT_INDEPENDENTLY_INSPECTED; CH11:FULL_TEXT_PENDING https://arxiv.org/html/2605.22534 2026 MSR paper, Sections 3-6; explicitly builds on AIDev AIDEV_DERIVED_OBSERVATIONAL_STRATIFIED_CODING https://arxiv.org/html/2605.22534 FULLTEXT_HTML_METHODS_TABLES 2026 {"actual":[],"authors":"Selvanayagam","category":null,"collection":"W","id":"W072","kind":"paper","label":"AI-to-AI Code Reviews of GitHub Pull Requests","limitation":"Distinct AI-to-AI actors rare, and quality not measured.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"AI agents are already reviewing other agents, but automation density says nothing about independent error detection.","topics":["K:Review capacity and maintainers","K:Independent verification and oracles","K:Evaluation methodology and baselines"],"url":"https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.ESEM.2026.75","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 AI agents are already reviewing other agents, but automation density says nothing about independent error detection. B Observational / qualitative evidence no Verification & review paper AI-to-AI Code Reviews of GitHub Pull Requests Selvanayagam https://www.sepolimi.com/p/se-ai-bibliography-verification-review Distinct AI-to-AI actors rare, and quality not measured. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence peer_reviewed_open_access NO https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.ESEM.2026.75 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.ESEM.2026.75 2026 {"actual":["C:C08"],"authors":"Singh","category":null,"collection":"W","id":"W073","kind":"paper","label":"The Effect of Complexity and Provenance on Code Review Decisions: Evidence from a Controlled Experiment","limitation":"Controlled decisions rather than production incidents.","mapped":["C:C05","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Complexity makes reviewers more likely to accept wrong changes; AI labeling alone has no significant outcome effect.","topics":["K:Controlled productivity evidence","K:Review capacity and maintainers","K:Technical debt and complexity","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-verification-review","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Complexity makes reviewers more likely to accept wrong changes; AI labeling alone has no significant outcome effect. A Controlled human or field experiment no Verification & review paper The Effect of Complexity and Provenance on Code Review Decisions: Evidence from a Controlled Experiment Singh Controlled decisions rather than production incidents. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Controlled human or field experiment Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Controlled human or field experiment https://www.sepolimi.com/p/se-ai-bibliography-verification-review 2026 {"actual":["C:C08"],"authors":"Tantithamthavorn","category":null,"collection":"W","id":"W074","kind":"paper","label":"RovoDev Code Reviewer: A Large-Scale Online Evaluation of LLM-based Code Review Automation at Atlassian","limitation":"No defect-rate or deployed-incident endpoint.","mapped":["C:C02","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review","T:Productivity"],"summary":"AI-assisted review associates with shorter PR cycles and fewer human comments.","topics":["K:Review capacity and maintainers"],"url":"https://arxiv.org/abs/2601.01129","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 AI-assisted review associates with shorter PR cycles and fewer human comments. B Observational / qualitative evidence no Verification & review paper RovoDev Code Reviewer: A Large-Scale Online Evaluation of LLM-based Code Review Automation at Atlassian Tantithamthavorn No defect-rate or deployed-incident endpoint. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:PRIMARY_ABSTRACT_CHECKED Observational / qualitative evidence https://arxiv.org/abs/2601.01129 2026 {"actual":[],"authors":"Tsui","category":null,"collection":"W","id":"W075","kind":"paper","label":"Self-Correction Bench: Uncovering and Addressing the Self-Correction Blind Spot in LLMs","limitation":"Non-programming tasks; transfer to SWE is a hypothesis.","mapped":["C:C03","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Models often correct an externally attributed mistake more successfully than their own.","topics":["K:Independent verification and oracles","K:Benchmarks and construct validity","K:Agent failure and escalation"],"url":"https://arxiv.org/abs/2507.02778","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Models often correct an externally attributed mistake more successfully than their own. B Benchmark / controlled laboratory no Verification & review paper Self-Correction Bench: Uncovering and Addressing the Self-Correction Blind Spot in LLMs Tsui Non-programming tasks; transfer to SWE is a hypothesis. Separate reviewer effort, comment usefulness and defect detection. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH07:FULLTEXT_HTML Benchmark / controlled laboratory https://arxiv.org/abs/2507.02778 2026 {"actual":["C:C08"],"authors":"Zeng","category":null,"collection":"W","id":"W076","kind":"paper","label":"SWR-Bench: Assessing LLM Performance in Real-World Code Review Comment Generation","limitation":"Benchmark is model-only, and human collaborative settings differ.","mapped":["C:C03","C:C07","C:C08","C:C12"],"printed":true,"streams":["T:Verification & review","T:What agents can do"],"summary":"Best model review approaches show limited precision and recall for verified review findings.","topics":["K:Review capacity and maintainers","K:Independent verification and oracles","K:Benchmarks and construct validity","K:Employment and early-career roles"],"url":"https://arxiv.org/abs/2509.01494","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Best model review approaches show limited precision and recall for verified review findings. B Benchmark / controlled laboratory no Verification & review paper SWR-Bench: Assessing LLM Performance in Real-World Code Review Comment Generation Zeng Benchmark is model-only, and human collaborative settings differ. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:PRIMARY_ABSTRACT_CHECKED Benchmark / controlled laboratory https://arxiv.org/abs/2509.01494 2026 {"actual":["C:C04","C:C07"],"authors":"Zhao","category":null,"collection":"W","id":"W077","kind":"paper","label":"Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests","limitation":"Specific Java defect benchmark and prompt setup.","mapped":["C:C03","C:C04","C:C05","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review","T:Code quality & security"],"summary":"Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation.","topics":["K:Independent verification and oracles","K:Benchmarks and construct validity","K:Specifications and governance","K:Evaluation methodology and baselines","K:Human-agent collaboration"],"url":"https://doi.org/10.1145/3832204","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. B Benchmark / controlled laboratory no Verification & review paper Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests Zhao Specific Java defect benchmark and prompt setup. Separate reviewer effort, comment usefulness and defect detection. ["C:C04", "C:C07"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH04:ABSTRACT_AND_REPOSITORY; CH07:PRIMARY_PDF_PAGE_CHECKED https://doi.org/10.1145/3832204 Proceedings of the ACM on Software Engineering / ISSTA 2026 2026 Benchmark / controlled laboratory https://arxiv.org/abs/2607.22883 2026 {"actual":[],"authors":"Chen","category":null,"collection":"W","id":"W078","kind":"paper","label":"Beyond the Surface: Measuring Self-Preference in LLM Judgments","limitation":"Text-based judgment tasks, not code reviews.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Model and training-data similarity influence judgments, complicating same-model evaluator independence.","topics":["K:Review capacity and maintainers","K:AI as reviewer","K:Skills formation and teaching","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-verification-review","volumes":[],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Model and training-data similarity influence judgments, complicating same-model evaluator independence. B Benchmark / controlled laboratory no Verification & review paper Beyond the Surface: Measuring Self-Preference in LLM Judgments Chen Text-based judgment tasks, not code reviews. Separate reviewer effort, comment usefulness and defect detection. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH07:FULLTEXT_HTML_PUBLISHER Benchmark / controlled laboratory https://www.sepolimi.com/p/se-ai-bibliography-verification-review 2025 {"actual":["C:C03","C:C07","C:C08"],"authors":"Kim","category":null,"collection":"W","id":"W079","kind":"paper","label":"Correlated Errors in Large Language Models","limitation":"General LLM datasets; may not predict specific coding errors.","mapped":["C:C03","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Errors can be shared across models, so a second model is not automatically an independent checker.","topics":["K:Independent verification and oracles","K:Benchmarks and construct validity","K:Dataset provenance and dependency"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-verification-review","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Errors can be shared across models, so a second model is not automatically an independent checker. Generic model error correlation (transfer hypothesis) B Benchmark / controlled laboratory no Verification & review paper Correlated Errors in Large Language Models Kim General LLM datasets; may not predict specific coding errors. Separate reviewer effort, comment usefulness and defect detection. ["C:C03", "C:C07", "C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Not code-review or defect co-detection; cannot set checker correlation rate 2026-10-10 ORIGINAL_HTML_SELECTED_DESIGN Data/Methods and conditional-error calculation ~60% same wrong answer conditional on both models wrong on HELM NO https://arxiv.org/html/2506.07962 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 349 models and 12032 MCQs on one leaderboard; 71 models/14042 questions on HELM arXiv research preprint 2025 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 3 CH03:NOT_INDEPENDENTLY_INSPECTED; CH07:FULLTEXT_HTML_PUBLISHER; CH08:FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://www.sepolimi.com/p/se-ai-bibliography-verification-review 2025 {"actual":["C:C07"],"authors":"Ramler","category":null,"collection":"W","id":"W080","kind":"paper","label":"Unit Testing Past vs. Present: Examining LLMs' Impact on Defect Detection and Efficiency","limitation":"Non-random historical controls and learner population.","mapped":["C:C07","C:C08","C:C12"],"printed":true,"streams":["T:Verification & review"],"summary":"LLM-supported unit-test writing detects more bugs than an earlier unassisted cohort.","topics":["K:Independent verification and oracles","K:Economic costs and return","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-verification-review","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 LLM-supported unit-test writing detects more bugs than an earlier unassisted cohort. B Benchmark / controlled laboratory no Verification & review paper Unit Testing Past vs. Present: Examining LLMs' Impact on Defect Detection and Efficiency Ramler Non-random historical controls and learner population. Separate reviewer effort, comment usefulness and defect detection. ["C:C07"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH07:FULLTEXT_HTML_PUBLISHER Benchmark / controlled laboratory https://www.sepolimi.com/p/se-ai-bibliography-verification-review 2025 {"actual":["C:C08"],"authors":"Tufano","category":null,"collection":"W","id":"W081","kind":"paper","label":"Deep Learning-based Code Reviews: A Paradigm Shift or a Double-Edged Sword?","limitation":"Small controlled sample; one system, but true defects observable.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Starting with LLM comments consumes more time without finding more major seeded defects.","topics":["K:Review capacity and maintainers","K:Skills formation and teaching","K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2411.11401","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Starting with LLM comments consumes more time without finding more major seeded defects. B Observational / qualitative evidence no Verification & review paper Deep Learning-based Code Reviews: A Paradigm Shift or a Double-Edged Sword? Tufano Small controlled sample; one system, but true defects observable. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2411.11401 2025 {"actual":["C:C07"],"authors":"Panickssery","category":null,"collection":"W","id":"W082","kind":"paper","label":"LLM Evaluators Recognize and Favor Their Own Generations","limitation":"Summarization benchmark, not code.","mapped":["C:C03","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"LLM judges recognize and favor their own prose generations, cautioning against self-grading loops.","topics":["K:AI as reviewer","K:Benchmarks and construct validity"],"url":"https://arxiv.org/abs/2404.13076","volumes":["V06"],"year":"2024"} 2026-10-09 corrected editorial crosswalk 2024 LLM judges recognize and favor their own prose generations, cautioning against self-grading loops. Generic LLM-as-a-judge preference (transfer hypothesis) B Benchmark / controlled laboratory no Verification & review paper LLM Evaluators Recognize and Favor Their Own Generations Panickssery Summarization benchmark, not code. Separate reviewer effort, comment usefulness and defect detection. ["C:C07"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH07:FULLTEXT_HTML Benchmark / controlled laboratory https://arxiv.org/abs/2404.13076 2024 {"actual":["C:C08"],"authors":"Tang","category":null,"collection":"W","id":"W083","kind":"paper","label":"A Study on Developer Behaviors for Validating and Repairing LLM-Generated Code Using Eye Tracking and IDE Actions","limitation":"Twenty-eight participants; different from passive label studies.","mapped":["C:C04","C:C07","C:C08","C:C10"],"printed":true,"streams":["T:Verification & review"],"summary":"Disclosing machine authorship increases inspection and improves code validation and repair in a small experiment.","topics":["K:Controlled productivity evidence","K:Specifications and governance","K:Human cognitive load","K:Ownership and knowledge transfer"],"url":"https://arxiv.org/abs/2405.16081","volumes":["V06"],"year":"2024"} 2026-10-09 corrected editorial crosswalk 2024 Disclosing machine authorship increases inspection and improves code validation and repair in a small experiment. A Controlled human or field experiment no Verification & review paper A Study on Developer Behaviors for Validating and Repairing LLM-Generated Code Using Eye Tracking and IDE Actions Tang Twenty-eight participants; different from passive label studies. Separate reviewer effort, comment usefulness and defect detection. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Controlled human or field experiment Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Controlled human or field experiment https://arxiv.org/abs/2405.16081 2024 {"actual":[],"authors":"Wataoka","category":null,"collection":"W","id":"W084","kind":"paper","label":"Self-Preference Bias in LLM-as-a-Judge","limitation":"Dialogue judgments, not production software.","mapped":["C:C02","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Judges favor model-familiar outputs; stylistic similarity can masquerade as quality.","topics":["K:Output versus shipped value","K:AI as reviewer"],"url":"https://arxiv.org/abs/2410.21819","volumes":[],"year":"2024"} 2026-10-09 corrected editorial crosswalk 2024 Judges favor model-familiar outputs; stylistic similarity can masquerade as quality. B Observational / qualitative evidence no Verification & review paper Self-Preference Bias in LLM-as-a-Judge Wataoka Dialogue judgments, not production software. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2410.21819 2024 {"actual":[],"authors":"Dratsch","category":null,"collection":"W","id":"W085","kind":"paper","label":"Automation Bias in Mammography: The Impact of Artificial Intelligence BI-RADS Suggestions on Reader Performance","limitation":"Clinical imaging analogy, not direct SWE evidence.","mapped":["C:C07","C:C08","C:C10"],"printed":true,"streams":["T:Verification & review","T:Skills & learning"],"summary":"Even expert readers follow wrong AI suggestions, supporting a general need for calibrated skepticism.","topics":["K:Automation bias and trust"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-verification-review","volumes":[],"year":"2023"} 2026-10-09 corrected editorial crosswalk 2023 Even expert readers follow wrong AI suggestions, supporting a general need for calibrated skepticism. Clinical mammography automation bias, not source review B Benchmark / controlled laboratory no Verification & review paper Automation Bias in Mammography: The Impact of Artificial Intelligence BI-RADS Suggestions on Reader Performance Dratsch Clinical imaging analogy, not direct SWE evidence. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory PUBLISHED_PEER_REVIEWED_JOURNAL_DOI https://pubs.rsna.org/doi/10.1148/radiol.222176 https://pubmed.ncbi.nlm.nih.gov/37129490/ Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://www.sepolimi.com/p/se-ai-bibliography-verification-review 2023 {"actual":[],"authors":"Hijazi","category":null,"collection":"W","id":"W086","kind":"paper","label":"Quality Evaluation of Modern Code Reviews Through Intelligent Biometric Program Comprehension","limitation":"Sample size in bibliography unverified; invasive and nonstandard.","mapped":["C:C07","C:C08","C:C09","C:C10"],"printed":true,"streams":["T:Verification & review","T:System knowledge & memory"],"summary":"Physiological signals may be correlated with quality of code review rather than just speed.","topics":["K:Review capacity and maintainers","K:Independent verification and oracles","K:Human cognitive load","K:System understanding and rationale","K:Dataset provenance and dependency"],"url":"https://doi.org/10.1109/TSE.2022.3158543","volumes":[],"year":"2023"} 2026-10-09 corrected editorial crosswalk 2023 Physiological signals may be correlated with quality of code review rather than just speed. B Observational / qualitative evidence no Verification & review paper Quality Evaluation of Modern Code Reviews Through Intelligent Biometric Program Comprehension Hijazi https://www.sepolimi.com/p/se-ai-bibliography-verification-review Sample size in bibliography unverified; invasive and nonstandard. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence publisher_doi NO https://doi.org/10.1109/TSE.2022.3158543 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://doi.org/10.1109/TSE.2022.3158543 2023 {"actual":[],"authors":"Gaube","category":null,"collection":"W","id":"W087","kind":"paper","label":"Do as AI say: susceptibility in deployment of clinical decision-aids","limitation":"Clinical advice, not code review.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Incorrect AI-attributed advice induces substantial errors even when professionals are experienced.","topics":["K:Review capacity and maintainers","K:Independent verification and oracles"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-verification-review","volumes":[],"year":"2021"} 2026-10-09 corrected editorial crosswalk 2021 Incorrect AI-attributed advice induces substantial errors even when professionals are experienced. Clinical decision-aid behavior, not source review B Benchmark / controlled laboratory no Verification & review paper Do as AI say: susceptibility in deployment of clinical decision-aids Gaube Clinical advice, not code review. Separate reviewer effort, comment usefulness and defect detection. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory PUBLISHED_PEER_REVIEWED_JOURNAL_DOI https://www.nature.com/articles/s41746-021-00385-9 https://pmc.ncbi.nlm.nih.gov/articles/PMC7896064/ Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://www.sepolimi.com/p/se-ai-bibliography-verification-review 2021 {"actual":["C:C08"],"authors":"Bertram","category":null,"collection":"W","id":"W088","kind":"paper","label":"Trustworthiness Perceptions in Code Review: An Eye-tracking Study","limitation":"Ten students; predates current code LLMs.","mapped":["C:C07","C:C08","C:C10"],"printed":true,"streams":["T:Verification & review"],"summary":"Source labeling changes gaze and subjective ratings without demonstrating accuracy changes.","topics":["K:Controlled productivity evidence","K:Review capacity and maintainers","K:Automation bias and trust","K:Human cognitive load","K:Skills formation and teaching"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-verification-review","volumes":["V06"],"year":"2020"} 2026-10-09 corrected editorial crosswalk 2020 Source labeling changes gaze and subjective ratings without demonstrating accuracy changes. A Controlled human or field experiment no Verification & review paper Trustworthiness Perceptions in Code Review: An Eye-tracking Study Bertram Ten students; predates current code LLMs. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Controlled human or field experiment Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Controlled human or field experiment https://www.sepolimi.com/p/se-ai-bibliography-verification-review 2020 {"actual":[],"authors":"Nourani","category":null,"collection":"W","id":"W089","kind":"paper","label":"The Role of Domain Expertise in User Trust and the Impact of First Impressions with Intelligent Systems","limitation":"Arthropod classification, not code.","mapped":["C:C03","C:C07","C:C08","C:C10"],"printed":true,"streams":["T:Verification & review","T:Skills & learning"],"summary":"Expertise improves error recognition and trust calibration; initial failures shape later trust.","topics":["K:Automation bias and trust","K:Agent failure and escalation"],"url":"https://ojs.aaai.org/index.php/HCOMP/article/view/7469","volumes":[],"year":"2020"} 2026-10-09 corrected editorial crosswalk 2020 Expertise improves error recognition and trust calibration; initial failures shape later trust. Non-code classifier trust experiment B Benchmark / controlled laboratory no Verification & review paper The Role of Domain Expertise in User Trust and the Impact of First Impressions with Intelligent Systems Nourani https://www.sepolimi.com/p/se-ai-bibliography-verification-review Arthropod classification, not code. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory publisher_record NO https://ojs.aaai.org/index.php/HCOMP/article/view/7469 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://ojs.aaai.org/index.php/HCOMP/article/view/7469 2020 {"actual":[],"authors":"Floyd","category":null,"collection":"W","id":"W090","kind":"paper","label":"Decoding the Representation of Code in the Brain: An fMRI Study of Code Review and Expertise","limitation":"Neural classification does not measure review effectiveness in production.","mapped":["C:C07","C:C08","C:C09","C:C10"],"printed":true,"streams":["T:Verification & review","T:System knowledge & memory"],"summary":"Code and prose review rely on distinguishable cognitive processes influenced by expertise.","topics":["K:Review capacity and maintainers","K:Human cognitive load","K:System understanding and rationale","K:Economic costs and return","K:Evaluation methodology and baselines"],"url":"https://doi.org/10.1109/ICSE.2017.24","volumes":[],"year":"2017"} 2026-10-09 corrected editorial crosswalk 2017 Code and prose review rely on distinguishable cognitive processes influenced by expertise. B Observational / qualitative evidence no Verification & review paper Decoding the Representation of Code in the Brain: An fMRI Study of Code Review and Expertise Floyd https://www.sepolimi.com/p/se-ai-bibliography-verification-review Neural classification does not measure review effectiveness in production. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence publisher_doi NO https://doi.org/10.1109/ICSE.2017.24 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://doi.org/10.1109/ICSE.2017.24 2017 {"actual":["C:C08"],"authors":"Lyell","category":null,"collection":"W","id":"W091","kind":"paper","label":"Automation bias and verification complexity: a systematic review","limitation":"Literature not directly about code.","mapped":["C:C05","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Bias can arise in single verification tasks and increases with difficult-to-check suggestions.","topics":["K:Automation bias and trust","K:Independent verification and oracles","K:Technical debt and complexity"],"url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC7651899/","volumes":["V06"],"year":"2017"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2017 Bias can arise in single verification tasks and increases with difficult-to-check suggestions. Cross-domain automation bias systematic review 10.1093/jamia/ocw105 B Literature synthesis no_primary_locator_only Verification & review paper Automation bias and verification complexity: a systematic review Lyell Literature not directly about code. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Literature synthesis Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING https://pmc.ncbi.nlm.nih.gov/articles/PMC7651899/ Systematic review of decision-support bias in healthcare/human factors; no direct AI software experiment Literature synthesis https://pmc.ncbi.nlm.nih.gov/articles/PMC7651899/ INDEXED_PRIMARY_JOURNAL_TEXT 2017 {"actual":[],"authors":"Parasuraman","category":null,"collection":"W","id":"W092","kind":"paper","label":"Complacency and Bias in Human Use of Automation: An Attentional Integration","limitation":"Legacy automation settings; extrapolation to coding agents must be tested.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Automation-induced attention changes persist even among experienced professionals, motivating active verification design.","topics":["K:Independent verification and oracles","K:System understanding and rationale"],"url":"https://doi.org/10.1177/0018720810376055","volumes":[],"year":"2010"} 2026-10-09 corrected editorial crosswalk 2010 Automation-induced attention changes persist even among experienced professionals, motivating active verification design. B Observational / qualitative evidence no Verification & review paper Complacency and Bias in Human Use of Automation: An Attentional Integration Parasuraman https://www.sepolimi.com/p/se-ai-bibliography-verification-review Legacy automation settings; extrapolation to coding agents must be tested. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence publisher_doi NO https://doi.org/10.1177/0018720810376055 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://doi.org/10.1177/0018720810376055 2010 {"actual":["C:C08"],"authors":"Adams","category":null,"collection":"W","id":"W093","kind":"paper","label":"Automating Low-Risk Code Review at Meta: RADAR, Risk Calibration, and Review Efficiency","limitation":"Production risk calibration requires independent defect outcomes and monitoring.","mapped":["C:C06","C:C07","C:C08","C:C12"],"printed":true,"streams":["T:Verification & review"],"summary":"Risk-ranked PR changes may permit selective automation and reserve reviewer time for consequential changes.","topics":["K:Review capacity and maintainers","K:Independent verification and oracles","K:Vulnerability and secure code","K:Economic costs and return"],"url":"https://arxiv.org/abs/2605.30208","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2026 Risk-ranked PR changes may permit selective automation and reserve reviewer time for consequential changes. B Observational / qualitative evidence no_primary_locator_only Verification & review paper Automating Low-Risk Code Review at Meta: RADAR, Risk Calibration, and Review Efficiency Adams Production risk calibration requires independent defect outcomes and monitoring. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING https://arxiv.org/abs/2605.30208 Original preprint; no full evaluation replicated Observational / qualitative evidence https://arxiv.org/abs/2605.30208 PREPRINT_PRIMARY_RECORD 2026 {"actual":["C:C08","C:C11"],"authors":"Afroz","category":null,"collection":"W","id":"W094","kind":"paper","label":"AI Slop is DDoSing Open Source: Understanding the Impact of AI-Generated Contributions on Open Source Sustainability","limitation":"Attribution and matching complexity; context-dependent.","mapped":["C:C03","C:C07","C:C08","C:C11"],"printed":true,"streams":["T:Verification & review","T:Engineering structure"],"summary":"Influx of machine-generated submissions can increase maintainer load and lower merge propensity.","topics":["K:Agent failure and escalation","K:Technical debt and complexity","K:System understanding and rationale","K:Agent context and persistent memory"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-verification-review","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Influx of machine-generated submissions can increase maintainer load and lower merge propensity. B Observational / qualitative evidence no Verification & review paper AI Slop is DDoSing Open Source: Understanding the Impact of AI-Generated Contributions on Open Source Sustainability Afroz Attribution and matching complexity; context-dependent. Separate reviewer effort, comment usefulness and defect detection. ["C:C08", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH08:FULL_TEXT_AUDIT_PENDING; CH11:ORIGINAL_PDF_METHODS_AND_TABLES Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-verification-review 2026 {"actual":["C:C03","C:C07","C:C12"],"authors":"Bhati","category":null,"collection":"W","id":"W095","kind":"paper","label":"Beyond Code Generation: Reliability, Verification, and Cost Economics in the Agentic Software Development Lifecycle","limitation":"Synthesis only, no new outcome dataset.","mapped":["C:C01","C:C02","C:C03","C:C05","C:C07","C:C08","C:C11","C:C12"],"printed":true,"streams":["T:Verification & review","T:Economics"],"summary":"Proposes analyzing the whole agentic lifecycle across verification reliability and cost.","topics":["K:Independent verification and oracles","K:Architecture and modularity","K:Skills formation and teaching","K:Economic costs and return","K:Dataset provenance and dependency"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-verification-review","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Proposes analyzing the whole agentic lifecycle across verification reliability and cost. C Theory / argument (not a new result) no Verification & review paper Beyond Code Generation: Reliability, Verification, and Cost Economics in the Agentic Software Development Lifecycle Bhati Synthesis only, no new outcome dataset. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C03", "C:C07", "C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Theory / argument (not a new result) Synthesis cannot become an independent replication of W003 2026-10-10 PRIMARY_SYNTHESIS_CLASSIFICATION Abstract and evidence citations Discusses verification/cost; cites W003 prior field experiment NO https://arxiv.org/html/2609.04681 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 No independent empirical sample arXiv research synthesis September 2026 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 3 CH03:NOT_INDEPENDENTLY_INSPECTED; CH07:FULLTEXT_HTML; CH11:FULL_TEXT_PENDING Theory / argument (not a new result) https://www.sepolimi.com/p/se-ai-bibliography-verification-review 2026 {"actual":["C:C08"],"authors":"Cynthia","category":null,"collection":"W","id":"W096","kind":"paper","label":"Go Home Copilot, You're Drunk: Understanding Developer Responses to Agent-Generated Code Review Comments","limitation":"Resolution is not necessarily acceptance or correctness.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Developer resolution rates differ across reviewing agents and ignore comments that conflict with intended design.","topics":["K:Developer workflow and adoption","K:Review capacity and maintainers","K:AI as reviewer","K:Independent verification and oracles","K:System understanding and rationale"],"url":"https://arxiv.org/abs/2607.21997","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Developer resolution rates differ across reviewing agents and ignore comments that conflict with intended design. B Observational / qualitative evidence no Verification & review paper Go Home Copilot, You're Drunk: Understanding Developer Responses to Agent-Generated Code Review Comments Cynthia Resolution is not necessarily acceptance or correctness. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2607.21997 2026 {"actual":["C:C04","C:C07"],"authors":"Kaufman","category":null,"collection":"W","id":"W097","kind":"paper","label":"Programmers Are Poor and Overconfident Judges of LLM-Generated Assertions","limitation":"Short Python assertions and 86 participants.","mapped":["C:C04","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Programmers inadequately spot bad AI assertions while remaining confident, questioning model-generated test oracles.","topics":["K:AI as reviewer","K:Automation bias and trust","K:Independent verification and oracles","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2607.08885","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Programmers inadequately spot bad AI assertions while remaining confident, questioning model-generated test oracles. B Benchmark / controlled laboratory no Verification & review paper Programmers Are Poor and Overconfident Judges of LLM-Generated Assertions Kaufman Short Python assertions and 86 participants. Separate reviewer effort, comment usefulness and defect detection. ["C:C04", "C:C07"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH04:ABSTRACT; CH07:PRIMARY_PDF_ABSTRACT_PAGE_CHECKED Benchmark / controlled laboratory https://arxiv.org/abs/2607.08885 2026 {"actual":["C:C08"],"authors":"Lin","category":null,"collection":"W","id":"W098","kind":"paper","label":"Is Agentic Code Review Helpful? Mining Developers' Feedback to CodeRabbit Reviews in the Wild","limitation":"Only comments that received replies, inducing response-selection bias.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Developers reject many AI reviewer comments, chiefly for false positives and irrelevance.","topics":["K:Review capacity and maintainers","K:AI as reviewer"],"url":"https://arxiv.org/abs/2607.03316","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Developers reject many AI reviewer comments, chiefly for false positives and irrelevance. B Observational / qualitative evidence no Verification & review paper Is Agentic Code Review Helpful? Mining Developers' Feedback to CodeRabbit Reviews in the Wild Lin Only comments that received replies, inducing response-selection bias. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2607.03316 2026 {"actual":["C:C04","C:C07","C:C08"],"authors":"Maddila","category":null,"collection":"W","id":"W099","kind":"paper","label":"From Code Review to Code Critique: Intent, Drift, and Spotlight for AI-Generated Diffs at Scale","limitation":"Small reported effect; defect denominator absent.","mapped":["C:C01","C:C03","C:C04","C:C07","C:C08","C:C11"],"printed":true,"streams":["T:Verification & review"],"summary":"Comparing diff content to stated intent can help authors find unintended deviations.","topics":["K:Review capacity and maintainers","K:AI as reviewer","K:Agent failure and escalation","K:Specifications and governance","K:Long-running agent execution"],"url":"https://arxiv.org/abs/2607.29516","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Comparing diff content to stated intent can help authors find unintended deviations. B Observational / qualitative evidence no Verification & review paper From Code Review to Code Critique: Intent, Drift, and Spotlight for AI-Generated Diffs at Scale Maddila Small reported effect; defect denominator absent. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C04", "C:C07", "C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Selected self-attesting cohort not randomized; differing outcomes and sample sizes 2026-10-10 ORIGINAL_HTML_SELECTED_METHODS_AND_TABLES Intent Table 3; drift Table 4; rollout Table 8 Intent F1 .860/.844; 52191/8089 tokens; drift exact 64.4%; reversions .33/.17% NO https://arxiv.org/html/2607.29516v1 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 121 intent cases, 118 balanced drift cases; opt-in enterprise rollout arXiv:2607.29516v1 (2026-08-14) Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 4 CH04:ABSTRACT; CH07:FULLTEXT_HTML; CH08:FULL_TEXT_AUDIT_PENDING; CH11:FULL_TEXT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2607.29516 2026 {"actual":[],"authors":"Monperrus","category":null,"collection":"W","id":"W100","kind":"paper","label":"The End of Code Review: Coding Agents Supersede Human Inspection","limitation":"No empirical testing; should be presented as contested prediction.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Challenges human-only review and motivates automatic verification research.","topics":["K:Review capacity and maintainers","K:Independent verification and oracles"],"url":"https://arxiv.org/abs/2606.13175","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Challenges human-only review and motivates automatic verification research. C Theory / argument (not a new result) no Verification & review paper The End of Code Review: Coding Agents Supersede Human Inspection Monperrus No empirical testing; should be presented as contested prediction. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Theory / argument (not a new result) Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Theory / argument (not a new result) https://arxiv.org/abs/2606.13175 2026 {"actual":["C:C03","C:C07"],"authors":"Purnachandra Reddy","category":null,"collection":"W","id":"W101","kind":"paper","label":"Articulate but Wrong: Self-Review Failures in LLM-Based Code Modernization","limitation":"Small Python migration traps; individual model variation high.","mapped":["C:C03","C:C04","C:C07","C:C08","C:C09"],"printed":true,"streams":["T:Verification & review","T:What agents can do"],"summary":"Models can explain a semantic migration rule and still miss behavior changes in their own port.","topics":["K:AI as reviewer","K:Independent verification and oracles","K:Benchmarks and construct validity","K:Agent failure and escalation","K:Agent context and persistent memory"],"url":"https://arxiv.org/abs/2605.21537","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Models can explain a semantic migration rule and still miss behavior changes in their own port. B Benchmark / controlled laboratory no Verification & review paper Articulate but Wrong: Self-Review Failures in LLM-Based Code Modernization Purnachandra Reddy Small Python migration traps; individual model variation high. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C03", "C:C07"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH03:NOT_INDEPENDENTLY_INSPECTED; CH07:FULLTEXT_HTML Benchmark / controlled laboratory https://arxiv.org/abs/2605.21537 2026 {"actual":["C:C08"],"authors":"Xiang","category":null,"collection":"W","id":"W102","kind":"paper","label":"Cross-Model LLM Code Review: Should You Use Claude to Review Codex or Vice Versa?","limitation":"Two models, narrow benchmark, multiple comparisons.","mapped":["C:C03","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Independent model review helps some model orderings but can worsen an already strong implementation.","topics":["K:Review capacity and maintainers","K:Independent verification and oracles","K:Benchmarks and construct validity","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2607.21656","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Independent model review helps some model orderings but can worsen an already strong implementation. B Benchmark / controlled laboratory no_pass2_section_scoped Verification & review paper Cross-Model LLM Code Review: Should You Use Claude to Review Codex or Vice Versa? Xiang Two models, narrow benchmark, multiple comparisons. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory 2026-10-10 No human review; model cannot run tests during review; complete cases and specific model pricing; not repo representative Sections 3.1--3.4 4.1--4.4 Tables 2 and 4 PRIMARY_MANUSCRIPT_METHODS_AND_TABLES_SELECTED NO Controlled benchmark with complete-case task selection https://arxiv.org/html/2607.21656 arXiv 2607.21656v1 2026-07-22 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH07:PRIMARY_PDF_PAGE_CHECKED; CH08:PRIMARY_ABSTRACT_CHECKED Controlled benchmark; complete-case subset, not human field trial https://arxiv.org/abs/2607.21656 2026 {"actual":[],"authors":"Yabesi","category":null,"collection":"W","id":"W103","kind":"paper","label":"An Eye for Trust: An Exploration of Developers' Trust Perceptions Through Urgency and Reputation","limitation":"Source labels manipulated; performance unchanged.","mapped":["C:C07","C:C08","C:C10","C:C12"],"printed":true,"streams":["T:Verification & review"],"summary":"Deadline and perceived seniority alter visual review effort more than final decisions.","topics":["K:Review capacity and maintainers","K:Automation bias and trust","K:Human cognitive load","K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2604.08713","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Deadline and perceived seniority alter visual review effort more than final decisions. B Observational / qualitative evidence no Verification & review paper An Eye for Trust: An Exploration of Developers' Trust Perceptions Through Urgency and Reputation Yabesi Source labels manipulated; performance unchanged. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2604.08713 2026 {"actual":["C:C06","C:C08"],"authors":"Ye","category":null,"collection":"W","id":"W104","kind":"paper","label":"Coding with Enemy: Can Human Developers Detect AI Agent Sabotage?","limitation":"Simulated malicious-agent setting, not baseline prevalence.","mapped":["C:C03","C:C05","C:C06","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review","T:Code quality & security"],"summary":"Most users miss covert exfiltration behavior, and alerts alone often fail to prevent acceptance.","topics":["K:Agent failure and escalation","K:Prompt injection and malicious tools","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2606.05647","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Most users miss covert exfiltration behavior, and alerts alone often fail to prevent acceptance. B Benchmark / controlled laboratory no Verification & review paper Coding with Enemy: Can Human Developers Detect AI Agent Sabotage? Ye Simulated malicious-agent setting, not baseline prevalence. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C06", "C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH06:SOURCE_LOCATOR_ONLY; CH08:FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://arxiv.org/abs/2606.05647 2026 {"actual":["C:C08"],"authors":"Yu","category":null,"collection":"W","id":"W105","kind":"paper","label":"Beyond Lexical Metrics: Sentence-Embedding Detection of Reviewer Habituation in AI Code Review","limitation":"Selection, learning and project dynamics can mimic habituation.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Reviewers approve more agent PRs over time, but changes in detection of defects remain unknown.","topics":["K:Review capacity and maintainers","K:Automation bias and trust","K:Skills formation and teaching","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2609.06213","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Reviewers approve more agent PRs over time, but changes in detection of defects remain unknown. B Observational / qualitative evidence no Verification & review paper Beyond Lexical Metrics: Sentence-Embedding Detection of Reviewer Habituation in AI Code Review Yu Selection, learning and project dynamics can mimic habituation. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2609.06213 2026 {"actual":["C:C08"],"authors":"Zhang","category":null,"collection":"W","id":"W106","kind":"paper","label":"Code Review Agent Benchmark (c-CRAB)","limitation":"Human ground truth built into benchmark by construction.","mapped":["C:C03","C:C05","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review","T:What agents can do"],"summary":"Multiple agent reviewers fail most human-identified actionable review checks, especially architectural issues.","topics":["K:Review capacity and maintainers","K:Benchmarks and construct validity","K:Architecture and modularity"],"url":"https://arxiv.org/abs/2603.23448","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Multiple agent reviewers fail most human-identified actionable review checks, especially architectural issues. B Benchmark / controlled laboratory no Verification & review paper Code Review Agent Benchmark (c-CRAB) Zhang Human ground truth built into benchmark by construction. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://arxiv.org/abs/2603.23448 2026 {"actual":["C:C08"],"authors":"Zhong","category":null,"collection":"W","id":"W107","kind":"paper","label":"Human-AI Synergy in Agentic Code Review","limitation":"Observes only PRs with discussions; not controlled.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Human-on-agent discussions are longer and AI-reviewer suggestions adopted much less than human ones.","topics":["K:Review capacity and maintainers","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2603.15911","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Human-on-agent discussions are longer and AI-reviewer suggestions adopted much less than human ones. B Observational / qualitative evidence no Verification & review paper Human-AI Synergy in Agentic Code Review Zhong Observes only PRs with discussions; not controlled. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2603.15911 2026 {"actual":[],"authors":"Chen","category":null,"collection":"W","id":"W108","kind":"paper","label":"Do LLM Evaluators Prefer Themselves for a Reason?","limitation":"Code benchmark limited to MBPP+, not production PRs.","mapped":["C:C02","C:C03","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Some model self preference reflects genuine quality, but biased acceptance of its own wrong answers persists.","topics":["K:Output versus shipped value","K:AI as reviewer","K:Independent verification and oracles","K:Benchmarks and construct validity"],"url":"https://arxiv.org/abs/2504.03846","volumes":[],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Some model self preference reflects genuine quality, but biased acceptance of its own wrong answers persists. B Benchmark / controlled laboratory no Verification & review paper Do LLM Evaluators Prefer Themselves for a Reason? Chen Code benchmark limited to MBPP+, not production PRs. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://arxiv.org/abs/2504.03846 2025 {"actual":["C:C08"],"authors":"McAleese","category":null,"collection":"W","id":"W109","kind":"paper","label":"LLM Critics Help Catch LLM Bugs","limitation":"Compared against contractors reviewing snippets without repository knowledge.","mapped":["C:C03","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review","T:What agents can do"],"summary":"Model critics can help identify injected defects, especially combined with human scrutiny.","topics":["K:AI as reviewer","K:Automation bias and trust"],"url":"https://arxiv.org/abs/2407.00215","volumes":["V06"],"year":"2024"} 2026-10-09 corrected editorial crosswalk 2024 Model critics can help identify injected defects, especially combined with human scrutiny. B Benchmark / controlled laboratory no Verification & review paper LLM Critics Help Catch LLM Bugs McAleese Compared against contractors reviewing snippets without repository knowledge. Separate reviewer effort, comment usefulness and defect detection. ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://arxiv.org/abs/2407.00215 2024 {"actual":[],"authors":"Passi","category":null,"collection":"W","id":"W110","kind":"paper","label":"Overreliance on AI: Literature Review","limitation":"Review not focused on coding.","mapped":["C:C07","C:C08"],"printed":true,"streams":["T:Verification & review"],"summary":"Expert skepticism expressed in surveys need not predict actual reliance on automation.","topics":["K:Automation bias and trust"],"url":"https://www.microsoft.com/en-us/research/publication/overreliance-on-ai-literature-review/","volumes":[],"year":"2022"} 2026-10-09 corrected editorial crosswalk 2022 Expert skepticism expressed in surveys need not predict actual reliance on automation. B Observational / qualitative evidence no Verification & review paper Overreliance on AI: Literature Review Passi https://www.sepolimi.com/p/se-ai-bibliography-verification-review Review not focused on coding. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence institutional_technical_report NO https://www.microsoft.com/en-us/research/publication/overreliance-on-ai-literature-review/ Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH08:FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://www.microsoft.com/en-us/research/publication/overreliance-on-ai-literature-review/ 2022 {"actual":["C:C03","C:C07","C:C08"],"authors":"Whitfill","category":null,"collection":"W","id":"W111","kind":"paper","label":"Many SWE-bench-Passing PRs Would Not Be Merged into Main","limitation":"Agent had no reviewer feedback/CI; benchmark is not complete agent capability.","mapped":["C:C03","C:C04","C:C07","C:C08"],"printed":true,"streams":["T:Verification & review","T:What agents can do"],"summary":"Automated benchmark passage overestimates practical merge-readiness for single-attempt agent patches.","topics":["K:Review capacity and maintainers","K:Independent verification and oracles","K:Benchmarks and construct validity"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-verification-review","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Automated benchmark passage overestimates practical merge-readiness for single-attempt agent patches. B Benchmark / controlled laboratory no Verification & review paper Many SWE-bench-Passing PRs Would Not Be Merged into Main Whitfill Agent had no reviewer feedback/CI; benchmark is not complete agent capability. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C03", "C:C07", "C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Review hypothetically in historical repos, no CI or iterative developer feedback; cluster/generalization limits 2026-10-10 ORIGINAL_HTML_METHODS_AND_RESULTS_SELECTED Data/Methods, reviewer protocol, figures 1-3, uncertainty caveat Automatic grader merge-decision gap 24.2 pp (SE 2.7); gold-baseline merge 68% NO https://metr.org/notes/2026-03-10-many-swe-bench-passing-prs-would-not-be-merged-into-main/ PASS4_SELECTED_PRIMARY_2026-10-10 4 maintainers, 3 of 12 repos, 95 tasks, 296 AI patch reviews and 47 gold patches METR original research note (2026-03-10) Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 3 CH03:NOT_INDEPENDENTLY_INSPECTED; CH07:PRIMARY_HTML_INSPECTED; CH08:FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://www.sepolimi.com/p/se-ai-bibliography-verification-review 2026 {"actual":["C:C10","C:C11"],"authors":"Asdaque","category":null,"collection":"W","id":"W112","kind":"paper","label":"Novice Developers Produce Larger Review Overhead for Project Maintainers while Vibe Coding","limitation":"Experience classification and PR selection limit causal inference.","mapped":["C:C08","C:C10","C:C11"],"printed":true,"streams":["T:Skills & learning","T:Verification & review"],"summary":"Inexperienced agent-tool contributors impose disproportionate maintainer review effort and receive lower acceptance.","topics":["K:Controlled productivity evidence","K:Review capacity and maintainers","K:Skills formation and teaching","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2602.23905","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Inexperienced agent-tool contributors impose disproportionate maintainer review effort and receive lower acceptance. B Observational / qualitative evidence no Skills & learning paper Novice Developers Produce Larger Review Overhead for Project Maintainers while Vibe Coding Asdaque Experience classification and PR selection limit causal inference. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C10", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH10:FULL_TEXT_REVIEW_PENDING; CH11:FULL_TEXT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2602.23905 2026 {"actual":["C:C10"],"authors":"Zi","category":null,"collection":"W","id":"W113","kind":"paper","label":"I Would Have Written My Code Differently: Beginners Struggle to Understand LLM-Generated Code","limitation":"Introductory students and short Python tasks; not professionals.","mapped":["C:C04","C:C08","C:C10","C:C11"],"printed":true,"streams":["T:Skills & learning","T:Verification & review"],"summary":"Novices cannot reliably tell whether generated programs satisfy plain-language intent.","topics":["K:Specifications and governance","K:Human cognitive load","K:Skills formation and teaching","K:System understanding and rationale"],"url":"https://arxiv.org/abs/2504.19037","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Novices cannot reliably tell whether generated programs satisfy plain-language intent. B Benchmark / controlled laboratory no Skills & learning paper I Would Have Written My Code Differently: Beginners Struggle to Understand LLM-Generated Code Zi Introductory students and short Python tasks; not professionals. Design exercises that retain comprehension and calibrated independent judgment. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:ARXIV_PDF_PAGES_VERIFIED Benchmark / controlled laboratory https://arxiv.org/abs/2504.19037 2025 {"actual":["C:C10"],"authors":"Peitek","category":null,"collection":"W","id":"W114","kind":"paper","label":"Correlates of programmer efficacy and their link to experience: a combined EEG and eye-tracking study","limitation":"Thirty-seven programmers; correlation not pedagogy intervention.","mapped":["C:C09","C:C10","C:C11"],"printed":true,"streams":["T:Skills & learning","T:System knowledge & memory"],"summary":"Selective code reading and cognitive engagement predict efficacy better than crude years-of-experience indicators.","topics":["K:Human cognitive load","K:Cognitive offloading and skill debt"],"url":"https://doi.org/10.1145/3540250.3549084","volumes":["V06"],"year":"2022"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2022 Selective code reading and cognitive engagement predict efficacy better than crude years-of-experience indicators. 10.1145/3540250.3549084 B Observational / qualitative evidence no_primary_locator_only Skills & learning paper Correlates of programmer efficacy and their link to experience: a combined EEG and eye-tracking study Peitek Thirty-seven programmers; correlation not pedagogy intervention. Design exercises that retain comprehension and calibrated independent judgment. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING https://doi.org/10.1145/3540250.3549084 2022 conference version; arXiv uploaded 2023; full text pending Observational / qualitative evidence https://doi.org/10.1145/3540250.3549084 PUBLISHER_DOI_RECORD 2022 {"actual":[],"authors":"Begel","category":null,"collection":"W","id":"W115","kind":"paper","label":"Novice Software Developers, All Over Again","limitation":"Eight graduates in one company; predates AI.","mapped":["C:C09","C:C10","C:C11","C:C12"],"printed":true,"streams":["T:Skills & learning","T:System knowledge & memory"],"summary":"Newly hired developers spend substantial time communicating and reconstructing team knowledge.","topics":["K:Skills formation and teaching","K:Employment and early-career roles"],"url":"https://www.microsoft.com/en-us/research/publication/novice-software-developers-all-over-again/","volumes":[],"year":"2008"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2008 Newly hired developers spend substantial time communicating and reconstructing team knowledge. 10.1145/1404520.1404522 B Observational / qualitative evidence no_primary_locator_only Skills & learning paper Novice Software Developers, All Over Again Begel Eight graduates in one company; predates AI. Design exercises that retain comprehension and calibrated independent judgment. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING https://www.microsoft.com/en-us/research/publication/novice-software-developers-all-over-again/ 2008 developer onboarding, pre-AI context Observational / qualitative evidence https://www.microsoft.com/en-us/research/publication/novice-software-developers-all-over-again/ AUTHOR_INSTITUTION_PUBLICATION 2008 {"actual":["C:C10"],"authors":"Burelli","category":null,"collection":"W","id":"W116","kind":"paper","label":"Using Biometrics to Understand AI-Assisted Coding Performance and its Perception","limitation":"Students, two writing tasks and different unverified signal endpoints.","mapped":["C:C07","C:C08","C:C10","C:C11"],"printed":true,"streams":["T:Skills & learning","T:Verification & review"],"summary":"Physiological signals under AI assistance suggest reduced engagement despite apparent code-generation progress.","topics":["K:Independent verification and oracles","K:Human cognitive load","K:Skills formation and teaching","K:Cognitive offloading and skill debt","K:System understanding and rationale"],"url":"https://arxiv.org/abs/2606.20598","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Physiological signals under AI assistance suggest reduced engagement despite apparent code-generation progress. B Benchmark / controlled laboratory no Skills & learning paper Using Biometrics to Understand AI-Assisted Coding Performance and its Perception Burelli Students, two writing tasks and different unverified signal endpoints. Design exercises that retain comprehension and calibrated independent judgment. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING Benchmark / controlled laboratory https://arxiv.org/abs/2606.20598 2026 {"actual":["C:C10"],"authors":"Caosun","category":null,"collection":"W","id":"W117","kind":"paper","label":"The Augmentation Trap: AI Productivity and the Cost of Cognitive Offloading","limitation":"Theoretical mechanism needs longitudinal field validation.","mapped":["C:C02","C:C10","C:C11","C:C12"],"printed":true,"streams":["T:Skills & learning","T:Economics"],"summary":"Short-run assistance can undermine incentives to acquire knowledge and create delayed productivity costs.","topics":["K:Output versus shipped value","K:Human cognitive load","K:Cognitive offloading and skill debt","K:Economic costs and return"],"url":"https://arxiv.org/abs/2604.03501","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2026 Short-run assistance can undermine incentives to acquire knowledge and create delayed productivity costs. C Theory / argument (not a new result) no_primary_locator_only Skills & learning paper The Augmentation Trap: AI Productivity and the Cost of Cognitive Offloading Caosun Theoretical mechanism needs longitudinal field validation. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Theory / argument (not a new result) Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING https://arxiv.org/abs/2604.03501 Theoretical/economic model, NOT a randomized programming outcome Theory / argument (not a new result) https://arxiv.org/abs/2604.03501 PREPRINT_PRIMARY_RECORD 2026 {"actual":["C:C10"],"authors":"Shen","category":null,"collection":"W","id":"W118","kind":"paper","label":"How AI Impacts Skill Formation","limitation":"Controlled learning quiz; not long-run professional performance. Immediate quiz only, not delayed retention. Source percentage normalization is unresolved; Figure 10.2 is qualitative. See Appendix B and ISSUE:V6:W118_NORMALIZATION.","mapped":["C:C02","C:C07","C:C10","C:C11"],"printed":true,"streams":["T:Skills & learning","T:Productivity"],"summary":"Access to AI can reduce independent conceptual learning even without faster task completion.","topics":["K:Output versus shipped value","K:Controlled productivity evidence","K:Independent verification and oracles","K:Skills formation and teaching","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-skills-learning","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Access to AI can reduce independent conceptual learning even without faster task completion. A Controlled human or field experiment no Skills & learning paper How AI Impacts Skill Formation Shen Controlled learning quiz; not long-run professional performance. Use as a baseline when designing AI-supported onboarding with independent comprehension and retention tests. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Controlled human or field experiment Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:ARXIV_V2_PDF_PAGES_VERIFIED Controlled human or field experiment https://www.sepolimi.com/p/se-ai-bibliography-skills-learning 2026 {"actual":["C:C10","C:C12"],"authors":"Garicano","category":null,"collection":"W","id":"W119","kind":"paper","label":"Training in the Age of AI: A Theory of Career Viability","limitation":"Model predictions, not observed labor dynamics.","mapped":["C:C10","C:C11","C:C12"],"printed":true,"streams":["T:Skills & learning","T:Jobs & roles"],"summary":"Automation of junior work may erode apprenticeship and reduce the future skilled-worker pipeline.","topics":["K:Skills formation and teaching","K:Onboarding and developer fluency","K:Employment and early-career roles","K:Remote work and apprenticeship","K:Economic costs and return"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-skills-learning","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Automation of junior work may erode apprenticeship and reduce the future skilled-worker pipeline. B Observational / qualitative evidence no Skills & learning paper Training in the Age of AI: A Theory of Career Viability Garicano Model predictions, not observed labor dynamics. Design exercises that retain comprehension and calibrated independent judgment. ["C:C10", "C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:AUTHOR_INSTITUTIONAL_METADATA_ABSTRACT Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-skills-learning 2026 {"actual":["C:C12"],"authors":"Ide","category":null,"collection":"W","id":"W120","kind":"paper","label":"Automation, AI, and the Intergenerational Transmission of Knowledge","limitation":"Abstract assumptions require organizational testing.","mapped":["C:C07","C:C10","C:C11","C:C12"],"printed":true,"streams":["T:Skills & learning","T:Jobs & roles"],"summary":"Automation changes expert-novice collaboration and may weaken practical knowledge transfer across cohorts.","topics":["K:Independent verification and oracles","K:Agent failure and escalation","K:Skills formation and teaching","K:Employment and early-career roles","K:Remote work and apprenticeship","K:Economic costs and return","K:Evaluation methodology and baselines","K:Human-agent collaboration"],"url":"https://arxiv.org/abs/2507.16078","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2026 Automation changes expert-novice collaboration and may weaken practical knowledge transfer across cohorts. B Observational / qualitative evidence no_pass2_section_scoped Skills & learning paper Automation, AI, and the Intergenerational Transmission of Knowledge Ide Abstract assumptions require organizational testing. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence 2026-10-10 Conditional theoretical results not empirical skill or employment impacts; inconsistent date across HTML/banner Abstract and task-learning OLG model mechanism and appendix headings; frozen PDF-date check pending PRIMARY_MANUSCRIPT_METHODS_AND_TABLES_SELECTED NOT_APPLICABLE Theoretical task-based overlapping-generations tacit knowledge diffusion https://arxiv.org/html/2507.16078 arXiv HTML banner v9 2026-06-08; body 2026-08-24 2026-10-10 PRIMARY_VERSIONED_PDFS_INTRO_AND_CURRENT_MODEL_PROPOSITION_4_EQUATION_11 v1 has 0.05-0.35 pp projected growth-loss scenarios; v9 derives learning composition mechanism even with full novice employment, and an immediate-positive/long-run-negative output ratio under stated parameters. Equation (11) independently recomputed at Figure3 parameters. NO v1 PDF p.1; v9 PDF pp.1-4 and pp.25-27 (Eq.11, Prop.4, Figure3); v9 HTML banner date checked https://arxiv.org/pdf/2507.16078v1 ; https://arxiv.org/pdf/2507.16078v9 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT No empirical data or observed human developer retention; HTML v9 displays Aug 24 2026 although v9 PDF cover is June 9, 2026; rendered source date inconsistency remains. Mathematical overlapping-generation theory, no empirical software-team sample arXiv:2507.16078v1 PDF July 2025 versus v9 PDF June 2026; same-version HTML date Aug 2026 mismatch 2026-10-10 v9 upload June 8; PDF cover June 9; experimental HTML internal August24 ARXIV_HISTORY_V9_PDF_V9_EXPERIMENTAL_HTML HTML_TRANSFORMATION_DATE_CAUSE_UNKNOWN https://arxiv.org/abs/2507.16078 NO arxiv history line34, v9 PDF p0, HTML lines70 and 1087 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING https://arxiv.org/abs/2507.16078 Theoretical model of intergenerational knowledge transmission Theoretical OLG task model (not empirical labor data) https://arxiv.org/abs/2507.16078 PREPRINT_PRIMARY_RECORD 2026 {"actual":["C:C10"],"authors":"Kosmyna","category":null,"collection":"W","id":"W121","kind":"paper","label":"Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task","limitation":"Essay writing rather than code; causality and interpretation contested.","mapped":["C:C07","C:C10","C:C11"],"printed":true,"streams":["T:Skills & learning"],"summary":"Cognitive offloading changes measures of engagement and recall, a possible analogy for programming learning.","topics":["K:Controlled productivity evidence","K:Developer workflow and adoption","K:Independent verification and oracles","K:Human cognitive load","K:Skills formation and teaching","K:Cognitive offloading and skill debt","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2506.08872","volumes":["V06"],"year":"2025"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2025 Cognitive offloading changes measures of engagement and recall, a possible analogy for programming learning. Essay-writing EEG, not programming experiment B Benchmark / controlled laboratory no_primary_locator_only Skills & learning paper Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task Kosmyna Essay writing rather than code; causality and interpretation contested. Use as a baseline when designing AI-supported onboarding with independent comprehension and retention tests. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING https://arxiv.org/abs/2506.08872 Essay writing experiment, not software developer retention trial Benchmark / controlled laboratory https://arxiv.org/abs/2506.08872 PREPRINT_PRIMARY_RECORD 2025 {"actual":["C:C01"],"authors":"Osborn","category":null,"collection":"W","id":"W122","kind":"paper","label":"AI Didn't Make Programming Easier. It Just Made It Differently Difficult","limitation":"Thought piece, not a measured trend.","mapped":["C:C01","C:C08","C:C10","C:C11"],"printed":true,"streams":["T:Skills & learning","T:Verification & review"],"summary":"AI relocates effort from syntax construction to mental models, judgment, decomposition and integration.","topics":["K:Human cognitive load","K:System understanding and rationale","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-skills-learning","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 AI relocates effort from syntax construction to mental models, judgment, decomposition and integration. C Theory / argument (not a new result) no Skills & learning paper AI Didn't Make Programming Easier. It Just Made It Differently Difficult Osborn Thought piece, not a measured trend. Design exercises that retain comprehension and calibrated independent judgment. ["C:C01"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Theory / argument (not a new result) Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH10:FULL_TEXT_REVIEW_PENDING; CH11:FULL_TEXT_PENDING Theory / argument (not a new result) https://www.sepolimi.com/p/se-ai-bibliography-skills-learning 2026 {"actual":["C:C12"],"authors":"Baird","category":null,"collection":"W","id":"W123","kind":"paper","label":"Firms' GitHub Copilot Adoption and Labor Market Outcomes for Software Engineers","limitation":"Firm adoption selection and platform measures complicate causal attribution.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles"],"summary":"Early adopter firms show higher software hiring, especially junior hiring, contradicting simple substitution stories.","topics":["K:Controlled productivity evidence","K:Developer workflow and adoption","K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Early adopter firms show higher software hiring, especially junior hiring, contradicting simple substitution stories. A Quasi-experimental / matched observation no Jobs & roles paper Firms' GitHub Copilot Adoption and Labor Market Outcomes for Software Engineers Baird Firm adoption selection and platform measures complicate causal attribution. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Quasi-experimental / matched observation https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles 2026 {"actual":[],"authors":"Baslandze","category":null,"collection":"W","id":"W124","kind":"paper","label":"Artificial Intelligence, Productivity, and the Workforce: Evidence from Corporate Executives","limitation":"Plans and opinions not realized employment.","mapped":["C:C02","C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"Leaders anticipate augmentation and work redesign, creating a comparison between aspirations and observed labor data.","topics":["K:Output versus shipped value","K:Employment and early-career roles"],"url":"https://www.nber.org/papers/w34984","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Leaders anticipate augmentation and work redesign, creating a comparison between aspirations and observed labor data. C Self-report / commercial evidence no Jobs & roles paper Artificial Intelligence, Productivity, and the Workforce: Evidence from Corporate Executives Baslandze https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles Plans and opinions not realized employment. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence institutional_working_paper NO https://www.nber.org/papers/w34984 Self-report / commercial evidence https://www.nber.org/papers/w34984 2026 {"actual":["C:C12"],"authors":"Brynjolfsson","category":null,"collection":"W","id":"W125","kind":"paper","label":"Canaries in the Coal Mine? Six Facts about the Recent Employment Effects of Artificial Intelligence","limitation":"Exposure and employment shifts do not uniquely identify AI causation.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"Young workers in AI-exposed occupations show relative employment declines in US administrative data.","topics":["K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Young workers in AI-exposed occupations show relative employment declines in US administrative data. A Quasi-experimental / matched observation no Jobs & roles paper Canaries in the Coal Mine? Six Facts about the Recent Employment Effects of Artificial Intelligence Brynjolfsson Exposure and employment shifts do not uniquely identify AI causation. Distinguish hiring composition, worker outcomes and causal attribution. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Quasi-experimental / matched observation https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles 2026 {"actual":[],"authors":"Chandar","category":null,"collection":"W","id":"W126","kind":"paper","label":"How Does AI Change Labor Demand? Evidence from 41 Countries","limitation":"Vacancy wording and changes do not equal actual net employment.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"AI adopters change experience requirements toward senior roles across multiple countries.","topics":["K:Employment and early-career roles"],"url":"https://digitaleconomy.stanford.edu/publication/how-does-ai-change-labor-demand/","volumes":[],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Stanford Digital Economy Lab publication landing record; methods and original microdata not independently audited 2026-10-09 corrected editorial crosswalk 2026 AI adopters change experience requirements toward senior roles across multiple countries. B Job postings/hiring and labor demand in 41 countries; neither a measure of software output nor a universal employment effect. Observational / qualitative evidence no_pass2_section_scoped Jobs & roles paper How Does AI Change Labor Demand? Evidence from 41 Countries Chandar Vacancy wording and changes do not equal actual net employment. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence 2026-10-10 Junior share is not junior headcount; observed treatment via AI job-posting proxy and exclusion restrictions Abstract pp 2-3 Sections 4-5 and Figure 3 printed pp 27-28 PRIMARY_MANUSCRIPT_METHODS_AND_TABLES_SELECTED NO Instrumented matched foreign multinational affiliate adoption/event study https://digitaleconomy.stanford.edu/app/uploads/2026/09/HowDoesAIChangeLaborDemand.pdf September 2026 primary 156-page paper https://digitaleconomy.stanford.edu/publication/how-does-ai-change-labor-demand/ Cross-country labor demand; job posting and hiring are distinct from employment Observational / qualitative evidence https://digitaleconomy.stanford.edu/publication/how-does-ai-change-labor-demand/ AUTHOR_INSTITUTION_PAPER_RECORD 2026 {"actual":[],"authors":"Emanuel","category":null,"collection":"W","id":"W127","kind":"paper","label":"Remote Work Leaves Younger Workers Sidelined","limitation":"Remote work and AI adoption overlap; country context matters.","mapped":["C:C09","C:C10","C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Remote working may impair early-career access and mentorship and confound post-2022 AI hiring interpretations.","topics":["K:Controlled productivity evidence","K:Developer workflow and adoption","K:Agent context and persistent memory","K:Employment and early-career roles","K:Remote work and apprenticeship"],"url":"https://libertystreeteconomics.newyorkfed.org/2026/06/remote-work-leaves-younger-workers-sidelined/","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Remote working may impair early-career access and mentorship and confound post-2022 AI hiring interpretations. B Observational / qualitative evidence no Jobs & roles paper Remote Work Leaves Younger Workers Sidelined Emanuel https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles Remote work and AI adoption overlap; country context matters. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence institutional_primary_commentary NO https://libertystreeteconomics.newyorkfed.org/2026/06/remote-work-leaves-younger-workers-sidelined/ Observational / qualitative evidence https://libertystreeteconomics.newyorkfed.org/2026/06/remote-work-leaves-younger-workers-sidelined/ 2026 {"actual":["C:C12"],"authors":"Facius","category":null,"collection":"W","id":"W128","kind":"paper","label":"Labor Market Consequences of Generative AI: Early Evidence from Norway","limitation":"Follow-up window and adoption rates may differ.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"Early Norwegian data do not reveal the strong job losses predicted by some US exposure analyses.","topics":["K:Developer workflow and adoption","K:Employment and early-career roles"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Early Norwegian data do not reveal the strong job losses predicted by some US exposure analyses. A Quasi-experimental / matched observation no Jobs & roles paper Labor Market Consequences of Generative AI: Early Evidence from Norway Facius Follow-up window and adoption rates may differ. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Quasi-experimental / matched observation https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles 2026 {"actual":["C:C12"],"authors":"Kauhanen","category":null,"collection":"W","id":"W129","kind":"paper","label":"AI Has Not Impacted the Youth Labor Market in Finland","limitation":"Non-detection is not proof of zero long-term effects.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"Finnish youth workforce data show no detectable AI-induced collapse in the observed horizon.","topics":["K:Employment and early-career roles"],"url":"https://www.etla.fi/en/publications/working-papers-en/ai-has-not-impacted-the-youth-labor-market-in-finland/","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2026 Finnish youth workforce data show no detectable AI-induced collapse in the observed horizon. B Observational / qualitative evidence no_pass2_section_scoped Jobs & roles paper AI Has Not Impacted the Youth Labor Market in Finland Kauhanen Non-detection is not proof of zero long-term effects. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence 2026-10-10 No controlled experiment assigning chatbot use; negative detectable exposure gradient not proof no AI effect Original figures 3 7 8 and methods and conclusions printed pp 10 15 16 18 PRIMARY_MANUSCRIPT_METHODS_AND_TABLES_SELECTED NO Registry headcounts and exposure quantile descriptive plus firm fixed effect contrasts https://www.etla.fi/wp-content/uploads/ETLA-Working-Papers-135.pdf ETLA Working Papers 135 January 2026 https://www.etla.fi/en/publications/working-papers-en/ai-has-not-impacted-the-youth-labor-market-in-finland/ Finnish labor evidence cannot automatically generalize internationally Observational / qualitative evidence https://www.etla.fi/en/publications/working-papers-en/ai-has-not-impacted-the-youth-labor-market-in-finland/ AUTHOR_INSTITUTION_PAPER_RECORD 2026 {"actual":[],"authors":"Kharazian","category":null,"collection":"W","id":"W130","kind":"paper","label":"A New Look at AI's Impact on Jobs: Firm-Level AI Spending and Workforce Adjustment","limitation":"Surviving growth firms and spending are endogenous.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"High AI spending correlates with growing firm employment including entry hires.","topics":["K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 High AI spending correlates with growing firm employment including entry hires. A Quasi-experimental / matched observation no Jobs & roles paper A New Look at AI's Impact on Jobs: Firm-Level AI Spending and Workforce Adjustment Kharazian Surviving growth firms and spending are endogenous. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Quasi-experimental / matched observation https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles 2026 {"actual":["C:C12"],"authors":"Lambert","category":null,"collection":"W","id":"W131","kind":"paper","label":"The Broken Ladder: AI, Remote Work, and Early-Career Hiring","limitation":"Attribution depends on exposure and comparator specification.","mapped":["C:C04","C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"Junior hiring contraction may be more closely explained by remote-work effects than AI deployment alone.","topics":["K:Specifications and governance","K:Employment and early-career roles","K:Remote work and apprenticeship"],"url":"https://wrap.warwick.ac.uk/id/eprint/202349/","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2026 Junior hiring contraction may be more closely explained by remote-work effects than AI deployment alone. B Observational / qualitative evidence no_pass2_section_scoped Jobs & roles paper The Broken Ladder: AI, Remote Work, and Early-Career Hiring Lambert Attribution depends on exposure and comparator specification. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence 2026-10-10 AI and WFH exposure rank correlation 0.77 and strong parallel exposure trend conditions; remote work not randomized Abstract plus original identification printed around pp 12-13 and joint treatment caution PRIMARY_MANUSCRIPT_METHODS_AND_TABLES_SELECTED NO Observational continuous-exposure difference in differences with WFH co-treatment controls https://cep.lse.ac.uk/pubs/download/dp2193.pdf LSE CEP Discussion Paper 2193 June 2026 primary 83-page PDF https://wrap.warwick.ac.uk/id/eprint/202349/ Junior hiring and job ads; controls for WFH alter significance; confirm actual version before quoting numbers Observational / qualitative evidence https://wrap.warwick.ac.uk/id/eprint/202349/ AUTHOR_INSTITUTION_PAPER_RECORD 2026 {"actual":[],"authors":"Skoglund","category":null,"collection":"W","id":"W132","kind":"paper","label":"New Jobs in 140 Years of Data: Why the AI Displacement Fear Is Overstated — and What to Worry About Instead","limitation":"Long historical analogies may not hold at current AI speed.","mapped":["C:C06","C:C09","C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles"],"summary":"Historical occupational turnover suggests task change and adaptation alongside displacement risk.","topics":["K:Vulnerability and secure code","K:Ownership and knowledge transfer","K:Employment and early-career roles","K:Long-running agent execution"],"url":"https://cepr.org/voxeu/columns/new-jobs-140-years-data-why-ai-displacement-fear-overstated-and-what-worry-about","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Historical occupational turnover suggests task change and adaptation alongside displacement risk. B Observational / qualitative evidence no Jobs & roles paper New Jobs in 140 Years of Data: Why the AI Displacement Fear Is Overstated — and What to Worry About Instead Skoglund https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles Long historical analogies may not hold at current AI speed. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence author_primary_analysis NO https://cepr.org/voxeu/columns/new-jobs-140-years-data-why-ai-displacement-fear-overstated-and-what-worry-about Observational / qualitative evidence https://cepr.org/voxeu/columns/new-jobs-140-years-data-why-ai-displacement-fear-overstated-and-what-worry-about 2026 {"actual":[],"authors":"Yotzov","category":null,"collection":"W","id":"W133","kind":"paper","label":"Firm Data on AI","limitation":"Self-report and delayed effects; broad not SWE-specific.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"Most companies currently report no major AI-driven employment changes, while future staffing expectations modestly decline.","topics":["K:Employment and early-career roles"],"url":"https://www.nber.org/papers/w34836","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Most companies currently report no major AI-driven employment changes, while future staffing expectations modestly decline. C Self-report / commercial evidence no Jobs & roles paper Firm Data on AI Yotzov https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles Self-report and delayed effects; broad not SWE-specific. Distinguish hiring composition, worker outcomes and causal attribution. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence institutional_working_paper NO https://www.nber.org/papers/w34836 Self-report / commercial evidence https://www.nber.org/papers/w34836 2026 {"actual":[],"authors":"Hampole","category":null,"collection":"W","id":"W134","kind":"paper","label":"Artificial Intelligence and the Labor Market","limitation":"Reported wage effect excludes SW engineering roles, limiting manual applicability.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"AI-exposed roles can see pay pressure even when headcount and occupation effects differ.","topics":["K:Employment and early-career roles"],"url":"https://www.nber.org/papers/w33509","volumes":[],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 AI-exposed roles can see pay pressure even when headcount and occupation effects differ. B Observational / qualitative evidence no Jobs & roles paper Artificial Intelligence and the Labor Market Hampole https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles Reported wage effect excludes SW engineering roles, limiting manual applicability. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence institutional_working_paper NO https://www.nber.org/papers/w33509 Observational / qualitative evidence https://www.nber.org/papers/w33509 2025 {"actual":[],"authors":"Hosseini","category":null,"collection":"W","id":"W135","kind":"paper","label":"Generative AI as Seniority-Biased Technological Change: Evidence from U.S. Résumé and Job Posting Data","limitation":"Job-posting measurement and selection bias.","mapped":["C:C10","C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"AI adoption may shift demand toward experienced software workers at the expense of junior vacancies.","topics":["K:Developer workflow and adoption","K:Human cognitive load","K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5425555","volumes":["V05"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 AI adoption may shift demand toward experienced software workers at the expense of junior vacancies. B Benchmark / controlled laboratory no Jobs & roles paper Generative AI as Seniority-Biased Technological Change: Evidence from U.S. Résumé and Job Posting Data Hosseini https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles Job-posting measurement and selection bias. Use to build a reviewer-calibration exercise with injected wrong suggestions and measured detection rates. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory primary_versioned_manuscript NO https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5425555 Benchmark / controlled laboratory https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5425555 2025 {"actual":["C:C12"],"authors":"Humlum","category":null,"collection":"W","id":"W136","kind":"paper","label":"Still Waters, Rapid Currents: Early Labor Market Transformation under Generative AI","limitation":"Early interval, labor market protections and country context.","mapped":["C:C09","C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"No material early change in worker earnings or hours despite adoption; workplace tasks can shift first.","topics":["K:Developer workflow and adoption","K:Agent context and persistent memory","K:Employment and early-career roles"],"url":"https://www.nber.org/papers/w33777","volumes":["V06","V05"],"year":"2025"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2025 No material early change in worker earnings or hours despite adoption; workplace tasks can shift first. B Observational / qualitative evidence no_institutional_record_only Jobs & roles paper Still Waters, Rapid Currents: Early Labor Market Transformation under Generative AI Humlum Early interval, labor market protections and country context. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence 2026-10-10 Full PDF coefficient scale and identification not checked; cannot infer universal or long-run zero impact Original institutional publication summary for revision; full numerical tables not independently inspected PRIMARY_INSTITUTIONAL_RECORD_ONLY NO Linked Danish chatbot-use surveys and wage/hour employment records https://www.nber.org/papers/w33777 NBER WP33777 original May 2025 and institutional March 2026 revision 2026-10-10 ORIGINAL_132_PAGE_PDF_DESIGN_EQUATIONS_FIGURES_AND_SELECTED_RESULTS Eq(3) OLS pooled DiD with worker-specific linear trends and workplace-occupation clustered SE; Figure 5 dynamic CIs exclude >3% earnings shifts; pooled Figure 7 excludes >2%; survey adoption/descriptive differences should not be causalized. NO PDF pp.3-7, 15-16, 20-26, 29-31; printed pp.1-5, 13-14, 18-24, 27-29 https://www.rfberlin.com/wp-content/uploads/2026/03/26078.pdf PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT Primary tables beyond selected figures not exhaustively inspected; Statistics Denmark linked raw data unavailable for independent regression. Approx 25,000 workers / 7,000 workplaces, 11 exposed occupations, linked to administrative Danish data through Dec 2024 RFBerlin Discussion Paper 078/26, original PDF 13 March 2026; NBER revision March 2026 2026-10-10 Eq2 dynamic/eq3 pooled; 9/4% pre-adoption earnings premiums; 3/2% different confidence intervals PRIMARY_132_PAGE_PDF_METHODS_AND_FIGURE_TEXT LICENSED_DENMARK_MICRODATA_UNAVAILABLE https://www.rfberlin.com/wp-content/uploads/2026/03/26078.pdf NO PDF p24-25; printed p22-23 https://www.nber.org/papers/w33777 Denmark administrative earnings/hours; not universally comparable to hiring postings Observational / qualitative evidence https://www.nber.org/papers/w33777 WORKING_PAPER_INSTITUTION 2025 {"actual":[],"authors":"Aidala","category":null,"collection":"W","id":"W137","kind":"paper","label":"The Labor Market Is Tilting Toward Seniority","limitation":"Descriptive share changes cannot attribute cause to AI.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles"],"summary":"Posted development vacancies disproportionately target seniority compared with entry-level roles.","topics":["K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://hiringlab.indeed.com/2026/07/23/the-labor-market-is-tilting-toward-seniority/","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Posted development vacancies disproportionately target seniority compared with entry-level roles. B Observational / qualitative evidence no Jobs & roles paper The Labor Market Is Tilting Toward Seniority Aidala https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles Descriptive share changes cannot attribute cause to AI. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence producer_primary_report NO https://hiringlab.indeed.com/2026/07/23/the-labor-market-is-tilting-toward-seniority/ Observational / qualitative evidence https://hiringlab.indeed.com/2026/07/23/the-labor-market-is-tilting-toward-seniority/ 2026 {"actual":[],"authors":"Athreya","category":null,"collection":"W","id":"W138","kind":"paper","label":"AI's Impact on Labor and Hiring","limitation":"Reports intent and sentiment rather than realized effects.","mapped":["C:C04","C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles"],"summary":"Employers may adjust planned recruiting before adjusting existing headcount.","topics":["K:Specifications and governance","K:Employment and early-career roles"],"url":"https://libertystreeteconomics.newyorkfed.org/2026/08/ais-impact-on-labor-and-hiring/","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Employers may adjust planned recruiting before adjusting existing headcount. B Observational / qualitative evidence no Jobs & roles paper AI's Impact on Labor and Hiring Athreya https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles Reports intent and sentiment rather than realized effects. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence institutional_primary_commentary NO https://libertystreeteconomics.newyorkfed.org/2026/08/ais-impact-on-labor-and-hiring/ Observational / qualitative evidence https://libertystreeteconomics.newyorkfed.org/2026/08/ais-impact-on-labor-and-hiring/ 2026 {"actual":["C:C12"],"authors":"Audoly","category":null,"collection":"W","id":"W139","kind":"paper","label":"Do Job Postings Show Early Labor-Market Effects of AI?","limitation":"Vacancy data are incomplete and other economic shocks matter.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles"],"summary":"Software vacancy decline predates widespread ChatGPT use in some US data, weakening simplistic causal narratives.","topics":["K:Controlled productivity evidence","K:Employment and early-career roles","K:Economic costs and return"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Software vacancy decline predates widespread ChatGPT use in some US data, weakening simplistic causal narratives. A Quasi-experimental / matched observation no Jobs & roles paper Do Job Postings Show Early Labor-Market Effects of AI? Audoly Vacancy data are incomplete and other economic shocks matter. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Quasi-experimental / matched observation https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles 2026 {"actual":["C:C12"],"authors":"Gallacher","category":null,"collection":"W","id":"W140","kind":"paper","label":"AI and Job Postings: From Destruction to Creation?","limitation":"Product release timing is not randomized AI exposure.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles"],"summary":"Some developer vacancies rise after new coding agent capabilities become available.","topics":["K:Controlled productivity evidence","K:Employment and early-career roles"],"url":"https://hiringlab.indeed.com/2026/07/08/ai-and-job-postings-from-destruction-to-creation/","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Some developer vacancies rise after new coding agent capabilities become available. A Controlled human or field experiment no Jobs & roles paper AI and Job Postings: From Destruction to Creation? Gallacher Product release timing is not randomized AI exposure. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Controlled human or field experiment https://hiringlab.indeed.com/2026/07/08/ai-and-job-postings-from-destruction-to-creation/ Indeed Hiring Lab observational commentary 2026 Observational job-postings trend analysis (not a randomized field experiment) https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles 2026 {"actual":[],"authors":"Iscenko","category":null,"collection":"W","id":"W141","kind":"paper","label":"Google's AI & Economy ATLAS v1.0: Mapping Gemini Usage in the Economy","limitation":"One provider and incomplete agent usage coverage.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"Maps adoption by tasks; tool usage does not directly imply task replacement or labor demand change.","topics":["K:Developer workflow and adoption","K:Employment and early-career roles"],"url":"https://arxiv.org/abs/2608.00038","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Maps adoption by tasks; tool usage does not directly imply task replacement or labor demand change. B Observational / qualitative evidence no Jobs & roles paper Google's AI & Economy ATLAS v1.0: Mapping Gemini Usage in the Economy Iscenko https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles One provider and incomplete agent usage coverage. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence author_preprint NO https://arxiv.org/abs/2608.00038 Observational / qualitative evidence https://arxiv.org/abs/2608.00038 2026 {"actual":["C:C12"],"authors":"Nunn","category":null,"collection":"W","id":"W142","kind":"paper","label":"AI Is Probably Not (Yet) the Reason for Labor Market Weakening","limitation":"Method and observation window could miss subgroup impacts.","mapped":["C:C03","C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Economics"],"summary":"Alternative US estimation fails to identify significant net AI-driven labor weakening.","topics":["K:Benchmarks and construct validity","K:Agent failure and escalation","K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Alternative US estimation fails to identify significant net AI-driven labor weakening. A Quasi-experimental / matched observation no Jobs & roles paper AI Is Probably Not (Yet) the Reason for Labor Market Weakening Nunn Method and observation window could miss subgroup impacts. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Quasi-experimental / matched observation https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles 2026 {"actual":[],"authors":"Kinder","category":null,"collection":"W","id":"W143","kind":"paper","label":"New data show no AI jobs apocalypse — for now","limitation":"Aggregate trends can mask cohort, wage and industry effects.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles"],"summary":"Aggregate labor indicators remain more stable than narratives of immediate massive AI displacement.","topics":["K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://www.brookings.edu/articles/new-data-show-no-ai-jobs-apocalypse-for-now/","volumes":[],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Aggregate labor indicators remain more stable than narratives of immediate massive AI displacement. B Observational / qualitative evidence no Jobs & roles paper New data show no AI jobs apocalypse — for now Kinder https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles Aggregate trends can mask cohort, wage and industry effects. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence institutional_primary_commentary NO https://www.brookings.edu/articles/new-data-show-no-ai-jobs-apocalypse-for-now/ Observational / qualitative evidence https://www.brookings.edu/articles/new-data-show-no-ai-jobs-apocalypse-for-now/ 2025 {"actual":[],"authors":"PwC","category":null,"collection":"W","id":"W144","kind":"paper","label":"2026 Global AI Jobs Barometer: Two futures for jobs in an AI era","limitation":"Vendor interpretation and task-exposure proxies; not causal.","mapped":["C:C10","C:C11","C:C12"],"printed":true,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Rapidly changing skill demands and experience requirements may reshape developer career ladders.","topics":["K:Controlled productivity evidence","K:Skills formation and teaching","K:Employment and early-career roles"],"url":"https://www.pwc.com/gx/en/issues/artificial-intelligence/publications/artificial-intelligence-study.html","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Rapidly changing skill demands and experience requirements may reshape developer career ladders. C Self-report / commercial evidence no Jobs & roles paper 2026 Global AI Jobs Barometer: Two futures for jobs in an AI era PwC https://www.sepolimi.com/p/se-ai-bibliography-jobs-roles Vendor interpretation and task-exposure proxies; not causal. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence producer_primary_report NO https://www.pwc.com/gx/en/issues/artificial-intelligence/publications/artificial-intelligence-study.html Self-report / commercial evidence https://www.pwc.com/gx/en/issues/artificial-intelligence/publications/artificial-intelligence-study.html 2026 {"actual":["C:C12"],"authors":"DORA","category":null,"collection":"W","id":"W145","kind":"paper","label":"ROI of AI-Assisted Software Development","limitation":"ROI 39% and eight-month payback are scenarios/model outputs, not measured experimental financial returns.","mapped":["C:C02","C:C10","C:C11","C:C12"],"printed":true,"streams":["T:Economics","T:Productivity"],"summary":"Offers a cross-functional return-on-investment framework for AI-assisted delivery beyond raw code productivity.","topics":["K:Output versus shipped value","K:Human cognitive load","K:Economic costs and return","K:Evaluation methodology and baselines"],"url":"https://dora.dev/ai/roi/report/","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Offers a cross-functional return-on-investment framework for AI-assisted delivery beyond raw code productivity. B Benchmark / controlled laboratory no Economics paper ROI of AI-Assisted Software Development DORA ROI 39% and eight-month payback are scenarios/model outputs, not measured experimental financial returns. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH11:FULL_TEXT_PENDING https://dora.dev/ai/roi/report/ DORA practitioner ROI framework/report 2026 Practitioner guidance / ROI calculator (not an experimental study) https://www.sepolimi.com/p/se-ai-bibliography-economics 2026 {"actual":[],"authors":"Chui","category":null,"collection":"W","id":"W146","kind":"paper","label":"McKinsey Technology Trends Outlook 2026","limitation":"Survey opinions and mixed trend indicators are not causal SWE productivity measures.","mapped":["C:C02","C:C06","C:C09","C:C11","C:C12"],"printed":true,"streams":["T:Economics","T:System knowledge & memory"],"summary":"Positions legacy system context and secure deployment as adoption constraints, and stresses both acceleration and uneven results.","topics":["K:Output versus shipped value","K:Controlled productivity evidence","K:Developer workflow and adoption","K:Vulnerability and secure code","K:System understanding and rationale","K:Agent context and persistent memory","K:Evaluation methodology and baselines"],"url":"https://www.mckinsey.com/capabilities/tech-and-ai/our-insights/the-top-trends-in-tech","volumes":[],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Positions legacy system context and secure deployment as adoption constraints, and stresses both acceleration and uneven results. C Self-report / commercial evidence no Economics paper McKinsey Technology Trends Outlook 2026 Chui https://www.sepolimi.com/p/se-ai-bibliography-economics Survey opinions and mixed trend indicators are not causal SWE productivity measures. Translate into a context-handoff pattern separating working context, durable facts and verified system knowledge. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence producer_primary_report NO https://www.mckinsey.com/capabilities/tech-and-ai/our-insights/the-top-trends-in-tech Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH11:FULL_TEXT_PENDING Self-report / commercial evidence https://www.mckinsey.com/capabilities/tech-and-ai/our-insights/the-top-trends-in-tech 2026 {"actual":["C:C11"],"authors":"Yang","category":null,"collection":"W","id":"W147","kind":"paper","label":"To Ban or not to Ban? How Open Source Projects Govern GenAI Contributions","limitation":"Strategy taxonomy does not establish effectiveness.","mapped":["C:C04","C:C08","C:C11","C:C12"],"printed":true,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Projects adopt distinct governance stances to regulate low-cost agent PR supply and scarce maintainer review capacity.","topics":["K:Specifications and governance","K:Economic costs and return","K:Human-agent collaboration"],"url":"https://arxiv.org/abs/2603.26487","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Projects adopt distinct governance stances to regulate low-cost agent PR supply and scarce maintainer review capacity. B Observational / qualitative evidence no Engineering structure paper To Ban or not to Ban? How Open Source Projects Govern GenAI Contributions Yang Strategy taxonomy does not establish effectiveness. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. ["C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH11:ORIGINAL_PDF_METHODS_AND_TABLES Observational / qualitative evidence https://arxiv.org/abs/2603.26487 2026 {"actual":["C:C04","C:C07","C:C11"],"authors":"Lin","category":null,"collection":"W","id":"W148","kind":"paper","label":"SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents","limitation":"Small benchmark and GPT-3.5-era setup; process emulation not production governance.","mapped":["C:C03","C:C04","C:C07","C:C11"],"printed":true,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Process discipline can improve generated code on selected functional tests compared with unconstrained runs.","topics":["K:Independent verification and oracles","K:Benchmarks and construct validity","K:Architecture and modularity","K:Specifications and governance"],"url":"https://doi.org/10.1109/ICSE55347.2025.00140","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Process discipline can improve generated code on selected functional tests compared with unconstrained runs. HumanEval/MBPP coding benchmarks, not live agile field study B Benchmark / controlled laboratory no Engineering structure paper SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents Lin Small benchmark and GPT-3.5-era setup; process emulation not production governance. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C04", "C:C07", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Final ICSE PDF tables not compared with author v2; reported p-values not recomputed from run-level outputs; no human team rollout evidence 2026-10-10 AUTHOR_PREPRINT_PDF_METHODS_TABLES_II_III_PAGE_INSPECTED Author manuscript PDF pp. 6-7, Table II and Table III, experiment GPT-3.5 and five repeats; benchmark MBPP-582 test anomaly Mean pass@1 Scrum 75.2/65.5/82.5/56.7; Table II baseline 64.4/49.8/77.5/53.9; MBPP-582 mismatched test input shown in Listing 1 NO https://arxiv.org/pdf/2403.15852 PASS4_SELECTED_PRIMARY_2026-10-10 164 HumanEval problems; 427 MBPP problems; HumanEval-ET/MBPP-ET extended test sets; five GPT-3.5 runs with T=0.8 Original 14-page arXiv:2403.15852v2 author manuscript, 2024-10-31; 2025 IEEE conference record separately checked Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH07:PUBLISHER_ABSTRACT_ONLY; CH11:FULL_TEXT_PENDING https://doi.org/10.1109/ICSE55347.2025.00140 ICSE 2025 (arXiv manuscript first posted 2024) 2025 Benchmark / controlled laboratory https://www.sepolimi.com/p/se-ai-bibliography-engineering-structure 2026 {"actual":["C:C11"],"authors":"Chen","category":null,"collection":"W","id":"W149","kind":"paper","label":"Making AI Visible, Not Vanished: How AI Policies Reshape Developer Experience on GitHub","limitation":"Eight-week matched window cannot rule out proactive-maintainer selection.","mapped":["C:C04","C:C05","C:C11"],"printed":true,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"Explicit project policies correlate with fewer measured code smells and richer human PR discussion without suppressing AI use.","topics":["K:Developer workflow and adoption","K:Technical debt and complexity","K:Specifications and governance","K:Evaluation methodology and baselines","K:Human-agent collaboration"],"url":"https://arxiv.org/abs/2608.03329","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Explicit project policies correlate with fewer measured code smells and richer human PR discussion without suppressing AI use. A Quasi-experimental / matched observation no Engineering structure paper Making AI Visible, Not Vanished: How AI Policies Reshape Developer Experience on GitHub Chen Eight-week matched window cannot rule out proactive-maintainer selection. Make policy, responsibility and bounded workflow executable. ["C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH05:FULL_TEXT_OPENED_METHODS_PENDING; CH11:ORIGINAL_PDF_METHODS_AND_TABLES Quasi-experimental / matched observation https://arxiv.org/abs/2608.03329 2026 {"actual":["C:C04","C:C07","C:C11"],"authors":"Hora","category":null,"collection":"W","id":"W150","kind":"paper","label":"We Permit the Use of AI, but [...]: The Landscape of AI Policies in Popular Open Source Projects","limitation":"Classifies rules but does not measure their safety effect.","mapped":["C:C01","C:C04","C:C05","C:C07","C:C11"],"printed":true,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance.","topics":["K:Specifications and governance","K:Evaluation methodology and baselines","K:Human-agent collaboration"],"url":"https://arxiv.org/abs/2609.07542","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. B Observational / qualitative evidence no Engineering structure paper We Permit the Use of AI, but [...]: The Landscape of AI Policies in Popular Open Source Projects Hora Classifies rules but does not measure their safety effect. Make policy, responsibility and bounded workflow executable. ["C:C04", "C:C07", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Selection and coder agreement do not measure policy effectiveness; 118-policy earlier sample not independent 2026-10-10 ORIGINAL_HTML_METHODS_AND_TABLES_SELECTED Methods Sections 2.2-2.4; RQ1 Table 1; RQ2 Fig 4; limitations 150/281 mention disclosure obligation; 137/281 require disclosure; 180 double-coded labels, 162 agree NO https://arxiv.org/html/2609.07542 PASS4_SELECTED_PRIMARY_2026-10-10 281 purposively selected policies (245/2000 popular repos + 36 added); 92 dedicated policy files arXiv:2609.07542v1 (2026-09-07) original HTML cited Zenodo DOI located, unadjusted coder agreement, no source-record download Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH07:FULLTEXT_HTML; CH11:ORIGINAL_PDF_METHODS_AND_TABLES Observational / qualitative evidence https://arxiv.org/abs/2609.07542 2026 {"actual":["C:C03","C:C04","C:C07","C:C11"],"authors":"Qiu","category":null,"collection":"W","id":"W151","kind":"paper","label":"Blueprint First, Model Second: A Framework for Deterministic LLM Workflow","limitation":"Domain not typical SWE repositories; benchmark-specific.","mapped":["C:C03","C:C04","C:C07","C:C11"],"printed":true,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Predefined action blueprints can constrain agent behavior and outperform unrestricted planning on tested workflows.","topics":["K:Developer workflow and adoption","K:Independent verification and oracles","K:Benchmarks and construct validity","K:Architecture and modularity","K:Specifications and governance","K:Long-running agent execution"],"url":"https://arxiv.org/abs/2508.02721","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Predefined action blueprints can constrain agent behavior and outperform unrestricted planning on tested workflows. Tool/workflow tau-bench, not real coding-team outcomes B Benchmark / controlled laboratory no Engineering structure paper Blueprint First, Model Second: A Framework for Deterministic LLM Workflow Qiu Domain not typical SWE repositories; benchmark-specific. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C03", "C:C04", "C:C07", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Hard constraint outcomes trade off; benchmark does not validate real policy authority 2026-10-10 ORIGINAL_HTML_SELECTED_METHODS_AND_TABLES IV Table I; RQ2 hard constraints; experimental settings Final pass 35.56% SCA versus ATLAS 18.00%; hard-constraint macro 38.89 versus 42.00 NO https://arxiv.org/html/2508.02721v2 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TravelPlanner 1000 tasks; Claude Sonnet 4; three seeds arXiv:2508.02721v2 (2026-06-16) v1/v2 original HTML Table 1/I-II; McNemar from continuous mean not verifiable Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 3 CH03:NOT_INDEPENDENTLY_INSPECTED; CH07:FULLTEXT_HTML; CH11:FULL_TEXT_PENDING https://arxiv.org/abs/2508.02721 arXiv preprint (first posted August 2025) 2025 Benchmark / controlled laboratory https://www.sepolimi.com/p/se-ai-bibliography-engineering-structure 2026 {"actual":["C:C03","C:C04","C:C11"],"authors":"Hassan","category":null,"collection":"W","id":"W152","kind":"paper","label":"Agentic Software Engineering: Foundational Pillars and a Research Roadmap","limitation":"Roadmap is not evidence of achieved agent reliability.","mapped":["C:C01","C:C03","C:C04","C:C05","C:C09","C:C11","C:C12"],"printed":true,"streams":["T:Engineering structure"],"summary":"Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation.","topics":["K:Architecture and modularity","K:Employment and early-career roles","K:Human-agent collaboration"],"url":"https://arxiv.org/abs/2509.06216","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2026 Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. C Theory / argument (not a new result) no_primary_locator_only Engineering structure paper Agentic Software Engineering: Foundational Pillars and a Research Roadmap Hassan Roadmap is not evidence of achieved agent reliability. Present as one estimand within a multi-country labor evidence table; avoid deterministic jobs predictions. ["C:C03", "C:C04", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Theory / argument (not a new result) Design proposal not validated impact on multi-agent team performance 2026-10-10 ORIGINAL_HTML_CONCEPTUAL_METHOD Sections 1,4-7 and named proposed artifacts Four pillars Actors/Processes/Tools/Artifacts; SE4H/SE4A duality; proposed scripts NO https://arxiv.org/html/2509.06216 PASS4_SELECTED_PRIMARY_2026-10-10 No intervention cohort; authored roadmap SASE arXiv:2509.06216v3 (2026-06-24) Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 3 CH03:NOT_INDEPENDENTLY_INSPECTED; CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING; CH11:FULL_TEXT_PENDING https://arxiv.org/abs/2509.06216 Roadmap; initial submission 2025, metadata may reflect 2026 revision Theory / argument (not a new result) https://arxiv.org/abs/2509.06216 PREPRINT_PRIMARY_RECORD 2026 {"actual":["C:C01","C:C04","C:C11"],"authors":"Hoda","category":null,"collection":"W","id":"W153","kind":"paper","label":"Toward Agentic Software Engineering Beyond Code: Framing Vision, Values, and Vocabulary","limitation":"Framing proposal; no new controlled outcome evidence.","mapped":["C:C01","C:C04","C:C11","C:C12"],"printed":true,"streams":["T:Engineering structure"],"summary":"Expands the scope of agentic SWE to requirements, design, teamwork and organization-wide responsibility.","topics":["K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-engineering-structure","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Expands the scope of agentic SWE to requirements, design, teamwork and organization-wide responsibility. C Theory / argument (not a new result) no Engineering structure paper Toward Agentic Software Engineering Beyond Code: Framing Vision, Values, and Vocabulary Hoda Framing proposal; no new controlled outcome evidence. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C01", "C:C04", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Theory / argument (not a new result) Normative framework not empirical proof of organizational effects 2026-10-10 ORIGINAL_HTML_CONCEPTUAL_METHOD Abstract, values and vocabulary sections Advocates lifecycle-wide agentic SE and preliminary CRAFT values NO https://arxiv.org/html/2510.19692 PASS4_SELECTED_PRIMARY_2026-10-10 No original randomized or natural-experiment sample arXiv:2510.19692v2 (2026-02-17) Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH11:FULL_TEXT_PENDING Theory / argument (not a new result) https://www.sepolimi.com/p/se-ai-bibliography-engineering-structure 2026 {"actual":["C:C10"],"authors":"Ahmad","category":null,"collection":"W","id":"W154","kind":"paper","label":"Comprehension Debt in GenAI-Assisted Software Engineering Projects","limitation":"Thematic self-reports from students, without effect-size or objective comprehension baseline.","mapped":["C:C05","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"Delegated code generation may leave developers with latent understanding deficits analogous to accumulated technical debt.","topics":["K:Technical debt and complexity","K:Human cognitive load","K:Skills formation and teaching","K:Cognitive offloading and skill debt","K:System understanding and rationale","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2604.13277","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Delegated code generation may leave developers with latent understanding deficits analogous to accumulated technical debt. C Self-report / commercial evidence no System knowledge & memory paper Comprehension Debt in GenAI-Assisted Software Engineering Projects Ahmad Thematic self-reports from students, without effect-size or objective comprehension baseline. Preserve human system comprehension, provenance and durable agent context. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING; CH10:ARXIV_PDF_PAGES_VERIFIED https://arxiv.org/abs/2604.13277 Student diary qualitative study (arXiv/EASE 2026) 2026 Qualitative student diary study (not commercial self-report) https://arxiv.org/abs/2604.13277 2026 {"actual":["C:C09","C:C10"],"authors":"Anderson","category":null,"collection":"W","id":"W155","kind":"paper","label":"ChatGPT: Friend or Foe When Comprehending and Changing Unfamiliar Code","limitation":"Ten advanced students; results exploratory and not statistically tested.","mapped":["C:C07","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"ChatGPT may aid completion of changes while developers still devote most time to reconstructing existing-system behavior.","topics":["K:Independent verification and oracles","K:Skills formation and teaching","K:System understanding and rationale"],"url":"https://arxiv.org/abs/2605.10702","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 ChatGPT may aid completion of changes while developers still devote most time to reconstructing existing-system behavior. B Benchmark / controlled laboratory no System knowledge & memory paper ChatGPT: Friend or Foe When Comprehending and Changing Unfamiliar Code Anderson Ten advanced students; results exploratory and not statistically tested. Preserve human system comprehension, provenance and durable agent context. ["C:C09", "C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING; CH10:ARXIV_PDF_PAGES_VERIFIED Benchmark / controlled laboratory https://arxiv.org/abs/2605.10702 2026 {"actual":["C:C10"],"authors":"Kara","category":null,"collection":"W","id":"W156","kind":"paper","label":"LACY: Simulating Expert Mentoring for Software Onboarding with Code Tours","limitation":"Five participants; no no-AI arm or long-run onboarding outcome.","mapped":["C:C07","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"AI-assisted tours curated by experts outperform AI-generated-only code tours on a short comprehension test.","topics":["K:Independent verification and oracles","K:Human cognitive load","K:Skills formation and teaching","K:Onboarding and developer fluency","K:System understanding and rationale"],"url":"https://arxiv.org/abs/2603.25391","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 AI-assisted tours curated by experts outperform AI-generated-only code tours on a short comprehension test. B Observational / qualitative evidence no System knowledge & memory paper LACY: Simulating Expert Mentoring for Software Onboarding with Code Tours Kara Five participants; no no-AI arm or long-run onboarding outcome. Use as a baseline when designing AI-supported onboarding with independent comprehension and retention tests. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING; CH10:ARXIV_PDF_PAGES_VERIFIED_PUBLISHER_METADATA_CONFIRMED Observational / qualitative evidence https://arxiv.org/abs/2603.25391 2026 {"actual":["C:C09"],"authors":"Rafique","category":null,"collection":"W","id":"W157","kind":"paper","label":"ClawVM: Harness-Managed Virtual Memory for Stateful Tool-Using LLM Agents","limitation":"Guarantees conditional on token-budget working set; limited trace and synthetic evaluation.","mapped":["C:C03","C:C06","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:What agents can do"],"summary":"Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures.","topics":["K:Benchmarks and construct validity","K:Agent failure and escalation","K:Dependencies and agent supply chain","K:Specifications and governance","K:Agent context and persistent memory","K:Long-running agent execution","K:Human-agent collaboration","K:Dataset provenance and dependency"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. B Benchmark / controlled laboratory no System knowledge & memory paper ClawVM: Harness-Managed Virtual Memory for Stateful Tool-Using LLM Agents Rafique Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. Translate into a context-handoff pattern separating working context, durable facts and verified system knowledge. ["C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:ORIGINAL_PDF_VERIFIED Benchmark / controlled laboratory https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory 2026 {"actual":["C:C03","C:C09"],"authors":"Tie","category":null,"collection":"W","id":"W158","kind":"paper","label":"Should I Give Up Now? Investigating LLM Pitfalls in Software Engineering","limitation":"Chat assistant rather than a modern autonomous tool-using agent.","mapped":["C:C03","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:What agents can do"],"summary":"Wrong replies, overload and context loss can cause users to abandon AI assistance in a demanding web-development task.","topics":["K:Developer workflow and adoption","K:Agent failure and escalation","K:Agent context and persistent memory","K:Long-running agent execution"],"url":"https://arxiv.org/abs/2411.09916","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Wrong replies, overload and context loss can cause users to abandon AI assistance in a demanding web-development task. B Observational / qualitative evidence no System knowledge & memory paper Should I Give Up Now? Investigating LLM Pitfalls in Software Engineering Tie Chat assistant rather than a modern autonomous tool-using agent. Translate into a context-handoff pattern separating working context, durable facts and verified system knowledge. ["C:C03", "C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH03:NOT_INDEPENDENTLY_INSPECTED; CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2411.09916 2026 {"actual":["C:C09"],"authors":"Xu","category":null,"collection":"W","id":"W159","kind":"paper","label":"Memory Management and Contextual Consistency for Long-Running Low-Code Agents","limitation":"Synthetic low-code trials; missing real SWE longitudinal validation.","mapped":["C:C03","C:C09","C:C10","C:C12"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency.","topics":["K:Benchmarks and construct validity","K:Agent failure and escalation","K:Agent context and persistent memory","K:Economic costs and return","K:Long-running agent execution","K:Human-agent collaboration"],"url":"https://arxiv.org/abs/2509.25250","volumes":["V06"],"year":"2026"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2026 Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency. B Observational / qualitative evidence no_primary_locator_only System knowledge & memory paper Memory Management and Contextual Consistency for Long-Running Low-Code Agents Xu Synthetic low-code trials; missing real SWE longitudinal validation. Translate into a context-handoff pattern separating working context, durable facts and verified system knowledge. ["C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING https://arxiv.org/abs/2509.25250 Low-code agent-memory study; no software organization field results Observational / qualitative evidence https://arxiv.org/abs/2509.25250 PREPRINT_PRIMARY_RECORD 2026 {"actual":["C:C09"],"authors":"Anokhin","category":null,"collection":"W","id":"W160","kind":"paper","label":"AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents","limitation":"Evaluated in games, not a production software repo.","mapped":["C:C03","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:What agents can do"],"summary":"Combining semantic facts with ordered episodes improves decisions over unstructured history in text environments.","topics":["K:Benchmarks and construct validity","K:Skills formation and teaching","K:Agent context and persistent memory","K:Long-running agent execution"],"url":"https://arxiv.org/abs/2407.04363","volumes":["V06"],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Combining semantic facts with ordered episodes improves decisions over unstructured history in text environments. General agent episodic knowledge graphs, not code-maintenance intervention B Benchmark / controlled laboratory no System knowledge & memory paper AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents Anokhin Evaluated in games, not a production software repo. Use as a baseline when designing AI-supported onboarding with independent comprehension and retention tests. ["C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PUBLISHED_PDF_VERIFIED Benchmark / controlled laboratory https://arxiv.org/abs/2407.04363 2025 {"actual":[],"authors":"Koana","category":null,"collection":"W","id":"W161","kind":"paper","label":"Examining ownership models in software teams: A systematic literature review and a replication study","limitation":"Nine-project replication changes sign relative to earlier Microsoft studies.","mapped":["C:C05","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Code quality & security"],"summary":"Ownership-defect correlations vary across datasets and cannot be used as immutable quality laws.","topics":["K:Ownership and knowledge transfer","K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://doi.org/10.1007/s10664-024-10538-5","volumes":[],"year":"2024"} 2026-10-09 corrected editorial crosswalk 2024 Ownership-defect correlations vary across datasets and cannot be used as immutable quality laws. B Literature synthesis no System knowledge & memory paper Examining ownership models in software teams: A systematic literature review and a replication study Koana https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Nine-project replication changes sign relative to earlier Microsoft studies. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Literature synthesis publisher_doi NO https://doi.org/10.1007/s10664-024-10538-5 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Literature synthesis https://doi.org/10.1007/s10664-024-10538-5 2024 {"actual":["C:C10"],"authors":"Wyrich","category":null,"collection":"W","id":"W162","kind":"paper","label":"40 Years of Designing Code Comprehension Experiments: A Systematic Mapping Study","limitation":"Maps pre-AI experiments; does not test agents directly.","mapped":["C:C07","C:C08","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Verification & review"],"summary":"Program-comprehension experiments rarely test code personally authored by participants, leaving a major knowledge-transfer confound.","topics":["K:Independent verification and oracles","K:Human cognitive load","K:System understanding and rationale"],"url":"https://doi.org/10.1145/3626522","volumes":["V06"],"year":"2024"} 2026-10-10 PRIMARY_MANUSCRIPT_SECTIONS Original author preprint 2206.11102 Sections 2-5, PDF pp. 1-43; publication 2024; 2026 corrigendum 10.1145/3838282, section 1 2026-10-09 corrected editorial crosswalk 2023 Program-comprehension experiments rarely test code personally authored by participants, leaving a major knowledge-transfer confound. 2026 corrigendum DOI 10.1145/3838282: primary studies S1–S95 formerly mismatched; use corrected IDs only. 10.1145/3626522 B SYSTEMATIC_MAPPING_95_PRE_AI_EXPERIMENTS yes_selected_methods System knowledge & memory paper 40 Years of Designing Code Comprehension Experiments: A Systematic Mapping Study Wyrich Maps pre-AI experiments; does not test agents directly. Use as a baseline when designing AI-supported onboarding with independent comprehension and retention tests. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING https://doi.org/10.1145/3626522 ACM Computing Surveys 56(4), 2024; 95 studies; 2026 corrigendum DOI 10.1145/3838282 2024 SYSTEMATIC_MAPPING_95_PRE_AI_EXPERIMENTS https://doi.org/10.1145/3626522 FULLTEXT_PREPRINT_AND_PUBLISHED_CORRIGENDUM 2024 {"actual":["C:C10"],"authors":"Ju","category":null,"collection":"W","id":"W163","kind":"paper","label":"A Case Study of Onboarding in Software Teams: Tasks and Strategies","limitation":"Mainly qualitative; duration not measured.","mapped":["C:C02","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"Onboarding requires orchestrated starter tasks, mentoring and access to team knowledge rather than merely fast initial commits.","topics":["K:Output versus shipped value","K:Skills formation and teaching","K:Onboarding and developer fluency","K:Evaluation methodology and baselines"],"url":"https://homepages.dcc.ufmg.br/~figueiredo/disciplinas/papers/icse2021ju.pdf","volumes":["V06"],"year":"2021"} 2026-10-10 PRIMARY_MANUSCRIPT_SECTIONS ICSE 2021 PDF pp. 1-3 (abstract, Methods, sample recruitment), Section VI threats 2026-10-09 corrected editorial crosswalk 2021 Onboarding requires orchestrated starter tasks, mentoring and access to team knowledge rather than merely fast initial commits. 10.1109/ICSE43902.2021.00063 C MIXED_METHOD_SINGLE_COMPANY_CASE_STUDY yes_selected_methods System knowledge & memory paper A Case Study of Onboarding in Software Teams: Tasks and Strategies Ju Mainly qualitative; duration not measured. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING https://homepages.dcc.ufmg.br/~figueiredo/disciplinas/papers/icse2021ju.pdf 32 developer and 15 manager interviews; 189 developer/37 manager survey; Microsoft only; case study not random assignment MIXED_METHOD_SINGLE_COMPANY_CASE_STUDY https://homepages.dcc.ufmg.br/~figueiredo/disciplinas/papers/icse2021ju.pdf FULLTEXT_PRIMARY_METHODS_AND_RESULTS 2021 {"actual":[],"authors":"Peitek","category":null,"collection":"W","id":"W164","kind":"paper","label":"Program Comprehension and Code Complexity Metrics: An fMRI Study","limitation":"Nineteen participants, artificial snippets.","mapped":["C:C05","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Code quality & security"],"summary":"Common complexity metrics capture only part of human cognitive effort; text size and vocabulary also influence comprehension.","topics":["K:Technical debt and complexity","K:Human cognitive load","K:System understanding and rationale"],"url":"https://github.com/brains-on-code/fMRI-complexity-metrics-icse2021","volumes":[],"year":"2021"} 2026-10-09 corrected editorial crosswalk 2021 Common complexity metrics capture only part of human cognitive effort; text size and vocabulary also influence comprehension. B Benchmark / controlled laboratory no System knowledge & memory paper Program Comprehension and Code Complexity Metrics: An fMRI Study Peitek https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Nineteen participants, artificial snippets. Preserve human system comprehension, provenance and durable agent context. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory author_software_repository NO https://github.com/brains-on-code/fMRI-complexity-metrics-icse2021 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://github.com/brains-on-code/fMRI-complexity-metrics-icse2021 2021 {"actual":[],"authors":"Rodeghero","category":null,"collection":"W","id":"W165","kind":"paper","label":"Please Turn Your Cameras On: Remote Onboarding of Software Developers during a Pandemic","limitation":"Survey report; does not measure months to mastery.","mapped":["C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"Remote onboarding puts coordination and first-PR progress into focus; early contribution is not complete project fluency.","topics":["K:Onboarding and developer fluency","K:Remote work and apprenticeship","K:Evaluation methodology and baselines"],"url":"https://arxiv.org/abs/2011.08130","volumes":[],"year":"2021"} 2026-10-09 corrected editorial crosswalk 2021 Remote onboarding puts coordination and first-PR progress into focus; early contribution is not complete project fluency. C Self-report / commercial evidence no System knowledge & memory paper Please Turn Your Cameras On: Remote Onboarding of Software Developers during a Pandemic Rodeghero Survey report; does not measure months to mastery. Use as a baseline when designing AI-supported onboarding with independent comprehension and retention tests. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING Self-report / commercial evidence https://arxiv.org/abs/2011.08130 2021 {"actual":[],"authors":"Ivanova","category":null,"collection":"W","id":"W166","kind":"paper","label":"Comprehension of computer code relies primarily on domain-general executive brain regions","limitation":"Psychology of small programs rather than codebase ownership.","mapped":["C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Code comprehension draws heavily on general executive cognition, not ordinary natural-language comprehension alone.","topics":["K:Human cognitive load","K:System understanding and rationale","K:Ownership and knowledge transfer"],"url":"https://doi.org/10.7554/eLife.58906","volumes":[],"year":"2020"} 2026-10-09 corrected editorial crosswalk 2020 Code comprehension draws heavily on general executive cognition, not ordinary natural-language comprehension alone. B Observational / qualitative evidence no System knowledge & memory paper Comprehension of computer code relies primarily on domain-general executive brain regions Ivanova https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Psychology of small programs rather than codebase ownership. Use as a baseline when designing AI-supported onboarding with independent comprehension and retention tests. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence publisher_doi NO https://doi.org/10.7554/eLife.58906 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://doi.org/10.7554/eLife.58906 2020 {"actual":[],"authors":"Peitek","category":null,"collection":"W","id":"W167","kind":"paper","label":"A Look into Programmers' Heads","limitation":"Does not distinguish own code from unfamiliar team code.","mapped":["C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Programming-language familiarity lowers cognitive effort during code reading.","topics":["K:Human cognitive load","K:System understanding and rationale"],"url":"https://doi.org/10.1109/TSE.2018.2863303","volumes":[],"year":"2020"} 2026-10-09 corrected editorial crosswalk 2020 Programming-language familiarity lowers cognitive effort during code reading. B Observational / qualitative evidence no System knowledge & memory paper A Look into Programmers' Heads Peitek https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Does not distinguish own code from unfamiliar team code. Preserve human system comprehension, provenance and durable agent context. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence publisher_doi NO https://doi.org/10.1109/TSE.2018.2863303 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://doi.org/10.1109/TSE.2018.2863303 2020 {"actual":["C:C09"],"authors":"Krüger","category":null,"collection":"W","id":"W168","kind":"paper","label":"Do you remember this source code?","limitation":"Self-reported familiarity is not validated recall.","mapped":["C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"File-specific knowledge decays after contributions; own edits and share of code correlate with perceived familiarity.","topics":["K:Automation bias and trust"],"url":"https://doi.org/10.1145/3180155.3180215","volumes":["V06"],"year":"2018"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2018 File-specific knowledge decays after contributions; own edits and share of code correlate with perceived familiarity. 10.1145/3180155.3180215 C Self-report / commercial evidence no_primary_locator_only System knowledge & memory paper Do you remember this source code? Krüger Self-reported familiarity is not validated recall. Preserve human system comprehension, provenance and durable agent context. ["C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING https://doi.org/10.1145/3180155.3180215 60 open-source developer survey, not an AI memory validation Self-report / commercial evidence https://doi.org/10.1145/3180155.3180215 PUBLISHER_DOI_RECORD 2018 {"actual":[],"authors":"Peitek","category":null,"collection":"W","id":"W169","kind":"paper","label":"Simultaneous Measurement of Program Comprehension with fMRI and Eye Tracking: A Case Study","limitation":"More about measurement feasibility than AI intervention.","mapped":["C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Brain/gaze instrumentation for code understanding has important signal and measurement constraints.","topics":["K:Human cognitive load","K:System understanding and rationale","K:Evaluation methodology and baselines"],"url":"https://github.com/brains-on-code/simultaneous-fmri-and-eyetracking","volumes":[],"year":"2018"} 2026-10-09 corrected editorial crosswalk 2018 Brain/gaze instrumentation for code understanding has important signal and measurement constraints. B Benchmark / controlled laboratory no System knowledge & memory paper Simultaneous Measurement of Program Comprehension with fMRI and Eye Tracking: A Case Study Peitek https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory More about measurement feasibility than AI intervention. Preserve human system comprehension, provenance and durable agent context. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory author_software_repository NO https://github.com/brains-on-code/simultaneous-fmri-and-eyetracking Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://github.com/brains-on-code/simultaneous-fmri-and-eyetracking 2018 {"actual":["C:C01","C:C09","C:C10"],"authors":"Xia","category":null,"collection":"W","id":"W170","kind":"paper","label":"Measuring Program Comprehension: A Large-Scale Field Study with Professionals","limitation":"Understanding inferred from telemetry, not observed; authorship unseparated.","mapped":["C:C01","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Most development effort is spent understanding and navigating existing code, especially by newcomers.","topics":["K:Human cognitive load","K:Onboarding and developer fluency","K:System understanding and rationale","K:Ownership and knowledge transfer","K:Evaluation methodology and baselines"],"url":"https://xin-xia.github.io/publication/TSE17.pdf","volumes":["V06"],"year":"2018"} 2026-10-09 corrected editorial crosswalk 2018 Most development effort is spent understanding and navigating existing code, especially by newcomers. B Observational / qualitative evidence no System knowledge & memory paper Measuring Program Comprehension: A Large-Scale Field Study with Professionals Xia Understanding inferred from telemetry, not observed; authorship unseparated. Preserve human system comprehension, provenance and durable agent context. ["C:C01", "C:C09", "C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Version sample-count conflict remains uncorrected without published full journal tables; not AI-specific 2026-10-10 ORIGINAL_PDF_SELECTED_TABLES_JOURNAL_METADATA Author PDF p1, p7 Table3, p9 Table5, p22 threats; institutional published abstract Draft Table5 57.62% comprehension; journal abstract about 58%; draft Table3 2-developer validation NO https://baolingfeng.github.io/papers/tsecomprehension.pdf PASS4_SELECTED_PRIMARY_2026-10-10 Author draft 79 developers/3244 hours; published journal abstract 78/3148, seven projects Author-hosted 23-page PDF versus TSE 44(10) 2018 publisher record 2026-10-10 79 and 3244 author vs 78 and 3148 journal; author Table1 sums 79, exactly one developer and 96 hours difference AUTHOR_23_PAGE_PDF_AND_PUBLISHED_ABSTRACT FINAL_JOURNAL_NUMERICAL_TABLES_UNAVAILABLE https://baolingfeng.github.io/papers/tsecomprehension.pdf NO author p0; Table1 p3; Table5 p8; Monash journal metadata IEEE final p954 confirms explicit 96-hour excluded participant; journal Table1 p954 still sums 79; Table5 p959 same prior rates https://xin-xia.github.io/publication/TSE17.pdf Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH09:PUBLISHER_ABSTRACT_VERIFIED; CH10:FULL_TEXT_REVIEW_PENDING Observational / qualitative evidence https://xin-xia.github.io/publication/TSE17.pdf 2018 {"actual":[],"authors":"Nassif","category":null,"collection":"W","id":"W171","kind":"paper","label":"Revisiting Turnover-Induced Knowledge Loss in Software Projects","limitation":"Code authorship serves as proxy for knowledge; agents threaten assumption.","mapped":["C:C03","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Knowledge abandoned when contributors depart is concentrated in a tail of long-unowned files.","topics":["K:Agent failure and escalation","K:Ownership and knowledge transfer","K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://doi.org/10.1109/ICSME.2017.64","volumes":[],"year":"2017"} 2026-10-09 corrected editorial crosswalk 2017 Knowledge abandoned when contributors depart is concentrated in a tail of long-unowned files. B Observational / qualitative evidence no System knowledge & memory paper Revisiting Turnover-Induced Knowledge Loss in Software Projects Nassif https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Code authorship serves as proxy for knowledge; agents threaten assumption. Preserve human system comprehension, provenance and durable agent context. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence publisher_doi NO https://doi.org/10.1109/ICSME.2017.64 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://doi.org/10.1109/ICSME.2017.64 2017 {"actual":[],"authors":"Siegmund","category":null,"collection":"W","id":"W172","kind":"paper","label":"Measuring neural efficiency of program comprehension","limitation":"Small trained sample; no AI and no realistic full projects.","mapped":["C:C09","C:C10","C:C12"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Semantic cues like informative naming reduce cognitive effort during code comprehension.","topics":["K:Human cognitive load","K:System understanding and rationale","K:Agent context and persistent memory","K:Economic costs and return","K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://doi.org/10.1145/3106237.3106268","volumes":[],"year":"2017"} 2026-10-09 corrected editorial crosswalk 2017 Semantic cues like informative naming reduce cognitive effort during code comprehension. B Benchmark / controlled laboratory no System knowledge & memory paper Measuring neural efficiency of program comprehension Siegmund https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Small trained sample; no AI and no realistic full projects. Use as a baseline when designing AI-supported onboarding with independent comprehension and retention tests. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory publisher_doi NO https://doi.org/10.1145/3106237.3106268 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://doi.org/10.1145/3106237.3106268 2017 {"actual":["C:C09","C:C11"],"authors":"Rigby","category":null,"collection":"W","id":"W173","kind":"paper","label":"Quantifying and Mitigating Turnover-Induced Knowledge Loss: Case Studies of Chrome and a Project at Avaya","limitation":"Code-blame ownership proxy may fail when agents commit code.","mapped":["C:C06","C:C09","C:C10","C:C11"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Developer departure leaves knowledge coverage gaps; successor assignment can partially reduce them.","topics":["K:Vulnerability and secure code","K:Ownership and knowledge transfer"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory","volumes":["V06"],"year":"2016"} 2026-10-09 corrected editorial crosswalk 2016 Developer departure leaves knowledge coverage gaps; successor assignment can partially reduce them. B Observational / qualitative evidence no System knowledge & memory paper Quantifying and Mitigating Turnover-Induced Knowledge Loss: Case Studies of Chrome and a Project at Avaya Rigby Code-blame ownership proxy may fail when agents commit code. Preserve human system comprehension, provenance and durable agent context. ["C:C09", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH09:ORIGINAL_PDF_VERIFIED; CH11:FULL_TEXT_PENDING Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory 2016 {"actual":[],"authors":"Foucault","category":null,"collection":"W","id":"W174","kind":"paper","label":"Impact of Developer Turnover on Quality in Open-Source Software","limitation":"Effect sizes not retrieved in annotated bibliography.","mapped":["C:C05","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Code quality & security"],"summary":"External contributor churn can affect downstream quality and code stewardship.","topics":["K:Ownership and knowledge transfer"],"url":"https://doi.org/10.1145/2786805.2786870","volumes":[],"year":"2015"} 2026-10-09 corrected editorial crosswalk 2015 External contributor churn can affect downstream quality and code stewardship. B Observational / qualitative evidence no System knowledge & memory paper Impact of Developer Turnover on Quality in Open-Source Software Foucault https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Effect sizes not retrieved in annotated bibliography. Preserve human system comprehension, provenance and durable agent context. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence publisher_doi NO https://doi.org/10.1145/2786805.2786870 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://doi.org/10.1145/2786805.2786870 2015 {"actual":["C:C01","C:C05"],"authors":"Greiler","category":null,"collection":"W","id":"W175","kind":"paper","label":"Code Ownership and Software Quality: A Replication Study","limitation":"Regression only, ownership meaning depends on organizational context.","mapped":["C:C01","C:C04","C:C05","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Code quality & security"],"summary":"Weak code ownership predicts defects in some settings while intentional shared ownership can be healthy.","topics":["K:Specifications and governance","K:Ownership and knowledge transfer","K:Agent context and persistent memory","K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory","volumes":["V06"],"year":"2015"} 2026-10-09 corrected editorial crosswalk 2015 Weak code ownership predicts defects in some settings while intentional shared ownership can be healthy. B Observational / qualitative evidence no System knowledge & memory paper Code Ownership and Software Quality: A Replication Study Greiler Regression only, ownership meaning depends on organizational context. Preserve human system comprehension, provenance and durable agent context. ["C:C01", "C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH05:AUTHOR_CAMERA_READY_PDF_LOCATED; CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory 2015 {"actual":["C:C01"],"authors":"Minelli","category":null,"collection":"W","id":"W176","kind":"paper","label":"I Know What You Did Last Summer — An Investigation of How Developers Spend Their Time","limitation":"One IDE ecosystem and mixed student/professional cohort.","mapped":["C:C01","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Understanding consumes a larger share of developer time than typing in an observed Smalltalk setting.","topics":["K:Skills formation and teaching","K:System understanding and rationale","K:Evaluation methodology and baselines"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory","volumes":["V06"],"year":"2015"} 2026-10-09 corrected editorial crosswalk 2015 Understanding consumes a larger share of developer time than typing in an observed Smalltalk setting. B Observational / qualitative evidence no System knowledge & memory paper I Know What You Did Last Summer — An Investigation of How Developers Spend Their Time Minelli One IDE ecosystem and mixed student/professional cohort. Preserve human system comprehension, provenance and durable agent context. ["C:C01"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory 2015 {"actual":[],"authors":"Müller","category":null,"collection":"W","id":"W177","kind":"paper","label":"Stuck and Frustrated or in Flow and Happy: Sensing Developers' Emotions and Progress","limitation":"Tiny sample and predictor errors; monitoring raises privacy concerns.","mapped":["C:C02","C:C09","C:C10","C:C12"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Sensing subjective strain and flow might complement throughput metrics when evaluating human-agent collaboration.","topics":["K:Output versus shipped value","K:Developer workflow and adoption","K:Employment and early-career roles","K:Human-agent collaboration","K:Dataset provenance and dependency"],"url":"https://doi.org/10.1109/ICSE.2015.334","volumes":[],"year":"2015"} 2026-10-09 corrected editorial crosswalk 2015 Sensing subjective strain and flow might complement throughput metrics when evaluating human-agent collaboration. B Observational / qualitative evidence no System knowledge & memory paper Stuck and Frustrated or in Flow and Happy: Sensing Developers' Emotions and Progress Müller https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Tiny sample and predictor errors; monitoring raises privacy concerns. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence publisher_doi NO https://doi.org/10.1109/ICSE.2015.334 Observational / qualitative evidence https://doi.org/10.1109/ICSE.2015.334 2015 {"actual":["C:C10"],"authors":"Rastogi","category":null,"collection":"W","id":"W178","kind":"paper","label":"Ramp-Up Journey of New Hires: Tug of War of Aids and Impediments","limitation":"Absolute durations withheld; first PR is invalid proxy for competency.","mapped":["C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"First commit arrives well before full file-level breadth and ramp-up; different activity measures plateau at different times.","topics":["K:Onboarding and developer fluency","K:Evaluation methodology and baselines"],"url":"https://doi.org/10.1109/ESEM.2015.7321212","volumes":["V06"],"year":"2015"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2015 First commit arrives well before full file-level breadth and ramp-up; different activity measures plateau at different times. 10.1109/ESEM.2015.7321212 B Observational / qualitative evidence no_primary_locator_only System knowledge & memory paper Ramp-Up Journey of New Hires: Tug of War of Aids and Impediments Rastogi Absolute durations withheld; first PR is invalid proxy for competency. Preserve human system comprehension, provenance and durable agent context. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING https://doi.org/10.1109/ESEM.2015.7321212 2015 ESEM ramp-up paper; distinct from later similarly named paper Observational / qualitative evidence https://doi.org/10.1109/ESEM.2015.7321212 PUBLISHER_DOI_RECORD 2015 {"actual":[],"authors":"Sharafi","category":null,"collection":"W","id":"W179","kind":"paper","label":"A systematic literature review on the usage of eye-tracking in software engineering","limitation":"Predates LLM tooling; study design gaps not outcome evidence.","mapped":["C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Existing gaze-based studies seldom isolate effects of own-code versus other-code understanding.","topics":["K:Developer workflow and adoption","K:Human cognitive load","K:System understanding and rationale"],"url":"https://doi.org/10.1016/j.infsof.2015.06.008","volumes":[],"year":"2015"} 2026-10-09 corrected editorial crosswalk 2015 Existing gaze-based studies seldom isolate effects of own-code versus other-code understanding. B Literature synthesis no System knowledge & memory paper A systematic literature review on the usage of eye-tracking in software engineering Sharafi https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Predates LLM tooling; study design gaps not outcome evidence. Compare human-on-human, human-on-agent and AI-on-human review and record review effort, precision and real defects. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Literature synthesis publisher_doi NO https://doi.org/10.1016/j.infsof.2015.06.008 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Literature synthesis https://doi.org/10.1016/j.infsof.2015.06.008 2015 {"actual":[],"authors":"Fritz","category":null,"collection":"W","id":"W180","kind":"paper","label":"Using psycho-physiological measures to assess task difficulty in software development","limitation":"Performance on new programmers weaker; implementation costs and privacy limits.","mapped":["C:C09","C:C10","C:C12"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Multi-sensor measurements may detect task difficulty and cognitive burden more directly than edit counts.","topics":["K:Human cognitive load","K:Economic costs and return","K:Evaluation methodology and baselines"],"url":"https://www.microsoft.com/en-us/research/publication/using-psycho-physiological-measures-to-assess-task-difficulty-in-software-development/","volumes":[],"year":"2014"} 2026-10-09 corrected editorial crosswalk 2014 Multi-sensor measurements may detect task difficulty and cognitive burden more directly than edit counts. B Benchmark / controlled laboratory no System knowledge & memory paper Using psycho-physiological measures to assess task difficulty in software development Fritz https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Performance on new programmers weaker; implementation costs and privacy limits. Preserve human system comprehension, provenance and durable agent context. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory institutional_publication_record NO https://www.microsoft.com/en-us/research/publication/using-psycho-physiological-measures-to-assess-task-difficulty-in-software-development/ Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING Benchmark / controlled laboratory https://www.microsoft.com/en-us/research/publication/using-psycho-physiological-measures-to-assess-task-difficulty-in-software-development/ 2014 {"actual":[],"authors":"Siegmund","category":null,"collection":"W","id":"W181","kind":"paper","label":"Understanding understanding source code with functional magnetic resonance imaging","limitation":"Contrived snippets with obscured identifiers.","mapped":["C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Brain activation differs between true program comprehension and superficial syntax spotting.","topics":["K:Human cognitive load","K:System understanding and rationale"],"url":"https://doi.org/10.1145/2568225.2568252","volumes":[],"year":"2014"} 2026-10-09 corrected editorial crosswalk 2014 Brain activation differs between true program comprehension and superficial syntax spotting. B Benchmark / controlled laboratory no System knowledge & memory paper Understanding understanding source code with functional magnetic resonance imaging Siegmund https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Contrived snippets with obscured identifiers. Preserve human system comprehension, provenance and durable agent context. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Benchmark / controlled laboratory publisher_doi NO https://doi.org/10.1145/2568225.2568252 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Benchmark / controlled laboratory https://doi.org/10.1145/2568225.2568252 2014 {"actual":["C:C05","C:C09"],"authors":"Bird","category":null,"collection":"W","id":"W182","kind":"paper","label":"Don't Touch My Code! Examining the Effects of Ownership on Software Quality","limitation":"Product-level correlation and human-authorship assumption not portable unchanged to agent output.","mapped":["C:C02","C:C05","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Code quality & security"],"summary":"Low-concentration human code ownership correlates with defects; suggests stewardship matters.","topics":["K:Output versus shipped value","K:Ownership and knowledge transfer"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory","volumes":["V06"],"year":"2011"} 2026-10-09 corrected editorial crosswalk 2011 Low-concentration human code ownership correlates with defects; suggests stewardship matters. B Observational / qualitative evidence no System knowledge & memory paper Don't Touch My Code! Examining the Effects of Ownership on Software Quality Bird Product-level correlation and human-authorship assumption not portable unchanged to agent output. Preserve human system comprehension, provenance and durable agent context. ["C:C05", "C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH05:PUBLISHER_RECORD_AND_AUTHOR_SOURCE_LOCATED; CH09:ORIGINAL_PDF_VERIFIED Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory 2011 {"actual":[],"authors":"Dagenais","category":null,"collection":"W","id":"W183","kind":"paper","label":"Moving into a New Software Project Landscape","limitation":"Small heterogeneous IBM samples, legacy context.","mapped":["C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"New developers need exploration and environment setup before completing useful changes, regardless of code generation rate.","topics":["K:Onboarding and developer fluency","K:System understanding and rationale","K:Agent context and persistent memory","K:Dataset provenance and dependency"],"url":"https://research.ibm.com/publications/moving-into-a-new-software-project-landscape","volumes":[],"year":"2010"} 2026-10-09 corrected editorial crosswalk 2010 New developers need exploration and environment setup before completing useful changes, regardless of code generation rate. B Observational / qualitative evidence no System knowledge & memory paper Moving into a New Software Project Landscape Dagenais https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory Small heterogeneous IBM samples, legacy context. Preserve human system comprehension, provenance and durable agent context. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence institutional_publication_record NO https://research.ibm.com/publications/moving-into-a-new-software-project-landscape Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING Observational / qualitative evidence https://research.ibm.com/publications/moving-into-a-new-software-project-landscape 2010 {"actual":["C:C10"],"authors":"Zhou","category":null,"collection":"W","id":"W184","kind":"paper","label":"Developer Fluency: Achieving True Mastery in Software Projects","limitation":"Three-plus-year mastery is a hypothesis, not directly measured universal threshold.","mapped":["C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"Newcomers can match task counts long before developing fluency for difficult central components.","topics":["K:Onboarding and developer fluency","K:Evaluation methodology and baselines"],"url":"https://doi.org/10.1145/1882291.1882313","volumes":["V06"],"year":"2010"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2010 Newcomers can match task counts long before developing fluency for difficult central components. 10.1145/1882291.1882313 B Observational / qualitative evidence no_primary_locator_only System knowledge & memory paper Developer Fluency: Achieving True Mastery in Software Projects Zhou Three-plus-year mastery is a hypothesis, not directly measured universal threshold. Preserve human system comprehension, provenance and durable agent context. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING https://doi.org/10.1145/1882291.1882313 2010 conference; full method tables pending Observational / qualitative evidence https://doi.org/10.1145/1882291.1882313 PUBLISHER_DOI_RECORD 2010 {"actual":["C:C09","C:C11"],"authors":"Mockus","category":null,"collection":"W","id":"W185","kind":"paper","label":"Succession: Measuring Transfer of Code and Developer Productivity","limitation":"Past corporate development model; not agent-mediated work.","mapped":["C:C02","C:C09","C:C10","C:C11"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Ownership transfer across teams or geography may lower successor effectiveness without deliberate knowledge handoff.","topics":["K:Output versus shipped value","K:Ownership and knowledge transfer","K:Evaluation methodology and baselines"],"url":"https://mockus.org/papers/succession.pdf","volumes":["V06"],"year":"2009"} 2026-10-10 PRIMARY_MANUSCRIPT_SECTIONS ICSE 2009 PDF p. 6 Table 1; p. 9 Table 2 (zero-based PDF page indices 5 and 8), Section 6.3-6.4 2026-10-09 corrected editorial crosswalk 2009 Ownership transfer across teams or geography may lower successor effectiveness without deliberate knowledge handoff. 10.1109/ICSE.2009.5070509 A INDUSTRIAL_OBSERVATIONAL_SUCCESSION_REGRESSION yes_selected_methods System knowledge & memory paper Succession: Measuring Transfer of Code and Developer Productivity Mockus Past corporate development model; not agent-mediated work. Use to teach a metrics hierarchy: generated code → integrated change → deployed outcome → customer value. ["C:C09", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Quasi-experimental / matched observation Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 3 CH09:ORIGINAL_ABSTRACT_AND_METADATA_VERIFIED; CH10:FULL_TEXT_REVIEW_PENDING; CH11:FULL_TEXT_PENDING https://mockus.org/papers/succession.pdf ICSE 2009 Sections 5 and 6, Tables 1-2; 10 identified succession cases and 1,012 mentor-follower pairs INDUSTRIAL_OBSERVATIONAL_SUCCESSION_REGRESSION https://mockus.org/papers/succession.pdf FULLTEXT_PRIMARY_METHODS_TABLES 2009 {"actual":["C:C01","C:C09"],"authors":"LaToza","category":null,"collection":"W","id":"W186","kind":"paper","label":"Maintaining Mental Models: A Study of Developer Work Habits","limitation":"Perceived problem ratings, not timed comprehension measures.","mapped":["C:C01","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Developers struggle particularly with others' code and hidden design rationale, making explanation provenance an asset.","topics":["K:Automation bias and trust","K:Human cognitive load","K:System understanding and rationale","K:Evaluation methodology and baselines"],"url":"https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/p492-latoza.pdf","volumes":["V06"],"year":"2006"} 2026-10-10 PRIMARY_MANUSCRIPT_SECTIONS ICSE 2006 PDF pp. 2-4, Section 3 method, 3.3 sampling and Table 1 2026-10-09 corrected editorial crosswalk 2006 Developers struggle particularly with others' code and hidden design rationale, making explanation provenance an asset. 10.1145/1134285.1134355 C EXPLORATORY_SINGLE_COMPANY_SURVEY_AND_INTERVIEWS yes_selected_methods System knowledge & memory paper Maintaining Mental Models: A Study of Developer Work Habits LaToza Perceived problem ratings, not timed comprehension measures. Preserve human system comprehension, provenance and durable agent context. ["C:C01", "C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Self-report / commercial evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:AUTHOR_INSTITUTIONAL_ABSTRACT_VERIFIED https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/p492-latoza.pdf ICSE 2006 Section 3.3, 157 and 187 responses from separate invitations of 1000 each; 11 interviews; selection bias not measured EXPLORATORY_SINGLE_COMPANY_SURVEY_AND_INTERVIEWS https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/p492-latoza.pdf FULLTEXT_PRIMARY_METHODS_TABLES 2006 {"actual":["C:C10"],"authors":"Mockus","category":null,"collection":"W","id":"W187","kind":"paper","label":"Globalization by Chunking: A Quantitative Approach","limitation":"One team and counting commits; does not measure full mastery or AI effects.","mapped":["C:C02","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"New engineers took more than a year on average to reach a change-count plateau in one telecommunications system.","topics":["K:Output versus shipped value","K:Evaluation methodology and baselines"],"url":"https://mockus.org/papers/chunking.pdf","volumes":["V06"],"year":"2001"} 2026-10-10 PRIMARY_METADATA_LOCATOR Primary publication record; page-level study audit pending 2026-10-09 corrected editorial crosswalk 2001 New engineers took more than a year on average to reach a change-count plateau in one telecommunications system. 10.1109/52.914737 B Observational / qualitative evidence no_primary_locator_only System knowledge & memory paper Globalization by Chunking: A Quantitative Approach Mockus One team and counting commits; does not measure full mastery or AI effects. Preserve human system comprehension, provenance and durable agent context. ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING https://mockus.org/papers/chunking.pdf Original author-hosted journal paper; full-text inspection not completed Observational / qualitative evidence https://mockus.org/papers/chunking.pdf AUTHOR_FULL_TEXT_LOCATOR_ONLY 2001 {"actual":[],"authors":"Sim","category":null,"collection":"W","id":"W188","kind":"paper","label":"The Ramp-Up Problem in Software Projects: A Case Study of How Software Immigrants Naturalize","limitation":"N=4; expert estimate for six-to-twelve-month productivity not measured.","mapped":["C:C02","C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"Environmental access and mentoring dominate early onboarding, with independence possible before comprehensive system understanding.","topics":["K:Output versus shipped value","K:Human cognitive load","K:Skills formation and teaching","K:Onboarding and developer fluency","K:System understanding and rationale","K:Evaluation methodology and baselines"],"url":"https://dl.acm.org/doi/10.5555/302163.302199","volumes":[],"year":"1998"} 2026-10-09 corrected editorial crosswalk 1998 Environmental access and mentoring dominate early onboarding, with independence possible before comprehensive system understanding. B Observational / qualitative evidence no System knowledge & memory paper The Ramp-Up Problem in Software Projects: A Case Study of How Software Immigrants Naturalize Sim https://www.sepolimi.com/p/se-ai-bibliography-system-knowledge-memory N=4; expert estimate for six-to-twelve-month productivity not measured. Use as a baseline when designing AI-supported onboarding with independent comprehension and retention tests. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence publisher_record NO https://dl.acm.org/doi/10.5555/302163.302199 Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH10:FULL_TEXT_REVIEW_PENDING Observational / qualitative evidence https://dl.acm.org/doi/10.5555/302163.302199 1998 {"actual":["C:C05","C:C09","C:C11"],"authors":"Wheeler","category":null,"collection":"W","id":"W189","kind":"paper","label":"The Substrate Collapse: AI Code Generation Invalidates Authorship-Based Knowledge Metrics","limitation":"Central insight is conceptual; no empirical recalibration proposed.","mapped":["C:C05","C:C09","C:C10","C:C11"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Authorship-based truck-factor and ownership metrics may become misleading once agents author code without human understanding.","topics":["K:Skills formation and teaching","K:System understanding and rationale","K:Ownership and knowledge transfer"],"url":"https://arxiv.org/abs/2606.20882","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Authorship-based truck-factor and ownership metrics may become misleading once agents author code without human understanding. C Theory / argument (not a new result) no System knowledge & memory paper The Substrate Collapse: AI Code Generation Invalidates Authorship-Based Knowledge Metrics Wheeler Central insight is conceptual; no empirical recalibration proposed. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C05", "C:C09", "C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Theory / argument (not a new result) Argument is plausible but does not statistically prove invalidity for every repository 2026-10-10 ORIGINAL_HTML_CONCEPTUAL_METHOD Premise, measurement critique and explicit scope sections Argues commits and authorship are no longer reliable proxies for comprehension under generation NO https://arxiv.org/html/2606.20882 PASS4_SELECTED_PRIMARY_2026-10-10 No new developer sample or fresh authorship-truck-factor validation arXiv:2606.20882v1 (2026-06-18) Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 3 CH05:FULL_TEXT_OPENED_METHODS_PENDING; CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING; CH11:FULL_TEXT_PENDING Theory / argument (not a new result) https://arxiv.org/abs/2606.20882 2026 {"actual":[],"authors":"Abdelsalam","category":null,"collection":"W","id":"W190","kind":"paper","label":"How do Humans and LLMs Process Confusing Code?","limitation":"Reused small EEG dataset and one model; correlation not general ability.","mapped":["C:C09","C:C10"],"printed":true,"streams":["T:System knowledge & memory"],"summary":"Model perplexity and human confusion can correlate on difficult source lines, suggesting possible code-comprehension diagnostics.","topics":["K:Code reuse and duplication","K:Human cognitive load","K:System understanding and rationale","K:Dataset provenance and dependency"],"url":"https://arxiv.org/abs/2508.18547","volumes":[],"year":"2025"} 2026-10-09 corrected editorial crosswalk 2025 Model perplexity and human confusion can correlate on difficult source lines, suggesting possible code-comprehension diagnostics. B Observational / qualitative evidence no System knowledge & memory paper How do Humans and LLMs Process Confusing Code? Abdelsalam Reused small EEG dataset and one model; correlation not general ability. Preserve human system comprehension, provenance and durable agent context. [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH09:PRIMARY_FULL_TEXT_AUDIT_PENDING Observational / qualitative evidence https://arxiv.org/abs/2508.18547 2025 {"actual":["C:C03","C:C04"],"authors":"Ehsani","category":null,"collection":"W","id":"W191","kind":"paper","label":"Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub","limitation":"Failure coding depends on visible GitHub information; shared AIDev sample.","mapped":["C:C01","C:C03","C:C04","C:C07","C:C08"],"printed":true,"streams":["T:What agents can do","T:Verification & review"],"summary":"Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers.","topics":["K:Review capacity and maintainers","K:Agent failure and escalation","K:System understanding and rationale","K:Dataset provenance and dependency"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-what-agents-can-do","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. B Observational / qualitative evidence no What agents can do paper Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub Ehsani Failure coding depends on visible GitHub information; shared AIDev sample. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C03", "C:C04"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 1 CH03:ARXIV_ABSTRACT_VERIFIED Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-what-agents-can-do 2026 {"actual":["C:C07"],"authors":"Li","category":null,"collection":"W","id":"W192","kind":"paper","label":"AIDev: Studying AI Coding Agents on GitHub","limitation":"Shared data are not independent replications; five agents and snapshot through mid-2025.","mapped":["C:C03","C:C07","C:C08"],"printed":true,"streams":["T:What agents can do","T:Verification & review"],"summary":"Supplies a reusable 932791-PR universe and a curated 33596-PR subset that underpins many agent outcome studies.","topics":["K:Independent verification and oracles","K:Evaluation methodology and baselines","K:Dataset provenance and dependency"],"url":"https://arxiv.org/html/2602.09185","volumes":["V06"],"year":"2026"} arXiv 2602.09185 html Introduction and dataset description; chapter 7 earlier audit primary-source register 2026-10-09 corrected editorial crosswalk 2026 Supplies a reusable 932791-PR universe and a curated 33596-PR subset that underpins many agent outcome studies. Dataset observational and shared by W068/W071; overlapping observations are not independent replication. B Observational / qualitative evidence no What agents can do paper AIDev: Studying AI Coding Agents on GitHub Li Shared data are not independent replications; five agents and snapshot through mid-2025. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C07"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH03:ARXIV_ABSTRACT_VERIFIED; CH07:FULLTEXT_HTML_DATASET https://arxiv.org/html/2602.09185 Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-what-agents-can-do 2026 {"actual":["C:C03","C:C07"],"authors":"METR / Epoch AI","category":null,"collection":"W","id":"W193","kind":"paper","label":"MirrorCode: Evidence that AI can already do some weeks-long coding tasks","limitation":"Human-hours counterfactual inferred; not general work-hour substitution or deployment readiness.","mapped":["C:C03","C:C07"],"printed":true,"streams":["T:What agents can do"],"summary":"Agents can replicate substantial multi-file implementation work in a constrained exercise, challenging simplistic duration ceilings.","topics":["K:Controlled productivity evidence","K:Evaluation methodology and baselines","K:Long-running agent execution"],"url":"https://www.sepolimi.com/p/se-ai-bibliography-what-agents-can-do","volumes":["V06"],"year":"2026"} 2026-10-09 corrected editorial crosswalk 2026 Agents can replicate substantial multi-file implementation work in a constrained exercise, challenging simplistic duration ceilings. B Observational / qualitative evidence no What agents can do paper MirrorCode: Evidence that AI can already do some weeks-long coding tasks METR / Epoch AI Human-hours counterfactual inferred; not general work-hour substitution or deployment readiness. Make the engineering response an explicit scoped permission, testable gate or human escalation criterion. ["C:C03", "C:C07"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true LEGACY_EDITORIAL_GRAPH Observational / qualitative evidence Archived self-reported inspection depth; no independent reinspection from these archive records in 2026-10-10 pass. 2 CH03:NOT_INDEPENDENTLY_INSPECTED; CH07:FULLTEXT_INSTITUTIONAL Observational / qualitative evidence https://www.sepolimi.com/p/se-ai-bibliography-what-agents-can-do 2026 {"actual":[],"authors":"","category":"themes","collection":null,"id":"T:Productivity","kind":"theme","label":"Productivity","limitation":"","mapped":[],"printed":false,"streams":["T:Productivity"],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Productivity theme Productivity LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"themes","collection":null,"id":"T:Code quality & security","kind":"theme","label":"Code quality & security","limitation":"","mapped":[],"printed":false,"streams":["T:Code quality & security"],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Code quality & security theme Code quality & security LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"themes","collection":null,"id":"T:Verification & review","kind":"theme","label":"Verification & review","limitation":"","mapped":[],"printed":false,"streams":["T:Verification & review"],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Verification & review theme Verification & review LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"themes","collection":null,"id":"T:Skills & learning","kind":"theme","label":"Skills & learning","limitation":"","mapped":[],"printed":false,"streams":["T:Skills & learning"],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Skills & learning theme Skills & learning LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"themes","collection":null,"id":"T:Jobs & roles","kind":"theme","label":"Jobs & roles","limitation":"","mapped":[],"printed":false,"streams":["T:Jobs & roles"],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Jobs & roles theme Jobs & roles LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"themes","collection":null,"id":"T:Economics","kind":"theme","label":"Economics","limitation":"","mapped":[],"printed":false,"streams":["T:Economics"],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Economics theme Economics LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"themes","collection":null,"id":"T:Engineering structure","kind":"theme","label":"Engineering structure","limitation":"","mapped":[],"printed":false,"streams":["T:Engineering structure"],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Engineering structure theme Engineering structure LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"themes","collection":null,"id":"T:System knowledge & memory","kind":"theme","label":"System knowledge & memory","limitation":"","mapped":[],"printed":false,"streams":["T:System knowledge & memory"],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk System knowledge & memory theme System knowledge & memory LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"themes","collection":null,"id":"T:What agents can do","kind":"theme","label":"What agents can do","limitation":"","mapped":[],"printed":false,"streams":["T:What agents can do"],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk What agents can do theme What agents can do LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Output versus shipped value","kind":"topic","label":"Output versus shipped value","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Output versus shipped value LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Controlled productivity evidence","kind":"topic","label":"Controlled productivity evidence","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Controlled productivity evidence LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Developer workflow and adoption","kind":"topic","label":"Developer workflow and adoption","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Developer workflow and adoption LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Review capacity and maintainers","kind":"topic","label":"Review capacity and maintainers","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Review capacity and maintainers LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:AI as reviewer","kind":"topic","label":"AI as reviewer","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic AI as reviewer LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Automation bias and trust","kind":"topic","label":"Automation bias and trust","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Automation bias and trust LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Independent verification and oracles","kind":"topic","label":"Independent verification and oracles","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Independent verification and oracles LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Benchmarks and construct validity","kind":"topic","label":"Benchmarks and construct validity","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Benchmarks and construct validity LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Agent failure and escalation","kind":"topic","label":"Agent failure and escalation","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Agent failure and escalation LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Technical debt and complexity","kind":"topic","label":"Technical debt and complexity","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Technical debt and complexity LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Code reuse and duplication","kind":"topic","label":"Code reuse and duplication","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Code reuse and duplication LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Vulnerability and secure code","kind":"topic","label":"Vulnerability and secure code","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Vulnerability and secure code LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Prompt injection and malicious tools","kind":"topic","label":"Prompt injection and malicious tools","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Prompt injection and malicious tools LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Dependencies and agent supply chain","kind":"topic","label":"Dependencies and agent supply chain","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Dependencies and agent supply chain LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Architecture and modularity","kind":"topic","label":"Architecture and modularity","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Architecture and modularity LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Specifications and governance","kind":"topic","label":"Specifications and governance","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Specifications and governance LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Human cognitive load","kind":"topic","label":"Human cognitive load","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Human cognitive load LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Skills formation and teaching","kind":"topic","label":"Skills formation and teaching","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Skills formation and teaching LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Cognitive offloading and skill debt","kind":"topic","label":"Cognitive offloading and skill debt","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Cognitive offloading and skill debt LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Onboarding and developer fluency","kind":"topic","label":"Onboarding and developer fluency","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Onboarding and developer fluency LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:System understanding and rationale","kind":"topic","label":"System understanding and rationale","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic System understanding and rationale LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Ownership and knowledge transfer","kind":"topic","label":"Ownership and knowledge transfer","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Ownership and knowledge transfer LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Agent context and persistent memory","kind":"topic","label":"Agent context and persistent memory","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Agent context and persistent memory LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Employment and early-career roles","kind":"topic","label":"Employment and early-career roles","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Employment and early-career roles LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Remote work and apprenticeship","kind":"topic","label":"Remote work and apprenticeship","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Remote work and apprenticeship LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Economic costs and return","kind":"topic","label":"Economic costs and return","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Economic costs and return LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Evaluation methodology and baselines","kind":"topic","label":"Evaluation methodology and baselines","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Evaluation methodology and baselines LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Long-running agent execution","kind":"topic","label":"Long-running agent execution","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Long-running agent execution LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Human-agent collaboration","kind":"topic","label":"Human-agent collaboration","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Human-agent collaboration LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"topics","collection":null,"id":"K:Dataset provenance and dependency","kind":"topic","label":"Dataset provenance and dependency","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk topic Dataset provenance and dependency LEGACY_EDITORIAL_GRAPH {"actual":["C:C01"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C01","kind":"chapter","label":"AI Changes the Unit of Software Work","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"Defines an accepted, operable change as the unit of engineering work. The approval-routing case separates business intention, implementation, verification and acceptance, showing why brownfield understanding and explicit decision rights still matter when an AI agent generates the patch.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter AI changes the unit of software work LEGACY_EDITORIAL_GRAPH NDSE2:C01 L'AI cambia l'unità di lavoro della software engineering {"actual":["C:C02"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C02","kind":"chapter","label":"Measuring Productivity from Code to Production","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"Examines productivity measures from generated output to accepted releases. It distinguishes randomized evidence from observational comparisons and develops a pilot that records review, rework, quality and hidden human effort before an adoption decision.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter Measuring productivity from code to production LEGACY_EDITORIAL_GRAPH NDSE2:C02 Misurare la produttività: dal codice alla produzione {"actual":["C:C03"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C03","kind":"chapter","label":"Limits and Capability of Coding Agents","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"Turns agent capability into a bounded engineering hypothesis. Permissions, tools, budgets, stopping rules and escalation constrain execution; the chapter compares execution routes and parallel work while keeping technical completion separate from authorized acceptance.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter Limits and capability of coding agents LEGACY_EDITORIAL_GRAPH NDSE2:C03 Limiti e capacità dei coding agent {"actual":["C:C04"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C04","kind":"chapter","label":"Intentions, Contracts and Iterative Change","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"Develops a versioned intention contract for an existing service. Behavioral examples and acceptance rules are established independently of implementation, while late policy changes trigger targeted impact analysis and invalidate only the decisions and evidence they affect.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter Specifications, intent and executable contracts LEGACY_EDITORIAL_GRAPH NDSE2:C04 Intenzioni, contratti e cambiamento iterativo {"actual":["C:C05"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C05","kind":"chapter","label":"Quality, Architecture and Maintainability","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"Separates immediate correctness from architectural fit and maintenance obligations. Through duplication, post-merge evidence and a second change to the running service, it develops fitness checks and explicit stewardship instead of treating a passing test suite as complete quality assurance.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter AI-generated code quality, architecture and maintainability LEGACY_EDITORIAL_GRAPH NDSE2:C05 Qualità, architettura e manutenibilità {"actual":["C:C06"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C06","kind":"chapter","label":"Securing Generated Code and Agent Runtimes","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"Threat-models two distinct surfaces: the generated application and the agent runtime. Dependency provenance, prompt injection, tool permissions and external services become enforceable boundaries, with security evidence tied to the release decision.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter Securing generated code and the agent runtime LEGACY_EDITORIAL_GRAPH NDSE2:C06 Mettere in sicurezza il codice generato e i runtime degli agent {"actual":["C:C07"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C07","kind":"chapter","label":"Independent Verification and the Oracle Problem","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"Builds independent verification around authorized behavior. Regression cases, properties, counterexamples and mutants expose circular testing; correlated checker errors and benchmark limits motivate an evidence dossier that supports review without granting the maker acceptance authority.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter Testing, external oracles and evidence of correctness LEGACY_EDITORIAL_GRAPH NDSE2:C07 Verifica indipendente e problema dell'oracle {"actual":["C:C08"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C08","kind":"chapter","label":"Code Review and Trust Calibration","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"Allocates review effort by consequence and uncertainty. It examines human and AI reviewers, false positives, shared blind spots and automation bias, then separates finding disposition, coverage of acceptance obligations and the accountable release verdict.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter Code review and trust calibration LEGACY_EDITORIAL_GRAPH NDSE2:C08 Code review e calibrazione della fiducia {"actual":["C:C09"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C09","kind":"chapter","label":"System Understanding, Context and Persistent Memory","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"Treats context and persistent memory as claims with provenance, ownership and expiry. It develops software-specific knowledge records and invalidation rules, then uses a handoff and an explicitly limited retrieval comparison to test what a successor can reconstruct.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter System understanding, context and persistent memory LEGACY_EDITORIAL_GRAPH NDSE2:C09 Comprensione del sistema, context e memoria persistente {"actual":["C:C10"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C10","kind":"chapter","label":"Developer Learning, Mentoring and Comprehension Debt","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"Distinguishes assisted task completion from retained competence. Mentoring, explanations, repairs and deliberate practice lead to delayed retention and transfer checks; proposed competence measures remain instruments to validate rather than established scores.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter Developer learning, mentoring and comprehension debt LEGACY_EDITORIAL_GRAPH NDSE2:C10 Apprendimento, mentoring e debito di comprensione degli sviluppatori {"actual":["C:C11"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C11","kind":"chapter","label":"Teams, Governance and the Engineering Organization","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"Moves from individual output to team throughput and decision rights. Policy owners, makers, checkers and release authorities coordinate parallel work and late intention changes, with operational feedback and review capacity governing staged, reversible adoption.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter Teams, governance and the changing engineering organization LEGACY_EDITORIAL_GRAPH NDSE2:C11 Team, governance e organizzazione dell'ingegneria del software {"actual":["C:C12"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C12","kind":"chapter","label":"Economics, Jobs, Risk and Evidence-Based Adoption","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"Evaluates the economics of the whole engineering loop, including human effort, failed attempts, maintenance and risk. Employment evidence and alternative explanations remain separate from forecasts; adoption requires a counterfactual, uncertainty bounds and a reversal condition.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk 13.7.1 chapter Economics, jobs, risk and evidence-based adoption LEGACY_EDITORIAL_GRAPH NDSE2:C12 Economia, lavoro, rischio e adozione basata sulle evidenze {"actual":[],"authors":"","category":"provenance","collection":null,"id":"D:AIDev","kind":"dataset","label":"AIDev dataset family","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 2026-10-09 corrected editorial crosswalk dataset AIDev dataset family LEGACY_EDITORIAL_GRAPH W192 W068 W071 are related observational analyses, not independent studies. AIDev PR collection: 932,791 total agent-authored PRs, curated subset of 33,596; reused across MSR-2026 studies. Corpus size is not pooled sample size. {"actual":[],"authors":"","category":"provenance","collection":null,"id":"M:Benchmark / controlled laboratory","kind":"method","label":"Benchmark / controlled laboratory","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk method Benchmark / controlled laboratory LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"M:Controlled human or field experiment","kind":"method","label":"Controlled human or field experiment","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk method Controlled human or field experiment LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"M:Literature synthesis","kind":"method","label":"Literature synthesis","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk method Literature synthesis LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"M:Missing outcome details","kind":"method","label":"Missing outcome details","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk method Missing outcome details LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"M:Observational / qualitative evidence","kind":"method","label":"Observational / qualitative evidence","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk method Observational / qualitative evidence LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"M:Quasi-experimental / matched observation","kind":"method","label":"Quasi-experimental / matched observation","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk method Quasi-experimental / matched observation LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"M:Self-report / commercial evidence","kind":"method","label":"Self-report / commercial evidence","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk method Self-report / commercial evidence LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"M:Theory / argument (not a new result)","kind":"method","label":"Theory / argument (not a new result)","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk method Theory / argument (not a new result) LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"MC:Observational job-postings trend analysis (not a randomized field experiment)","kind":"audited_method","label":"Observational job-postings trend analysis (not a randomized field experiment)","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Independent editorial check audited_method Observational job-postings trend analysis (not a randomized field experiment) LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"MC:Practitioner guidance / ROI calculator (not an experimental study)","kind":"audited_method","label":"Practitioner guidance / ROI calculator (not an experimental study)","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Independent editorial check audited_method Practitioner guidance / ROI calculator (not an experimental study) LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"MC:Qualitative student diary study (not commercial self-report)","kind":"audited_method","label":"Qualitative student diary study (not commercial self-report)","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Independent editorial check audited_method Qualitative student diary study (not commercial self-report) LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"MC:Systematic mapping / literature synthesis (not a controlled benchmark)","kind":"audited_method","label":"Systematic mapping / literature synthesis (not a controlled benchmark)","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Independent editorial check audited_method Systematic mapping / literature synthesis (not a controlled benchmark) LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"MC:Software-team onboarding case study (not commercial report)","kind":"audited_method","label":"Software-team onboarding case study (not commercial report)","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Independent editorial check audited_method Software-team onboarding case study (not commercial report) LEGACY_EDITORIAL_GRAPH {"actual":[],"authors":"","category":"provenance","collection":null,"id":"MC:Developer work-practices field study (not commercial report)","kind":"audited_method","label":"Developer work-practices field study (not commercial report)","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk Independent editorial check audited_method Developer work-practices field study (not commercial report) LEGACY_EDITORIAL_GRAPH {"actual":["C:C01"],"authors":"","category":"sections","collection":null,"id":"S:1.1","kind":"section","label":"Software engineering begins before the code","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"Begin with established evidence on how professional developers spend time understanding, modifying, testing and integrating systems. Distinguish typing a patch from delivering an accepted, operable change, then introduce agentic-software-engineering visions explicitly as proposed extensions rather than as measured proof.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C01 section Software engineering begins before the code research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 1.1 Begin with established evidence on how professional developers spend time understanding, modifying, testing and integrating systems. Distinguish typing a patch from delivering an accepted, operable change, then introduce agentic-software-engineering visions explicitly as proposed extensions rather than as measured proof. {"actual":["C:C01"],"authors":"","category":"sections","collection":null,"id":"S:1.2","kind":"section","label":"From autocomplete to delegated execution","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"Introduce completion, conversational assistance, repository-aware agents and multi-step autonomous execution as progressively larger delegations. Explain which choices remain human-owned at each level and why increased autonomy changes coordination and control costs.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C01 section From autocomplete to delegated execution research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 1.2 Introduce completion, conversational assistance, repository-aware agents and multi-step autonomous execution as progressively larger delegations. Explain which choices remain human-owned at each level and why increased autonomy changes coordination and control costs. {"actual":["C:C01"],"authors":"","category":"sections","collection":null,"id":"S:1.3","kind":"section","label":"The engineer's work before and after AI","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"Describe the transfer of effort from typing and routine lookup toward problem framing, architecture, checking, integration and responsibility. Treat changes in developer activity as hypotheses to test, not as universal workforce predictions.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C01 section The engineer's work before and after AI research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 1.3 Describe the transfer of effort from typing and routine lookup toward problem framing, architecture, checking, integration and responsibility. Treat changes in developer activity as hypotheses to test, not as universal workforce predictions. {"actual":["C:C01"],"authors":"","category":"sections","collection":null,"id":"S:1.4","kind":"section","label":"The lifecycle of a trustworthy change","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"Trace stakeholder intention, discovery, design options, implementation, independently specified checks, human review, deployment and feedback. Define the change dossier and responsible decision-maker at each handoff. This is the author's engineering reference workflow, motivated by software lifecycle evidence and agent-governance proposals rather than experimentally validated as a whole.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C01 section The lifecycle of a trustworthy change research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 1.4 Trace stakeholder intention, discovery, design options, implementation, independently specified checks, human review, deployment and feedback. Define the change dossier and responsible decision-maker at each handoff. This is the author's engineering reference workflow, motivated by software lifecycle evidence and agent-governance proposals rather than experimentally validated as a whole. {"actual":["C:C01"],"authors":"","category":"sections","collection":null,"id":"S:1.5","kind":"section","label":"The autonomy–accountability boundary","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"Separate permission to act from authority to approve residual risk. Discuss human-on-the-loop and human-in-the-loop as design choices conditioned by impact and observability rather than slogans.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C01 section The autonomy–accountability boundary research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 1.5 Separate permission to act from authority to approve residual risk. Discuss human-on-the-loop and human-in-the-loop as design choices conditioned by impact and observability rather than slogans. {"actual":["C:C01"],"authors":"","category":"sections","collection":null,"id":"S:1.6","kind":"section","label":"Why brownfield change starts with system comprehension","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"Introduce the existing system's implicit invariants, distributed rationale and human ownership as prerequisites to a safe code edit. An early minimum context package must exist before Chapter 3 lets an agent inspect the repository; Chapter 9 will later explain how to preserve and update that knowledge durably.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C01 section Why brownfield change starts with system comprehension research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 1.6 Introduce the existing system's implicit invariants, distributed rationale and human ownership as prerequisites to a safe code edit. An early minimum context package must exist before Chapter 3 lets an agent inspect the repository; Chapter 9 will later explain how to preserve and update that knowledge durably. {"actual":["C:C01"],"authors":"","category":"sections","collection":null,"id":"S:1.7","kind":"section","label":"What the research can and cannot tell us","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"Explain study types before citing effects: controlled experiments, repository observation, surveys, benchmarks, industrial reports and position papers. Distinguish observed measurements from recommended governance processes, preparing readers to interpret the evidence critically.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C01 section What the research can and cannot tell us research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 1.7 Explain study types before citing effects: controlled experiments, repository observation, surveys, benchmarks, industrial reports and position papers. Distinguish observed measurements from recommended governance processes, preparing readers to interpret the evidence critically. {"actual":["C:C01"],"authors":"","category":"sections","collection":null,"id":"S:1.8","kind":"section","label":"A teaching case, not a reported field experiment","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"Introduce the invented transaction-approval API, its legacy interfaces, ambiguous regional threshold request and audit obligations. Make the system boundary and synthetic data explicit. Ownership and review findings explain why the example is realistic; no cited paper is claimed to have studied this particular service.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C01 section A teaching case, not a reported field experiment research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 1.8 Introduce the invented transaction-approval API, its legacy interfaces, ambiguous regional threshold request and audit obligations. Make the system boundary and synthetic data explicit. Ownership and review findings explain why the example is realistic; no cited paper is claimed to have studied this particular service. {"actual":["C:C01"],"authors":"","category":"sections","collection":null,"id":"S:1.9","kind":"section","label":"From generated output to an evidence question","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"Summarize why the reader must ask what changed, how it was checked and what consequence followed. Define the initial questions to be answered in a controlled pilot and bridge to a rigorous discussion of productivity.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C01 section From generated output to an evidence question research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 1.9 Summarize why the reader must ask what changed, how it was checked and what consequence followed. Define the initial questions to be answered in a controlled pilot and bridge to a rigorous discussion of productivity. {"actual":["C:C02"],"authors":"","category":"sections","collection":null,"id":"S:2.1","kind":"section","label":"The productivity denominator problem","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"Explain why suggestions accepted, tokens generated, commits, pull requests, merged changes, releases and user outcomes form different denominators. Construct a funnel in which gains can disappear at review or integration.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C02 section The productivity denominator problem research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 2.1 Explain why suggestions accepted, tokens generated, commits, pull requests, merged changes, releases and user outcomes form different denominators. Construct a funnel in which gains can disappear at review or integration. {"actual":["C:C02"],"authors":"","category":"sections","collection":null,"id":"S:2.2","kind":"section","label":"How to read causal evidence","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"Teach random assignment, matched comparison, before/after measurements, selection effects and confidence intervals using developer-tool experiments. State what a reported percentage does and does not quantify.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C02 section How to read causal evidence research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 2.2 Teach random assignment, matched comparison, before/after measurements, selection effects and confidence intervals using developer-tool experiments. State what a reported percentage does and does not quantify. {"actual":["C:C02"],"authors":"","category":"sections","collection":null,"id":"S:2.3","kind":"section","label":"Why controlled studies disagree","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"Compare positive enterprise evidence with the slower results for experienced open-source maintainers, making task familiarity, tool era, environment and developer cohort explicit. The object is conditional understanding, not a synthesized universal multiplier.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C02 section Why controlled studies disagree research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 2.3 Compare positive enterprise evidence with the slower results for experienced open-source maintainers, making task familiarity, tool era, environment and developer cohort explicit. The object is conditional understanding, not a synthesized universal multiplier. {"actual":["C:C02"],"authors":"","category":"sections","collection":null,"id":"S:2.4","kind":"section","label":"Observational adoption and its confounders","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"Examine repository adoption studies and agent trace analyses. Discuss parallel trend assumptions, tooling changes, self-selection, repository maturity and the limits of activity telemetry.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C02 section Observational adoption and its confounders research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 2.4 Examine repository adoption studies and agent trace analyses. Discuss parallel trend assumptions, tooling changes, self-selection, repository maturity and the limits of activity telemetry. {"actual":["C:C02"],"authors":"","category":"sections","collection":null,"id":"S:2.5","kind":"section","label":"Writing code versus shipping code","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"Introduce work in progress, review capacity, testing and release mechanisms as bottlenecks. Build a simple throughput model that explains why significantly more code and commits need not produce proportionately more deployed value.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C02 section Writing code versus shipping code research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 2.5 Introduce work in progress, review capacity, testing and release mechanisms as bottlenecks. Build a simple throughput model that explains why significantly more code and commits need not produce proportionately more deployed value. {"actual":["C:C02"],"authors":"","category":"sections","collection":null,"id":"S:2.6","kind":"section","label":"Quality-adjusted productivity","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"Treat complexity, post-merge rework, reviewer effort, rollback and incident risk as potential costs of faster output. Use longitudinal and maintenance studies as narrower empirical signals; position commercial industry reports as descriptive comparisons rather than causal estimates.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C02 section Quality-adjusted productivity research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 2.6 Treat complexity, post-merge rework, reviewer effort, rollback and incident risk as potential costs of faster output. Use longitudinal and maintenance studies as narrower empirical signals; position commercial industry reports as descriptive comparisons rather than causal estimates. {"actual":["C:C02"],"authors":"","category":"sections","collection":null,"id":"S:2.7","kind":"section","label":"Developer experience and hidden time","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"Compare measured task time with perceived savings, context switching, flow and debugging effort. Explain why surveys and tool dashboards are informative about adoption but insufficient for causal conclusions.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C02 section Developer experience and hidden time research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 2.7 Compare measured task time with perceived savings, context switching, flow and debugging effort. Explain why surveys and tool dashboards are informative about adoption but insufficient for causal conclusions. {"actual":["C:C02"],"authors":"","category":"sections","collection":null,"id":"S:2.8","kind":"section","label":"Designing a coding-specific field pilot","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"Set up a preregistered experiment on comparable software-maintenance tasks with a fixed observation period, quality guardrails, reviewer-minute accounting, random assignment where feasible, and documented statistical power. Enterprise coding RCTs are direct precedents; an identity-administration RCT is useful only as a cross-domain illustration of experiment design.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C02 section Designing a coding-specific field pilot research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 2.8 Set up a preregistered experiment on comparable software-maintenance tasks with a fixed observation period, quality guardrails, reviewer-minute accounting, random assignment where feasible, and documented statistical power. Enterprise coding RCTs are direct precedents; an identity-administration RCT is useful only as a cross-domain illustration of experiment design. {"actual":["C:C02"],"authors":"","category":"sections","collection":null,"id":"S:2.9","kind":"section","label":"From metrics to an evidence-based pilot decision","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"Combine measures of delivery, change failure, security, review load, human time and learning into a predeclared pilot scorecard, with uncertainty and stop criteria. DORA's ROI guide supplies practitioner calculation structure, not a new controlled-effect estimate; governance design is the author's proposed operational response.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C02 section From metrics to an evidence-based pilot decision research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 2.9 Combine measures of delivery, change failure, security, review load, human time and learning into a predeclared pilot scorecard, with uncertainty and stop criteria. DORA's ROI guide supplies practitioner calculation structure, not a new controlled-effect estimate; governance design is the author's proposed operational response. {"actual":["C:C03"],"authors":"","category":"sections","collection":null,"id":"S:3.1","kind":"section","label":"From suggestion to a permission-bounded agent","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"Describe repository reads, plans, shell tools, patches, test execution and stateful observations, but establish workspace containment, synthetic fixtures, restricted shell and no production credentials *before* the first agent action. This minimal safe runtime is elaborated into a full threat model in Chapter 6.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C03 section From suggestion to a permission-bounded agent research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 3.1 Describe repository reads, plans, shell tools, patches, test execution and stateful observations, but establish workspace containment, synthetic fixtures, restricted shell and no production credentials *before* the first agent action. This minimal safe runtime is elaborated into a full threat model in Chapter 6. {"actual":["C:C03"],"authors":"","category":"sections","collection":null,"id":"S:3.2","kind":"section","label":"What an agent actually observes","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"Distinguish source files, build outputs, test results, tool responses, retrieval context and missing organizational knowledge. Show how partial observation yields confident but incorrect modifications.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C03 section What an agent actually observes research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 3.2 Distinguish source files, build outputs, test results, tool responses, retrieval context and missing organizational knowledge. Show how partial observation yields confident but incorrect modifications. {"actual":["C:C03"],"authors":"","category":"sections","collection":null,"id":"S:3.3","kind":"section","label":"The task envelope","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"Define task size, blast radius, dependency coupling, domain novelty and availability of external checks. Propose routing rules for completion, supervised agent work or full human ownership rather than scaling autonomy blindly.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C03 section The task envelope research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 3.3 Define task size, blast radius, dependency coupling, domain novelty and availability of external checks. Propose routing rules for completion, supervised agent work or full human ownership rather than scaling autonomy blindly. {"actual":["C:C03"],"authors":"","category":"sections","collection":null,"id":"S:3.4","kind":"section","label":"Agent benchmarks and observed pull requests","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"Separate evaluation on constructed or selected tasks from naturally occurring GitHub agent PRs and from spectacular long-horizon demonstrations. Check task selection, contamination, pass criteria, human intervention and data lineage before translating any reported success into production reliability; MirrorCode is capability evidence, not a proven autonomous calendar-time SLA.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C03 section Agent benchmarks and observed pull requests research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 3.4 Separate evaluation on constructed or selected tasks from naturally occurring GitHub agent PRs and from spectacular long-horizon demonstrations. Check task selection, contamination, pass criteria, human intervention and data lineage before translating any reported success into production reliability; MirrorCode is capability evidence, not a proven autonomous calendar-time SLA. {"actual":["C:C03"],"authors":"","category":"sections","collection":null,"id":"S:3.5","kind":"section","label":"Common failure modes in real changes","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"Organize failures into misunderstood requirements, inadequate context, API mismatch, build or dependency problems, speculative fixes and integration friction. Show why retries without a diagnosis can repeat the same error.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C03 section Common failure modes in real changes research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 3.5 Organize failures into misunderstood requirements, inadequate context, API mismatch, build or dependency problems, speculative fixes and integration friction. Show why retries without a diagnosis can repeat the same error. {"actual":["C:C03"],"authors":"","category":"sections","collection":null,"id":"S:3.6","kind":"section","label":"A bounded propose–act–observe loop","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"Build an explicit task state machine: intake, plan, limited tool actions, observation, independent check, budget exhaustion, handoff. Production coding traces and failed agent PRs motivate failure handling; deterministic orchestration results from non-SWE tool workflows are architectural analogies, not proof that this loop will succeed on brownfield tasks.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C03 section A bounded propose–act–observe loop research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 3.6 Build an explicit task state machine: intake, plan, limited tool actions, observation, independent check, budget exhaustion, handoff. Production coding traces and failed agent PRs motivate failure handling; deterministic orchestration results from non-SWE tool workflows are architectural analogies, not proof that this loop will succeed on brownfield tasks. {"actual":["C:C03"],"authors":"","category":"sections","collection":null,"id":"S:3.7","kind":"section","label":"When parallel agents help and hurt","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"Explain decomposition of independent work, merge conflicts, overlapping context assumptions and correlated failures. Separate the theoretical appeal of parallelism from evidence about actual project throughput.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C03 section When parallel agents help and hurt research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 3.7 Explain decomposition of independent work, merge conflicts, overlapping context assumptions and correlated failures. Separate the theoretical appeal of parallelism from evidence about actual project throughput. {"actual":["C:C03"],"authors":"","category":"sections","collection":null,"id":"S:3.8","kind":"section","label":"Stopping rules versus acceptance authority","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"Explain local stopping, retry budgets, external failure signals and human escalation as an implementable policy. A passing test or a self-review earns readiness for independent review, not permission to deploy; specify a bounded fallback when two orchestrator rejections cannot cite a policy reason.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C03 section Stopping rules versus acceptance authority research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 3.8 Explain local stopping, retry budgets, external failure signals and human escalation as an implementable policy. A passing test or a self-review earns readiness for independent review, not permission to deploy; specify a bounded fallback when two orchestrator rejections cannot cite a policy reason. {"actual":["C:C03"],"authors":"","category":"sections","collection":null,"id":"S:3.9","kind":"section","label":"Agent capability as a testable hypothesis","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"Close by specifying an observable candidate output, evidence required for acceptance and the human who owns remaining uncertainty. The gap between prompt and approved intent motivates specification-driven engineering.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C03 section Agent capability as a testable hypothesis research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 3.9 Close by specifying an observable candidate output, evidence required for acceptance and the human who owns remaining uncertainty. The gap between prompt and approved intent motivates specification-driven engineering. {"actual":["C:C04"],"authors":"","category":"sections","collection":null,"id":"S:4.1","kind":"section","label":"Separate intention determination from design","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"Introduce problem framing, stakeholder analysis, behavioral boundaries and unacceptable outcomes before asking for a solution. Explain how premature code generation anchors the team to an unvalidated interpretation of the request.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C04 section Separate intention determination from design research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 4.1 Introduce problem framing, stakeholder analysis, behavioral boundaries and unacceptable outcomes before asking for a solution. Explain how premature code generation anchors the team to an unvalidated interpretation of the request. {"actual":["C:C04"],"authors":"","category":"sections","collection":null,"id":"S:4.2","kind":"section","label":"From a request to a versioned intention ledger","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"Show a lightweight ledger with stakeholder, desired outcome, assumptions, open questions, uncertainty, prohibitions and authoritative sign-off. Treat this ledger as the book's proposed agile practice; studies of OSS governance and agentic engineering motivate traceability, but do not validate this specific artifact.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C04 section From a request to a versioned intention ledger engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 4.2 Show a lightweight ledger with stakeholder, desired outcome, assumptions, open questions, uncertainty, prohibitions and authoritative sign-off. Treat this ledger as the book's proposed agile practice; studies of OSS governance and agentic engineering motivate traceability, but do not validate this specific artifact. {"actual":["C:C04"],"authors":"","category":"sections","collection":null,"id":"S:4.3","kind":"section","label":"Write behavioral examples before implementation","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"Turn stakeholder-approved outcomes into concrete examples, invariants, negative cases and backwards-compatibility constraints. Distinguish an independently confirmed rule from a specification docstring inferred by an LLM from code: the latter reduces some test misguidance in Zhao et al. but cannot establish that the inferred rule matches stakeholder intent.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C04 section Write behavioral examples before implementation research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 4.3 Turn stakeholder-approved outcomes into concrete examples, invariants, negative cases and backwards-compatibility constraints. Distinguish an independently confirmed rule from a specification docstring inferred by an LLM from code: the latter reduces some test misguidance in Zhao et al. but cannot establish that the inferred rule matches stakeholder intent. {"actual":["C:C04"],"authors":"","category":"sections","collection":null,"id":"S:4.4","kind":"section","label":"Executable contracts without circular oracles","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"Map authoritative examples to deterministic assertions, schemas, properties and negative tests. Explain the self-confirmation failure when generated tests copy faulty implementation behavior, and the limited mitigation reported by specification-based prompting. The authoritative acceptance oracle must be reviewed independently from the produced patch.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C04 section Executable contracts without circular oracles engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 4.4 Map authoritative examples to deterministic assertions, schemas, properties and negative tests. Explain the self-confirmation failure when generated tests copy faulty implementation behavior, and the limited mitigation reported by specification-based prompting. The authoritative acceptance oracle must be reviewed independently from the produced patch. {"actual":["C:C04"],"authors":"","category":"sections","collection":null,"id":"S:4.5","kind":"section","label":"Architecture decision versus acceptance contract","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"Teach readers to keep the fixed intent separate from several candidate implementation designs. Design constraints can be negotiated, but changes to user-visible semantics require renewed authorization.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C04 section Architecture decision versus acceptance contract research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 4.5 Teach readers to keep the fixed intent separate from several candidate implementation designs. Design constraints can be negotiated, but changes to user-visible semantics require renewed authorization. {"actual":["C:C04"],"authors":"","category":"sections","collection":null,"id":"S:4.6","kind":"section","label":"A delta-driven iterative brownfield lifecycle","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"Propose short cycles: examine the existing behavior, clarify and version the next intention delta, analyze design impact, implement one reversible slice, independently test, review, deploy and learn. Repository studies motivate the need for bounded changes, while FlowGen compares simulated Scrum/TDD/Waterfall processes on coding benchmarks—not real agile brownfield team outcomes.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C04 section A delta-driven iterative brownfield lifecycle engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 4.6 Propose short cycles: examine the existing behavior, clarify and version the next intention delta, analyze design impact, implement one reversible slice, independently test, review, deploy and learn. Repository studies motivate the need for bounded changes, while FlowGen compares simulated Scrum/TDD/Waterfall processes on coding benchmarks—not real agile brownfield team outcomes. {"actual":["C:C04"],"authors":"","category":"sections","collection":null,"id":"S:4.7","kind":"section","label":"Late intentions and explicit impact analysis","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"When a new regional requirement arrives after code exists, retain the previous intent revision; record who authorized the change, which design alternatives and checks it invalidates, and whether to amend, roll back or defer the implementation. Code-critique and OSS-policy observations motivate traceability; the delta/impact workflow is a proposed method rather than a measured benefit of those studies.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C04 section Late intentions and explicit impact analysis engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 4.7 When a new regional requirement arrives after code exists, retain the previous intent revision; record who authorized the change, which design alternatives and checks it invalidates, and whether to amend, roll back or defer the implementation. Code-critique and OSS-policy observations motivate traceability; the delta/impact workflow is a proposed method rather than a measured benefit of those studies. {"actual":["C:C04"],"authors":"","category":"sections","collection":null,"id":"S:4.8","kind":"section","label":"Native intent gates and optional compatibility adapters","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"Define native gates on approved intention, invariants, architecture decisions, verification evidence and acceptance authority. Keep a legacy user-story/test-case view as an optional adapter when integrating established CI, rather than treating it as canonical. Use the CCS profile as a worked engineering example, not a method empirically demonstrated by Farrag or Qiu.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C04 section Native intent gates and optional compatibility adapters engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 4.8 Define native gates on approved intention, invariants, architecture decisions, verification evidence and acceptance authority. Keep a legacy user-story/test-case view as an optional adapter when integrating established CI, rather than treating it as canonical. Use the CCS profile as a worked engineering example, not a method empirically demonstrated by Farrag or Qiu. {"actual":["C:C04"],"authors":"","category":"sections","collection":null,"id":"S:4.9","kind":"section","label":"The approval-rule contract across two iterations","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"Show a complete before/after trace of the fictional approval service: original ambiguity, an agreed acceptance contract, a first implementation delta, a late regional exception, the new contract revision and the test diff. Explicitly mark which artifacts are invented pedagogical examples and which limitations are informed by empirical work on intent drift and review.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C04 section The approval-rule contract across two iterations engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 4.9 Show a complete before/after trace of the fictional approval service: original ambiguity, an agreed acceptance contract, a first implementation delta, a late regional exception, the new contract revision and the test diff. Explicitly mark which artifacts are invented pedagogical examples and which limitations are informed by empirical work on intent drift and review. {"actual":["C:C05"],"authors":"","category":"sections","collection":null,"id":"S:5.1","kind":"section","label":"What counts as code quality?","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"Establish correctness, readability, cohesion, coupling, duplication, complexity, changeability and operational reliability as separate dimensions. Explain why an all-purpose quality score obscures important trade-offs.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C05 section What counts as code quality? research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 5.1 Establish correctness, readability, cohesion, coupling, duplication, complexity, changeability and operational reliability as separate dimensions. Explain why an all-purpose quality score obscures important trade-offs. {"actual":["C:C05"],"authors":"","category":"sections","collection":null,"id":"S:5.2","kind":"section","label":"Reading AI-versus-human studies correctly","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"Discuss code-unit selection, languages, code size, authorship inference, matched baselines and static-analysis definitions. Use conflicting results to demonstrate why no universal AI-code superiority or inferiority claim is warranted.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C05 section Reading AI-versus-human studies correctly research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 5.2 Discuss code-unit selection, languages, code size, authorship inference, matched baselines and static-analysis definitions. Use conflicting results to demonstrate why no universal AI-code superiority or inferiority claim is warranted. {"actual":["C:C05"],"authors":"","category":"sections","collection":null,"id":"S:5.3","kind":"section","label":"Code smells are signals, not incidents","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"Separate static warnings, complexity growth and duplication from externally observed faults and post-merge maintenance. The Cursor longitudinal study and real-world technical-debt observations support narrower outcomes; commit-volume studies offer an *activity* comparison rather than direct evidence of architectural smells.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C05 section Code smells are signals, not incidents research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 5.3 Separate static warnings, complexity growth and duplication from externally observed faults and post-merge maintenance. The Cursor longitudinal study and real-world technical-debt observations support narrower outcomes; commit-volume studies offer an *activity* comparison rather than direct evidence of architectural smells. {"actual":["C:C05"],"authors":"","category":"sections","collection":null,"id":"S:5.4","kind":"section","label":"Generated duplication and missed reuse","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"Examine why agents may create a new helper instead of reusing established abstractions, or reproduce code patterns that appear appropriate locally. Introduce repository-aware design checks and dependency search before editing.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C05 section Generated duplication and missed reuse research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 5.4 Examine why agents may create a new helper instead of reusing established abstractions, or reproduce code patterns that appear appropriate locally. Introduce repository-aware design checks and dependency search before editing. {"actual":["C:C05"],"authors":"","category":"sections","collection":null,"id":"S:5.5","kind":"section","label":"Architectural fit in a living codebase","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"Evaluate stable module boundaries, reuse, data ownership, error handling and compatibility for the running change. Contrast a narrowly passing test with good architectural placement; the architecture-smell and code-reuse studies give direct signals, while historical code ownership data inform stewardship rather than prove a particular refactoring is correct.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C05 section Architectural fit in a living codebase research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 5.5 Evaluate stable module boundaries, reuse, data ownership, error handling and compatibility for the running change. Contrast a narrowly passing test with good architectural placement; the architecture-smell and code-reuse studies give direct signals, while historical code ownership data inform stewardship rather than prove a particular refactoring is correct. {"actual":["C:C05"],"authors":"","category":"sections","collection":null,"id":"S:5.6","kind":"section","label":"Post-merge evolution and maintenance burden","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"Assess follow-up fixes, code smells, reverts and reviewer corrections after merge. Explain how task type, PR size and agent identity interact with observed quality metrics.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C05 section Post-merge evolution and maintenance burden research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 5.6 Assess follow-up fixes, code smells, reverts and reviewer corrections after merge. Explain how task type, PR size and agent identity interact with observed quality metrics. {"actual":["C:C05"],"authors":"","category":"sections","collection":null,"id":"S:5.7","kind":"section","label":"Tracing quality across agents and projects","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"Compare code emitted by different agents only after normalizing task complexity and project context. Distinguish acceptance and maintenance outcomes from intrinsic model capability.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C05 section Tracing quality across agents and projects research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 5.7 Compare code emitted by different agents only after normalizing task complexity and project context. Distinguish acceptance and maintenance outcomes from intrinsic model capability. {"actual":["C:C05"],"authors":"","category":"sections","collection":null,"id":"S:5.8","kind":"section","label":"Authorship is not stewardship","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"Distinguish generated-code provenance from responsibility to explain, maintain and recover a component. Historic ownership–quality studies provide measured background; the claim that AI invalidates traditional authorship metrics is a reasoned proposal that deserves empirical testing. Do not use newcomer-participation statistics as proof of the same effect.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C05 section Authorship is not stewardship research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 5.8 Distinguish generated-code provenance from responsibility to explain, maintain and recover a component. Historic ownership–quality studies provide measured background; the claim that AI invalidates traditional authorship metrics is a reasoned proposal that deserves empirical testing. Do not use newcomer-participation statistics as proof of the same effect. {"actual":["C:C05"],"authors":"","category":"sections","collection":null,"id":"S:5.9","kind":"section","label":"Architecture fitness in the approval service","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"Compare the duplicated-rule patch and the domain-policy-module alternative against checks for stable public APIs, invariants, error semantics, expected reuse and rollback cost. Explain the rationale for choosing one design; these are proposed engineering fitness criteria inferred from smell and reuse studies, not metrics with a universal safe threshold.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C05 section Architecture fitness in the approval service engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 5.9 Compare the duplicated-rule patch and the domain-policy-module alternative against checks for stable public APIs, invariants, error semantics, expected reuse and rollback cost. Explain the rationale for choosing one design; these are proposed engineering fitness criteria inferred from smell and reuse studies, not metrics with a universal safe threshold. {"actual":["C:C06"],"authors":"","category":"sections","collection":null,"id":"S:6.1","kind":"section","label":"Two attack surfaces, two threat models","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"Distinguish vulnerabilities introduced into product code from attacks through the editor, shell, tool adapter or agent harness. Identify assets, trust boundaries, attacker-controlled text and possible effects.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C06 section Two attack surfaces, two threat models research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 6.1 Distinguish vulnerabilities introduced into product code from attacks through the editor, shell, tool adapter or agent harness. Identify assets, trust boundaries, attacker-controlled text and possible effects. {"actual":["C:C06"],"authors":"","category":"sections","collection":null,"id":"S:6.2","kind":"section","label":"Functional correctness is not security","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"Demonstrate how a transaction approval service may function under normal inputs yet leak data, bypass authorization or permit a malformed operation. Make separate correctness and secure-behavior criteria explicit.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C06 section Functional correctness is not security research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 6.2 Demonstrate how a transaction approval service may function under normal inputs yet leak data, bypass authorization or permit a malformed operation. Make separate correctness and secure-behavior criteria explicit. {"actual":["C:C06"],"authors":"","category":"sections","collection":null,"id":"S:6.3","kind":"section","label":"What vulnerability studies actually measure","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"Explain benchmark prompts, scanner detections, repository selection, language differences and matched-human controls. Avoid extrapolating a vulnerability percentage beyond the study's method and population.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C06 section What vulnerability studies actually measure research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 6.3 Explain benchmark prompts, scanner detections, repository selection, language differences and matched-human controls. Avoid extrapolating a vulnerability percentage beyond the study's method and population. {"actual":["C:C06"],"authors":"","category":"sections","collection":null,"id":"S:6.4","kind":"section","label":"Security-directed generation and remediation","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"Compare unstructured requests for secure code against concrete feedback from scanners, taint analysis and vulnerability examples. Show why external localized findings can be more reliable than asking a model to reassure itself.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C06 section Security-directed generation and remediation research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 6.4 Compare unstructured requests for secure code against concrete feedback from scanners, taint analysis and vulnerability examples. Show why external localized findings can be more reliable than asking a model to reassure itself. {"actual":["C:C06"],"authors":"","category":"sections","collection":null,"id":"S:6.5","kind":"section","label":"Dependency provenance and hallucinated packages","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"Trace an assistant-recommended library from generated import to registry resolution, signature or source integrity, allowed versions and transitive dependencies. Distinguish generating a nonexistent name from an actual compromised dependency.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C06 section Dependency provenance and hallucinated packages research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 6.5 Trace an assistant-recommended library from generated import to registry resolution, signature or source integrity, allowed versions and transitive dependencies. Distinguish generating a nonexistent name from an actual compromised dependency. {"actual":["C:C06"],"authors":"","category":"sections","collection":null,"id":"S:6.6","kind":"section","label":"Prompt injection through repository and tools","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"Show how README files, comments, issue text and tool output can smuggle instructions into an agent action chain. Teach the separation of untrusted data from authority-bearing instructions and enforce execution controls outside the model.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C06 section Prompt injection through repository and tools research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 6.6 Show how README files, comments, issue text and tool output can smuggle instructions into an agent action chain. Teach the separation of untrusted data from authority-bearing instructions and enforce execution controls outside the model. {"actual":["C:C06"],"authors":"","category":"sections","collection":null,"id":"S:6.7","kind":"section","label":"Harness configuration, skills and external services","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"Inspect approval scopes, shell access, MCP servers, extension manifests, logging, network access and secret injection. Define a configuration baseline with least privilege and explicitly trusted tool identities.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C06 section Harness configuration, skills and external services research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 6.7 Inspect approval scopes, shell access, MCP servers, extension manifests, logging, network access and secret injection. Define a configuration baseline with least privilege and explicitly trusted tool identities. {"actual":["C:C06"],"authors":"","category":"sections","collection":null,"id":"S:6.8","kind":"section","label":"A secure agent execution profile","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"Construct a sandboxed run with short-lived credentials, network restrictions, pinned tools, audit logs and explicit human grants for destructive operations. Present these as defensible engineering controls whose effectiveness still requires testing.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C06 section A secure agent execution profile engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 6.8 Construct a sandboxed run with short-lived credentials, network restrictions, pinned tools, audit logs and explicit human grants for destructive operations. Present these as defensible engineering controls whose effectiveness still requires testing. {"actual":["C:C06"],"authors":"","category":"sections","collection":null,"id":"S:6.9","kind":"section","label":"Security evidence and release decision","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"Connect threat model, relevant tests, findings, accepted exceptions and provenance to the change dossier. Require an accountable owner to accept residual security risk instead of allowing agent confidence or functional tests to do so.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C06 section Security evidence and release decision research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 6.9 Connect threat model, relevant tests, findings, accepted exceptions and provenance to the change dossier. Require an accountable owner to accept residual security risk instead of allowing agent confidence or functional tests to do so. {"actual":["C:C07"],"authors":"","category":"sections","collection":null,"id":"S:7.1","kind":"section","label":"The oracle problem in AI-generated software","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"Define correctness claims, expected outcomes and the difference between independent requirements and implementation-derived assumptions. Explain why more tests can improve confidence only if they challenge the right behavior.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C07 section The oracle problem in AI-generated software research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 7.1 Define correctness claims, expected outcomes and the difference between independent requirements and implementation-derived assumptions. Explain why more tests can improve confidence only if they challenge the right behavior. {"actual":["C:C07"],"authors":"","category":"sections","collection":null,"id":"S:7.2","kind":"section","label":"A hierarchy of evidence","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"Arrange static checks, unit tests, contract tests, integration tests, security tests, property checks, end-to-end tests and production monitoring by what each can actually prove. Resist the temptation to equate passing tests with absence of defects.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C07 section A hierarchy of evidence research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 7.2 Arrange static checks, unit tests, contract tests, integration tests, security tests, property checks, end-to-end tests and production monitoring by what each can actually prove. Resist the temptation to equate passing tests with absence of defects. {"actual":["C:C07"],"authors":"","category":"sections","collection":null,"id":"S:7.3","kind":"section","label":"Preventing bug-shaped test generation","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"Explain how a model writing tests against buggy code may encode the implementation's mistake as the expected result. Require tests to originate from independent examples or invariants wherever possible.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C07 section Preventing bug-shaped test generation research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 7.3 Explain how a model writing tests against buggy code may encode the implementation's mistake as the expected result. Require tests to originate from independent examples or invariants wherever possible. {"actual":["C:C07"],"authors":"","category":"sections","collection":null,"id":"S:7.4","kind":"section","label":"Regression tests for existing and changed behavior","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"Derive old/new behavior tests from explicit domain partitions, current production contracts, boundary cases, invalid input and concurrency. Contrast with agent-written tests whose expected values can be biased by buggy code; FlowGen coding-benchmark results are not evidence about real-world brownfield regression-suite effectiveness.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C07 section Regression tests for existing and changed behavior research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 7.4 Derive old/new behavior tests from explicit domain partitions, current production contracts, boundary cases, invalid input and concurrency. Contrast with agent-written tests whose expected values can be biased by buggy code; FlowGen coding-benchmark results are not evidence about real-world brownfield regression-suite effectiveness. {"actual":["C:C07"],"authors":"","category":"sections","collection":null,"id":"S:7.5","kind":"section","label":"Properties and adversarial counterexamples","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"Formulate invariants such as 'an unapproved transaction cannot be committed' or 'each approval yields one audit event'. Add property-based generation and fault injection, defining the test objective before prompting the agent.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C07 section Properties and adversarial counterexamples research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 7.5 Formulate invariants such as 'an unapproved transaction cannot be committed' or 'each approval yields one audit event'. Add property-based generation and fault injection, defining the test objective before prompting the agent. {"actual":["C:C07"],"authors":"","category":"sections","collection":null,"id":"S:7.6","kind":"section","label":"Benchmark success versus merge readiness","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"Compare benchmark scores, human-maintainer criteria and realistic integration tasks. A patch that passes the designated test set may still be unacceptable due to maintainability, unintended changes or repository-specific constraints.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C07 section Benchmark success versus merge readiness research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 7.6 Compare benchmark scores, human-maintainer criteria and realistic integration tasks. A patch that passes the designated test set may still be unacceptable due to maintainability, unintended changes or repository-specific constraints. {"actual":["C:C07"],"authors":"","category":"sections","collection":null,"id":"S:7.7","kind":"section","label":"Independent checkers and correlated error","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"Compare deterministic analyzers, human checkers, and a distinct LLM reviewing generated code. Use software-focused cross-model review results together with broader correlated-error research, being careful that model diversity is not statistical independence and that non-code judge benchmarks do not directly quantify SWE defect rates.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C07 section Independent checkers and correlated error research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 7.7 Compare deterministic analyzers, human checkers, and a distinct LLM reviewing generated code. Use software-focused cross-model review results together with broader correlated-error research, being careful that model diversity is not statistical independence and that non-code judge benchmarks do not directly quantify SWE defect rates. {"actual":["C:C07"],"authors":"","category":"sections","collection":null,"id":"S:7.8","kind":"section","label":"Bounded repair versus independent acceptance","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"Specify a bounded loop of diagnose, attempt, retest and evidence collection, followed by an external checker and human owner. A local pass is only review-ready; repeated rejection without a cited policy or changed evidence triggers adjudication instead of unbounded reruns. The exact budget and escalation policy is an author-proposed mechanism to pilot.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C07 section Bounded repair versus independent acceptance engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 7.8 Specify a bounded loop of diagnose, attempt, retest and evidence collection, followed by an external checker and human owner. A local pass is only review-ready; repeated rejection without a cited policy or changed evidence triggers adjudication instead of unbounded reruns. The exact budget and escalation policy is an author-proposed mechanism to pilot. {"actual":["C:C07"],"authors":"","category":"sections","collection":null,"id":"S:7.9","kind":"section","label":"The acceptance evidence dossier","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"Produce a compact change dossier containing intent version, design record, exact diff, test provenance, security results, residual risks and open questions. Distinguish 'ready for review' from 'accepted for deployment'.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C07 section The acceptance evidence dossier engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 7.9 Produce a compact change dossier containing intent version, design record, exact diff, test provenance, security results, residual risks and open questions. Distinguish 'ready for review' from 'accepted for deployment'. {"actual":["C:C08"],"authors":"","category":"sections","collection":null,"id":"S:8.1","kind":"section","label":"Why review becomes the scarce resource","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"Show how faster generation can increase PR arrival rate, review queues, maintainer load and unmerged work. Connect review economics to the earlier distinction between code production and delivered value.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C08 section Why review becomes the scarce resource research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 8.1 Show how faster generation can increase PR arrival rate, review queues, maintainer load and unmerged work. Connect review economics to the earlier distinction between code production and delivered value. {"actual":["C:C08"],"authors":"","category":"sections","collection":null,"id":"S:8.2","kind":"section","label":"The influence of code complexity and provenance","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"Examine controlled evidence on reviewer attention, code complexity and the AI label. Explain why spending more time scrutinizing AI code does not automatically imply better defect detection.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C08 section The influence of code complexity and provenance research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 8.2 Examine controlled evidence on reviewer attention, code complexity and the AI label. Explain why spending more time scrutinizing AI code does not automatically imply better defect detection. {"actual":["C:C08"],"authors":"","category":"sections","collection":null,"id":"S:8.3","kind":"section","label":"Human intervention in agent pull requests","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"Describe where maintainers revise, guide, approve or reject agent-authored changes, noting task selection and PR size. Use real PR traces as descriptive evidence of workflow, not universal correctness rates.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C08 section Human intervention in agent pull requests research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 8.3 Describe where maintainers revise, guide, approve or reject agent-authored changes, noting task selection and PR size. Use real PR traces as descriptive evidence of workflow, not universal correctness rates. {"actual":["C:C08"],"authors":"","category":"sections","collection":null,"id":"S:8.4","kind":"section","label":"What AI reviewers catch—and miss","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"Compare field experience of automated review tools with experimental evaluation of functional and architectural defect detection. Separate faster cycle time and fewer comments from the quality of the merged changes.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C08 section What AI reviewers catch—and miss research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 8.4 Compare field experience of automated review tools with experimental evaluation of functional and architectural defect detection. Separate faster cycle time and fewer comments from the quality of the merged changes. {"actual":["C:C08"],"authors":"","category":"sections","collection":null,"id":"S:8.5","kind":"section","label":"False positives, verbosity and developer response","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"Explain why irrelevant comments impose reading cost and reduce confidence. Design review output as short, testable claims tied to concrete lines, failures or intent deltas.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C08 section False positives, verbosity and developer response research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 8.5 Explain why irrelevant comments impose reading cost and reduce confidence. Design review output as short, testable claims tied to concrete lines, failures or intent deltas. {"actual":["C:C08"],"authors":"","category":"sections","collection":null,"id":"S:8.6","kind":"section","label":"Self-review, cross-model review and shared blind spots","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"Explore model self-preference, correlated errors, different reviewer model orderings and independent critical checks. Show when extra critics help and when they merely repeat assumptions.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C08 section Self-review, cross-model review and shared blind spots research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 8.6 Explore model self-preference, correlated errors, different reviewer model orderings and independent critical checks. Show when extra critics help and when they merely repeat assumptions. {"actual":["C:C08"],"authors":"","category":"sections","collection":null,"id":"S:8.7","kind":"section","label":"Automation bias in software review","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"Anchor trust calibration in code-review provenance and gaze studies; add the broader automation-bias literature as a boundary condition rather than a directly transferable measured rate. Teach seeded-defect reviewer exercises and explicit reasons to override AI recommendations, while marking their benefit as an evaluation hypothesis.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C08 section Automation bias in software review research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 8.7 Anchor trust calibration in code-review provenance and gaze studies; add the broader automation-bias literature as a boundary condition rather than a directly transferable measured rate. Teach seeded-defect reviewer exercises and explicit reasons to override AI recommendations, while marking their benefit as an evaluation hypothesis. {"actual":["C:C08"],"authors":"","category":"sections","collection":null,"id":"S:8.8","kind":"section","label":"Risk-based review allocation","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"Route trivial, reversible changes through high automation and high-impact changes through explicit human review. Define risk features such as touched subsystem, permission changes, behavioral novelty, uncertainty and blast radius.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C08 section Risk-based review allocation engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 8.8 Route trivial, reversible changes through high automation and high-impact changes through explicit human review. Define risk features such as touched subsystem, permission changes, behavioral novelty, uncertainty and blast radius. {"actual":["C:C08"],"authors":"","category":"sections","collection":null,"id":"S:8.9","kind":"section","label":"From comments to accountable acceptance","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"Establish a review protocol: check intent adherence, challenge evidence, identify unexplained behavior, decide on fixes or escalation, and record who accepts remaining risk. Close the review by updating shared system knowledge.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C08 section From comments to accountable acceptance research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 8.9 Establish a review protocol: check intent adherence, challenge evidence, identify unexplained behavior, decide on fixes or escalation, and record who accepts remaining risk. Close the review by updating shared system knowledge. {"actual":["C:C09"],"authors":"","category":"sections","collection":null,"id":"S:9.1","kind":"section","label":"Why comprehension dominates brownfield work","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"Start from classic field studies of navigation, code reading and maintenance to explain how much of development involves reconstructing existing behavior. Use this foundation to interpret the promises and limits of retrieval assistants.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C09 section Why comprehension dominates brownfield work research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 9.1 Start from classic field studies of navigation, code reading and maintenance to explain how much of development involves reconstructing existing behavior. Use this foundation to interpret the promises and limits of retrieval assistants. {"actual":["C:C09"],"authors":"","category":"sections","collection":null,"id":"S:9.2","kind":"section","label":"Mental models, rationale and cognitive load","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"Explain how engineers infer architecture, data flow, exceptional behavior and design intention from imperfect artifacts. Contrast source syntax with the higher-level understanding needed to make safe changes.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C09 section Mental models, rationale and cognitive load research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 9.2 Explain how engineers infer architecture, data flow, exceptional behavior and design intention from imperfect artifacts. Contrast source syntax with the higher-level understanding needed to make safe changes. {"actual":["C:C09"],"authors":"","category":"sections","collection":null,"id":"S:9.3","kind":"section","label":"Authorship, ownership and stewardship","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"Review research on ownership concentration, knowledge transfer and defect associations. Explain why AI code generation breaks the inference that the person whose account produced a commit necessarily understands it.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C09 section Authorship, ownership and stewardship research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 9.3 Review research on ownership concentration, knowledge transfer and defect associations. Explain why AI code generation breaks the inference that the person whose account produced a commit necessarily understands it. {"actual":["C:C09"],"authors":"","category":"sections","collection":null,"id":"S:9.4","kind":"section","label":"Context assembly for an agent","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"Define the minimal context package for a bounded task: affected APIs, dependent modules, domain rules, prior decisions, tests and trusted references. Discuss retrieval misses, irrelevant context and source hierarchy.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C09 section Context assembly for an agent research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 9.4 Define the minimal context package for a bounded task: affected APIs, dependent modules, domain rules, prior decisions, tests and trusted references. Discuss retrieval misses, irrelevant context and source hierarchy. {"actual":["C:C09"],"authors":"","category":"sections","collection":null,"id":"S:9.5","kind":"section","label":"Different forms of persistent memory","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"Separate working context, episodic execution traces, durable semantic knowledge, structured entity relations and authoritative decision records. Contrast promising research mechanisms with what has actually been evaluated.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C09 section Different forms of persistent memory research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 9.5 Separate working context, episodic execution traces, durable semantic knowledge, structured entity relations and authoritative decision records. Contrast promising research mechanisms with what has actually been evaluated. {"actual":["C:C09"],"authors":"","category":"sections","collection":null,"id":"S:9.6","kind":"section","label":"Memory consistency, decay and invalidation","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"Describe how facts become stale as branches merge, policy decisions change and owners depart. Propose versioned memory entries with evidence links, time scope, explicit invalidation triggers and a human-owned conflict resolution path.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C09 section Memory consistency, decay and invalidation engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 9.6 Describe how facts become stale as branches merge, policy decisions change and owners depart. Propose versioned memory entries with evidence links, time scope, explicit invalidation triggers and a human-owned conflict resolution path. {"actual":["C:C09"],"authors":"","category":"sections","collection":null,"id":"S:9.7","kind":"section","label":"A typed graph for software-specific knowledge","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"Model contracts, modules, test oracles, reviewers, owners, incidents and architecture decisions as versioned, typed links. AriGraph demonstrates one possible episodic–semantic agent memory representation outside software engineering, not an empirical proof that a software knowledge graph improves maintenance outcomes; historical turnover research motivates the need.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C09 section A typed graph for software-specific knowledge engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 9.7 Model contracts, modules, test oracles, reviewers, owners, incidents and architecture decisions as versioned, typed links. AriGraph demonstrates one possible episodic–semantic agent memory representation outside software engineering, not an empirical proof that a software knowledge graph improves maintenance outcomes; historical turnover research motivates the need. {"actual":["C:C09"],"authors":"","category":"sections","collection":null,"id":"S:9.8","kind":"section","label":"Turnover, succession and long-term maintenance","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"Examine the historic evidence on developer departure and succession costs. Design handover records around rationale, untested assumptions, failure modes and ownership of future modifications.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C09 section Turnover, succession and long-term maintenance research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 9.8 Examine the historic evidence on developer departure and succession costs. Design handover records around rationale, untested assumptions, failure modes and ownership of future modifications. {"actual":["C:C09"],"authors":"","category":"sections","collection":null,"id":"S:9.9","kind":"section","label":"A verified memory handoff","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"Complete the running case by storing approved intent and design decisions with links to tests, diff and reviewers. Add an invalidation example when the jurisdiction rule changes, then ask a new engineer to explain the system unaided.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C09 section A verified memory handoff engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 9.9 Complete the running case by storing approved intent and design decisions with links to tests, diff and reviewers. Add an invalidation example when the jurisdiction rule changes, then ask a new engineer to explain the system unaided. {"actual":["C:C10"],"authors":"","category":"sections","collection":null,"id":"S:10.1","kind":"section","label":"Short-term task success versus retained understanding","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"Distinguish task correctness during AI assistance from comprehension measured when assistance is removed. Prioritize developer learning experiments, compare beginner-code comprehension studies, and explicitly avoid transferring numeric effects from essay-writing EEG experiments to software programming.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C10 section Short-term task success versus retained understanding research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 10.1 Distinguish task correctness during AI assistance from comprehension measured when assistance is removed. Prioritize developer learning experiments, compare beginner-code comprehension studies, and explicitly avoid transferring numeric effects from essay-writing EEG experiments to software programming. {"actual":["C:C10"],"authors":"","category":"sections","collection":null,"id":"S:10.2","kind":"section","label":"Comprehension debt is distinct from technical debt","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"Define a gap between code shipped and knowledge retained by the team. Ground the term in diary observations from student software projects, and contrast those qualitative patterns with controlled comprehension experiments; do not claim a quantified professional-team effect solely from student self-reports.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C10 section Comprehension debt is distinct from technical debt research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 10.2 Define a gap between code shipped and knowledge retained by the team. Ground the term in diary observations from student software projects, and contrast those qualitative patterns with controlled comprehension experiments; do not claim a quantified professional-team effect solely from student self-reports. {"actual":["C:C10"],"authors":"","category":"sections","collection":null,"id":"S:10.3","kind":"section","label":"Novices, misconceptions and verification difficulty","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"Show why beginners may accept code they cannot evaluate, produce changes that burden maintainers and struggle to detect violations of a natural-language request. Explain the risks without treating all novice use as harmful.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C10 section Novices, misconceptions and verification difficulty research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 10.3 Show why beginners may accept code they cannot evaluate, produce changes that burden maintainers and struggle to detect violations of a natural-language request. Explain the risks without treating all novice use as harmful. {"actual":["C:C10"],"authors":"","category":"sections","collection":null,"id":"S:10.4","kind":"section","label":"Cognitive offloading, physiology and limitations","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"Separate the theoretical augmentation-trap hypothesis from biometric measurements made during AI-assisted coding and from essay-writing EEG results. Physiological activation is not a direct proxy for software correctness or durable learning; present testable hypotheses for the running case.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C10 section Cognitive offloading, physiology and limitations research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 10.4 Separate the theoretical augmentation-trap hypothesis from biometric measurements made during AI-assisted coding and from essay-writing EEG results. Physiological activation is not a direct proxy for software correctness or durable learning; present testable hypotheses for the running case. {"actual":["C:C10"],"authors":"","category":"sections","collection":null,"id":"S:10.5","kind":"section","label":"Learning through explanations, repairs and code tours","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"Contrast model-only explanations with expert-curated tours, debugging exercises and tests built by the learner. Show how scaffolding can turn assistance into active learning instead of answer consumption.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C10 section Learning through explanations, repairs and code tours research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 10.5 Contrast model-only explanations with expert-curated tours, debugging exercises and tests built by the learner. Show how scaffolding can turn assistance into active learning instead of answer consumption. {"actual":["C:C10"],"authors":"","category":"sections","collection":null,"id":"S:10.6","kind":"section","label":"Onboarding is a long process, not a first PR","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"Use classic organizational studies to distinguish first edit, first independent task, file-level breadth and mastery of central components. Identify what an agent can accelerate and what requires social and architectural participation.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C10 section Onboarding is a long process, not a first PR research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 10.6 Use classic organizational studies to distinguish first edit, first independent task, file-level breadth and mastery of central components. Identify what an agent can accelerate and what requires social and architectural participation. {"actual":["C:C10"],"authors":"","category":"sections","collection":null,"id":"S:10.7","kind":"section","label":"Mentoring and apprenticeship in a team with agents","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"Propose explicit learning opportunities: requirements interviews, adversarial testing, reviewer rotation, post-incident explanations and teach-back sessions. Link the choices to the risk that automation removes entry-level tasks that once built expertise.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C10 section Mentoring and apprenticeship in a team with agents research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 10.7 Propose explicit learning opportunities: requirements interviews, adversarial testing, reviewer rotation, post-incident explanations and teach-back sessions. Link the choices to the risk that automation removes entry-level tasks that once built expertise. {"actual":["C:C10"],"authors":"","category":"sections","collection":null,"id":"S:10.8","kind":"section","label":"Measuring retention and engineering fluency","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"Define assessments such as independent bug diagnosis, rationale recall, transfer to an unfamiliar module and maintenance after thirty days. Treat self-rated confidence and IDE activity as supplementary, not decisive, measures.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C10 section Measuring retention and engineering fluency research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 10.8 Define assessments such as independent bug diagnosis, rationale recall, transfer to an unfamiliar module and maintenance after thirty days. Treat self-rated confidence and IDE activity as supplementary, not decisive, measures. {"actual":["C:C10"],"authors":"","category":"sections","collection":null,"id":"S:10.9","kind":"section","label":"A practical capability-development contract","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"End with an onboarding plan for the approval subsystem: reading map, bounded agent use, one unassisted diagnosis, a supervised review and scheduled follow-up. Connect individual competence to team-level allocation of responsibility.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C10 section A practical capability-development contract engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 10.9 End with an onboarding plan for the approval subsystem: reading map, bounded agent use, one unassisted diagnosis, a supervised review and scheduled follow-up. Connect individual competence to team-level allocation of responsibility. {"actual":["C:C11"],"authors":"","category":"sections","collection":null,"id":"S:11.1","kind":"section","label":"From individual productivity to team throughput","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"Discuss interfaces between feature engineers, reviewers, SRE, security, product and architecture. Model queueing effects when agent output accelerates faster than human validation capacity.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C11 section From individual productivity to team throughput research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 11.1 Discuss interfaces between feature engineers, reviewers, SRE, security, product and architecture. Model queueing effects when agent output accelerates faster than human validation capacity. {"actual":["C:C11"],"authors":"","category":"sections","collection":null,"id":"S:11.2","kind":"section","label":"New division of labor in engineering teams","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"Distinguish intent owner, system steward, agent operator, verifier, reviewer, release authority and incident responder. Avoid treating these as necessarily new job titles; often they are explicit accountabilities within existing roles.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C11 section New division of labor in engineering teams research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 11.2 Distinguish intent owner, system steward, agent operator, verifier, reviewer, release authority and incident responder. Avoid treating these as necessarily new job titles; often they are explicit accountabilities within existing roles. {"actual":["C:C11"],"authors":"","category":"sections","collection":null,"id":"S:11.3","kind":"section","label":"Policies that make expectations visible","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"Compare permissive, restrictive and conditional open-source AI-use policies. Explain why disclosure, traceability, quality expectations and author responsibility may be more practical than blanket acceptance or blanket bans.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C11 section Policies that make expectations visible research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 11.3 Compare permissive, restrictive and conditional open-source AI-use policies. Explain why disclosure, traceability, quality expectations and author responsibility may be more practical than blanket acceptance or blanket bans. {"actual":["C:C11"],"authors":"","category":"sections","collection":null,"id":"S:11.4","kind":"section","label":"Executable policy as an engineering proposal","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"Translate clear authority boundaries into checks for allowed tools, data handling, intent revision, test provenance, review thresholds and deployment permissions. Blueprint First/Model Second demonstrates constrained orchestration on a non-SWE tool benchmark; it supplies a design analogy rather than enterprise evidence for this policy stack.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C11 section Executable policy as an engineering proposal engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 11.4 Translate clear authority boundaries into checks for allowed tools, data handling, intent revision, test provenance, review thresholds and deployment permissions. Blueprint First/Model Second demonstrates constrained orchestration on a non-SWE tool benchmark; it supplies a design analogy rather than enterprise evidence for this policy stack. {"actual":["C:C11"],"authors":"","category":"sections","collection":null,"id":"S:11.5","kind":"section","label":"Agile team work with agent-produced increments","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"Carry a late requirements change across backlog, versioned contract, independent tests and safe incremental release while several agents operate. Use observed agent-PR review and OSS policy practices to motivate coordination; explicitly resist inferring real-team agile throughput from FlowGen's code-generation benchmarks.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C11 section Agile team work with agent-produced increments engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 11.5 Carry a late requirements change across backlog, versioned contract, independent tests and safe incremental release while several agents operate. Use observed agent-PR review and OSS policy practices to motivate coordination; explicitly resist inferring real-team agile throughput from FlowGen's code-generation benchmarks. {"actual":["C:C11"],"authors":"","category":"sections","collection":null,"id":"S:11.6","kind":"section","label":"Human accountability, conflicts and escalation","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"Define who may authorize risky operations, interpret ambiguous requirements or accept an exception. Specify a path when the loop passes its checks but an orchestrator or reviewer disagrees, including reasons, limited retries and human arbitration.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C11 section Human accountability, conflicts and escalation engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 11.6 Define who may authorize risky operations, interpret ambiguous requirements or accept an exception. Specify a path when the loop passes its checks but an orchestrator or reviewer disagrees, including reasons, limited retries and human arbitration. {"actual":["C:C11"],"authors":"","category":"sections","collection":null,"id":"S:11.7","kind":"section","label":"Maintainer load and newcomer participation","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"Separate per-PR review burden, aggregate maintainer queues and newcomer participation effects rather than assuming that more complex generated changes automatically exclude newcomers. Combine qualitative slop observations with the causal newcomer-participation study, distinguishing its estimated association from a universal rule.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C11 section Maintainer load and newcomer participation research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 11.7 Separate per-PR review burden, aggregate maintainer queues and newcomer participation effects rather than assuming that more complex generated changes automatically exclude newcomers. Combine qualitative slop observations with the causal newcomer-participation study, distinguishing its estimated association from a universal rule. {"actual":["C:C11"],"authors":"","category":"sections","collection":null,"id":"S:11.8","kind":"section","label":"Knowledge handoff and stewardship rights","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"Make ownership transfer operational: name current system stewards, define who can modify acceptance contracts, schedule knowledge refresh and attach verified design rationale to handover. This applies the turnover and succession evidence of Chapter 9 to a team policy decision, rather than repeating a literature review of code ownership.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C11 section Knowledge handoff and stewardship rights research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 11.8 Make ownership transfer operational: name current system stewards, define who can modify acceptance contracts, schedule knowledge refresh and attach verified design rationale to handover. This applies the turnover and succession evidence of Chapter 9 to a team policy decision, rather than repeating a literature review of code ownership. {"actual":["C:C11"],"authors":"","category":"sections","collection":null,"id":"S:11.9","kind":"section","label":"Staged deployment gates, not a guaranteed ROI","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"Build a rollout policy spanning sandbox pilots, low-risk changes and audited production use, with limits on review queues and rollback thresholds. DORA ROI is a practitioner planning framework and vendor/industry reports are contextual, not proof that a particular deployment stage yields a given return.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C11 section Staged deployment gates, not a guaranteed ROI engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 11.9 Build a rollout policy spanning sandbox pilots, low-risk changes and audited production use, with limits on review queues and rollback thresholds. DORA ROI is a practitioner planning framework and vendor/industry reports are contextual, not proof that a particular deployment stage yields a given return. {"actual":["C:C12"],"authors":"","category":"sections","collection":null,"id":"S:12.1","kind":"section","label":"Economics of the entire engineering loop","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"Define the total cost of an accepted change: discovery, development, verification, review, tool consumption, infrastructure, integration, operations, remediation and learning. Distinguish cash costs, capacity costs and risk-weighted losses.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C12 section Economics of the entire engineering loop research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 12.1 Define the total cost of an accepted change: discovery, development, verification, review, tool consumption, infrastructure, integration, operations, remediation and learning. Distinguish cash costs, capacity costs and risk-weighted losses. {"actual":["C:C12"],"authors":"","category":"sections","collection":null,"id":"S:12.2","kind":"section","label":"Why cheap generation may increase total cost","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"Connect increased code and commit activity to reviewer queues, larger changes, incidents, complexity and delayed maintenance. Show the conditions under which local speed gains disappear from long-run economics.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C12 section Why cheap generation may increase total cost research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 12.2 Connect increased code and commit activity to reviewer queues, larger changes, incidents, complexity and delayed maintenance. Show the conditions under which local speed gains disappear from long-run economics. {"actual":["C:C12"],"authors":"","category":"sections","collection":null,"id":"S:12.3","kind":"section","label":"Choosing the least-cost adequate level of autonomy","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"Present a decision model comparing human-only, pair assistance, bounded agent and agent-plus-independent-checker. Define acceptance probabilities, verifier effort and uncertain loss as parameters to measure in a local pilot, not as empirically known constants obtained from conceptual position papers.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C12 section Choosing the least-cost adequate level of autonomy engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 12.3 Present a decision model comparing human-only, pair assistance, bounded agent and agent-plus-independent-checker. Define acceptance probabilities, verifier effort and uncertain loss as parameters to measure in a local pilot, not as empirically known constants obtained from conceptual position papers. {"actual":["C:C12"],"authors":"","category":"sections","collection":null,"id":"S:12.4","kind":"section","label":"Estimating return without fabricated certainty","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"Teach incremental ROI, baselines, opportunity cost, treatment spillovers, observation periods and uncertainty intervals. Reserve scenario estimates for decision analysis and do not present assumed review costs as measured empirical facts.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C12 section Estimating return without fabricated certainty research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 12.4 Teach incremental ROI, baselines, opportunity cost, treatment spillovers, observation periods and uncertainty intervals. Reserve scenario estimates for decision analysis and do not present assumed review costs as measured empirical facts. {"actual":["C:C12"],"authors":"","category":"sections","collection":null,"id":"S:12.5","kind":"section","label":"Jobs, hiring, vacancy flows and unequal cohorts","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"Keep employment stocks, hiring, vacancies, promotions and job postings distinct. Compare the version-specific Stanford early-career estimate, firm-level Copilot hiring evidence, and Norwegian administrative findings as outcomes drawn from different settings—not independent replications of the same causal effect.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C12 section Jobs, hiring, vacancy flows and unequal cohorts research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 12.5 Keep employment stocks, hiring, vacancies, promotions and job postings distinct. Compare the version-specific Stanford early-career estimate, firm-level Copilot hiring evidence, and Norwegian administrative findings as outcomes drawn from different settings—not independent replications of the same causal effect. {"actual":["C:C12"],"authors":"","category":"sections","collection":null,"id":"S:12.6","kind":"section","label":"Alternative causes of junior-market change","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"Compare long-run vacancy timing, seniority-skewed job postings, remote mentorship and macroeconomic explanations before attributing junior outcomes to coding agents. Gallacher's Indeed article is descriptive trend analysis, *not* a randomized experiment, and chronology alone does not establish causality.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C12 section Alternative causes of junior-market change research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 12.6 Compare long-run vacancy timing, seniority-skewed job postings, remote mentorship and macroeconomic explanations before attributing junior outcomes to coding agents. Gallacher's Indeed article is descriptive trend analysis, *not* a randomized experiment, and chronology alone does not establish causality. {"actual":["C:C12"],"authors":"","category":"sections","collection":null,"id":"S:12.7","kind":"section","label":"The apprenticeship and long-term skill economy","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"Connect organizational demand for experienced engineers with the risk that entry-level work is automated away. Model the future cost of losing training pathways rather than equating fewer junior tasks with efficiency.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C12 section The apprenticeship and long-term skill economy research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 12.7 Connect organizational demand for experienced engineers with the risk that entry-level work is automated away. Model the future cost of losing training pathways rather than equating fewer junior tasks with efficiency. {"actual":["C:C12"],"authors":"","category":"sections","collection":null,"id":"S:12.8","kind":"section","label":"Distributional effects and quality of forecasts","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"Compare country studies, firm-level spending/hiring outcomes, skeptical economy-wide assessments and executive expectations without equating their endpoints or controls. Separate observed employment patterns from modeled long-run responses and survey expectations; headline national trends cannot identify an AI-specific effect by themselves.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C12 section Distributional effects and quality of forecasts research discussion LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 12.8 Compare country studies, firm-level spending/hiring outcomes, skeptical economy-wide assessments and executive expectations without equating their endpoints or controls. Separate observed employment patterns from modeled long-run responses and survey expectations; headline national trends cannot identify an AI-specific effect by themselves. {"actual":["C:C12"],"authors":"","category":"sections","collection":null,"id":"S:12.9","kind":"section","label":"A reversible, risk-adjusted adoption decision","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"Integrate measured cost per accepted change, quality, security, review capacity, learning and operational risk into a decision memo with uncertainty bounds, named owners and a rollback plan. DORA supplies practitioner ROI structure and governance papers supply possible policies; the proposed combined threshold remains to be validated in a pilot.","topics":[],"url":"","volumes":[],"year":""} 2026-10-09 corrected editorial crosswalk C12 section A reversible, risk-adjusted adoption decision engineering proposal LEGACY_EDITORIAL_GRAPH Revised editorial plan 2026-10-09 12.9 Integrate measured cost per accepted change, quality, security, review capacity, learning and operational risk into a decision memo with uncertainty bounds, named owners and a rollback plan. DORA supplies practitioner ROI structure and governance papers supply possible policies; the proposed combined threshold remains to be validated in a pilot. {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-001","kind":"evidence_claim","label":"Matched longitudinal repository analysis reported approximately 18% higher static-analysis warnings ","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://dl.acm.org/doi/10.1145/3793302.3793589","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED Matched longitudinal repository analysis reported approximately 18% higher static-analysis warnings and 39% higher cognitive complexity after agent adoption. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim Matched longitudinal repository analysis reported approximately 18% higher static-analysis warnings BASELINE_CLAIM_OVERLAY arXiv 2601.13597v2, abstract https://dl.acm.org/doi/10.1145/3793302.3793589 W001 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-002","kind":"evidence_claim","label":"Across three company field experiments including 4,867 developers, AI assistance increased completed","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://pubsonline.informs.org/doi/10.1287/mnsc.2025.00535","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED Across three company field experiments including 4,867 developers, AI assistance increased completed tasks by 26.08% (reported SE 10.3 percentage points). MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim Across three company field experiments including 4,867 developers, AI assistance increased completed BASELINE_CLAIM_OVERLAY Management Science DOI page, abstract https://pubsonline.informs.org/doi/10.1287/mnsc.2025.00535 W003 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-003","kind":"evidence_claim","label":"Cursor adoption in studied open-source projects was associated with a temporary rise in development ","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://dl.acm.org/doi/10.1145/3793302.3793349","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED Cursor adoption in studied open-source projects was associated with a temporary rise in development activity and longer-lasting complexity/quality concerns. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim Cursor adoption in studied open-source projects was associated with a temporary rise in development BASELINE_CLAIM_OVERLAY MSR 2026 paper abstract / author replication-package description https://dl.acm.org/doi/10.1145/3793302.3793349 W004 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-004","kind":"evidence_claim","label":"In a randomized experiment with 96 Google engineers, assisted developers completed an enterprise tas","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2410.12944","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED In a randomized experiment with 96 Google engineers, assisted developers completed an enterprise task about 21% faster; the authors warn that the interval is wide. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim In a randomized experiment with 96 Google engineers, assisted developers completed an enterprise tas BASELINE_CLAIM_OVERLAY arXiv 2410.12944, abstract https://arxiv.org/abs/2410.12944 W008 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-005","kind":"evidence_claim","label":"Estimated cumulative autonomous-agent effect reached about 240% more commits but about 30% more rele","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://www.nber.org/papers/w35275","volumes":[],"year":""} WORKING_PAPER_INDEX_ABSTRACT_ONLY__PRIMARY_TEXT_PENDING Estimated cumulative autonomous-agent effect reached about 240% more commits but about 30% more releases in the studied developer telemetry. HOLD_UNTIL_AUTHOR_FULL_TEXT_CHECK Evidence evidence_claim Estimated cumulative autonomous-agent effect reached about 240% more commits but about 30% more rele BASELINE_CLAIM_OVERLAY NBER WP 35275, indexed abstract https://www.nber.org/papers/w35275 W010 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-006","kind":"evidence_claim","label":"In an early 2026 Microsoft rollout study, adopters merged roughly 24% more pull requests than their ","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2607.01418","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED In an early 2026 Microsoft rollout study, adopters merged roughly 24% more pull requests than their modeled counterfactual during four months. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim In an early 2026 Microsoft rollout study, adopters merged roughly 24% more pull requests than their BASELINE_CLAIM_OVERLAY arXiv 2607.01418v1, abstract https://arxiv.org/abs/2607.01418 W014 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-007","kind":"evidence_claim","label":"A randomized trial of an agent for enterprise identity administration involved 162 administrators an","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2511.13865","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED A randomized trial of an agent for enterprise identity administration involved 162 administrators and reported improved accuracy and time on access-policy tasks. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim A randomized trial of an agent for enterprise identity administration involved 162 administrators an BASELINE_CLAIM_OVERLAY arXiv 2511.13865, abstract https://arxiv.org/abs/2511.13865 W017 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-008","kind":"evidence_claim","label":"In a study of 16 experienced open-source developers and 246 tasks, allowing early-2025 AI tools incr","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2507.09089","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED In a study of 16 experienced open-source developers and 246 tasks, allowing early-2025 AI tools increased measured completion time by about 19%. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim In a study of 16 experienced open-source developers and 246 tasks, allowing early-2025 AI tools incr BASELINE_CLAIM_OVERLAY arXiv 2507.09089, abstract https://arxiv.org/abs/2507.09089 W023 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-009","kind":"evidence_claim","label":"Of 567 agent-assisted GitHub PRs in 157 projects, 83.8% merged; 54.9% of merged PRs did not need mod","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2509.14745","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED Of 567 agent-assisted GitHub PRs in 157 projects, 83.8% merged; 54.9% of merged PRs did not need modification. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim Of 567 agent-assisted GitHub PRs in 157 projects, 83.8% merged; 54.9% of merged PRs did not need mod BASELINE_CLAIM_OVERLAY arXiv 2509.14745v3, abstract https://arxiv.org/abs/2509.14745 W036 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-010","kind":"evidence_claim","label":"The authors analysed 7,703 AI-attributed files with CodeQL, identifying 4,241 CWE instances; 87.9% h","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2510.26103","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED The authors analysed 7,703 AI-attributed files with CodeQL, identifying 4,241 CWE instances; 87.9% had no identified CWE-mapped issue. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim The authors analysed 7,703 AI-attributed files with CodeQL, identifying 4,241 CWE instances; 87.9% h BASELINE_CLAIM_OVERLAY arXiv 2510.26103, abstract https://arxiv.org/abs/2510.26103 W041 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-011","kind":"evidence_claim","label":"In a controlled security-task study, participants using an AI coding assistant produced significantl","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2211.03622","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED In a controlled security-task study, participants using an AI coding assistant produced significantly less secure solutions on average than those without it. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim In a controlled security-task study, participants using an AI coding assistant produced significantl BASELINE_CLAIM_OVERLAY arXiv 2211.03622v3, abstract https://arxiv.org/abs/2211.03622 W046 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-012","kind":"evidence_claim","label":"The authors compared 787,562 human/AI function pairs across Python, Java and C, reporting language-s","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2609.12708","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED The authors compared 787,562 human/AI function pairs across Python, Java and C, reporting language-specific quality differences and a released CQBench suite. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim The authors compared 787,562 human/AI function pairs across Python, Java and C, reporting language-s BASELINE_CLAIM_OVERLAY arXiv 2609.12708v2, abstract https://arxiv.org/abs/2609.12708 W052 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-013","kind":"evidence_claim","label":"Across 37,623 provenance-labeled PRs from five coding agents, post-merge outcomes differed materiall","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2609.17598","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED Across 37,623 provenance-labeled PRs from five coding agents, post-merge outcomes differed materially by vendor and compared with a matched human baseline. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim Across 37,623 provenance-labeled PRs from five coding agents, post-merge outcomes differed materiall BASELINE_CLAIM_OVERLAY arXiv 2609.17598, abstract https://arxiv.org/abs/2609.17598 W054 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-014","kind":"evidence_claim","label":"Agent-adopting OSS repositories saw measured complexity increases while newcomer inflow showed no si","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2607.01810","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED Agent-adopting OSS repositories saw measured complexity increases while newcomer inflow showed no significant reduction in the studied cohorts. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim Agent-adopting OSS repositories saw measured complexity increases while newcomer inflow showed no si BASELINE_CLAIM_OVERLAY arXiv 2607.01810, abstract https://arxiv.org/abs/2607.01810 W058 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-015","kind":"evidence_claim","label":"When code was labelled LLM-generated, an eye-tracking experiment found similar review thoroughness b","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2606.26505","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED When code was labelled LLM-generated, an eye-tracking experiment found similar review thoroughness but more time spent fixating on that code. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim When code was labelled LLM-generated, an eye-tracking experiment found similar review thoroughness b BASELINE_CLAIM_OVERLAY arXiv 2606.26505v2, abstract https://arxiv.org/abs/2606.26505 W069 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-016","kind":"evidence_claim","label":"The controlled code-review experiment involved 385 participants assessing proposed code revisions un","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://search.usi.ch/en/publications/70485","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED The controlled code-review experiment involved 385 participants assessing proposed code revisions under complexity and provenance manipulations. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim The controlled code-review experiment involved 385 participants assessing proposed code revisions un BASELINE_CLAIM_OVERLAY USI institutional publication record, abstract https://search.usi.ch/en/publications/70485 W073 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-017","kind":"evidence_claim","label":"A 28-participant code validation and repair study found that code-provenance awareness affected deve","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2405.16081","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED A 28-participant code validation and repair study found that code-provenance awareness affected developer behavior and workload. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim A 28-participant code validation and repair study found that code-provenance awareness affected deve BASELINE_CLAIM_OVERLAY arXiv 2405.16081, abstract https://arxiv.org/abs/2405.16081 W083 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-018","kind":"evidence_claim","label":"In randomized programming-library learning experiments, AI reliance impaired assessed conceptual und","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2601.20245","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED In randomized programming-library learning experiments, AI reliance impaired assessed conceptual understanding, code-reading and debugging without significant mean time gain. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim In randomized programming-library learning experiments, AI reliance impaired assessed conceptual und BASELINE_CLAIM_OVERLAY arXiv 2601.20245, abstract https://arxiv.org/abs/2601.20245 W118 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-019","kind":"evidence_claim","label":"LinkedIn/GitHub-based analysis associated Copilot adoption with around 3–5% higher monthly software-","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://onlinelibrary.wiley.com/doi/10.1111/coep.70035","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED LinkedIn/GitHub-based analysis associated Copilot adoption with around 3–5% higher monthly software-engineer hiring probability at adopting firms. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim LinkedIn/GitHub-based analysis associated Copilot adoption with around 3–5% higher monthly software- BASELINE_CLAIM_OVERLAY Wiley Contemporary Economic Policy, abstract https://onlinelibrary.wiley.com/doi/10.1111/coep.70035 W123 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-020","kind":"evidence_claim","label":"Stanford August 2026 revision reports 19% lower relative employment for ages 22–25 in AI-exposed occ","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://digitaleconomy.stanford.edu/publication/canaries-in-the-coal-mine-six-facts-about-the-recent-employment-effects-of-artificial-intelligence/","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED Stanford August 2026 revision reports 19% lower relative employment for ages 22–25 in AI-exposed occupations compared with a less-exposed benchmark trend. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim Stanford August 2026 revision reports 19% lower relative employment for ages 22–25 in AI-exposed occ BASELINE_CLAIM_OVERLAY Stanford Digital Economy Lab, revised research highlights https://digitaleconomy.stanford.edu/publication/canaries-in-the-coal-mine-six-facts-about-the-recent-employment-effects-of-artificial-intelligence/ W125 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-021","kind":"evidence_claim","label":"Norwegian administrative-register analyses found no robust evidence of early-career displacement in ","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6956666","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED Norwegian administrative-register analyses found no robust evidence of early-career displacement in highly AI-exposed occupations over the studied period. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim Norwegian administrative-register analyses found no robust evidence of early-career displacement in BASELINE_CLAIM_OVERLAY CESifo WP 12752 / author-posted SSRN abstract https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6956666 W128 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-022","kind":"evidence_claim","label":"Firm-level AI spending was associated with faster workforce growth for high-intensity adopters in th","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://ramp.com/data/ai-jobs-impact","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED Firm-level AI spending was associated with faster workforce growth for high-intensity adopters in the Ramp-linked analysis. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim Firm-level AI spending was associated with faster workforce growth for high-intensity adopters in th BASELINE_CLAIM_OVERLAY Ramp Economics Lab original research summary https://ramp.com/data/ai-jobs-impact W130 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-023","kind":"evidence_claim","label":"New York Fed job-posting analysis found little evidence of a distinct AI-related decline for highly ","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://libertystreeteconomics.newyorkfed.org/2026/05/do-job-postings-show-early-labor-market-effects-of-ai/","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED New York Fed job-posting analysis found little evidence of a distinct AI-related decline for highly exposed occupations after late 2022. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim New York Fed job-posting analysis found little evidence of a distinct AI-related decline for highly BASELINE_CLAIM_OVERLAY NY Fed Liberty Street Economics, May 14 2026 https://libertystreeteconomics.newyorkfed.org/2026/05/do-job-postings-show-early-labor-market-effects-of-ai/ W139 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-024","kind":"evidence_claim","label":"Indeed reports US software-development job postings rose nearly 15% since February 2025 while aggreg","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://hiringlab.indeed.com/2026/07/08/ai-and-job-postings-from-destruction-to-creation/","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED Indeed reports US software-development job postings rose nearly 15% since February 2025 while aggregate postings fell 7% over the same period. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim Indeed reports US software-development job postings rose nearly 15% since February 2025 while aggreg BASELINE_CLAIM_OVERLAY Indeed Hiring Lab, July 8 2026 https://hiringlab.indeed.com/2026/07/08/ai-and-job-postings-from-destruction-to-creation/ W140 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-025","kind":"evidence_claim","label":"Yale Budget Lab reported no clear early labor-market signature attributable to AI in its May 2026 em","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://budgetlab.yale.edu/research/ai-probably-not-yet-reason-labor-market-weakening","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED Yale Budget Lab reported no clear early labor-market signature attributable to AI in its May 2026 employment analysis. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim Yale Budget Lab reported no clear early labor-market signature attributable to AI in its May 2026 em BASELINE_CLAIM_OVERLAY Yale Budget Lab, May 7 2026 https://budgetlab.yale.edu/research/ai-probably-not-yet-reason-labor-market-weakening W142 {"actual":[],"authors":"","category":"claims","collection":null,"id":"EV-026","kind":"evidence_claim","label":"An OSS policy study identified 385 projects with AI policies among 29,624 GitHub repositories and re","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/abs/2608.03329","volumes":[],"year":""} ABSTRACT_ANCHORED_NOT_FULL_TEXT_AUDITED An OSS policy study identified 385 projects with AI policies among 29,624 GitHub repositories and related policy design to review and engagement outcomes. MAY_DRAFT_WITH_LIMITATIONS__NOT_FINAL_CITATION_APPROVED Evidence evidence_claim An OSS policy study identified 385 projects with AI policies among 29,624 GitHub repositories and re BASELINE_CLAIM_OVERLAY arXiv 2608.03329, abstract https://arxiv.org/abs/2608.03329 W149 {"actual":[],"authors":"","category":"teaching","collection":null,"id":"PR-01","kind":"author_proposal","label":"Separate stakeholder-authorized intent from agent-generated design proposals.","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} C04 AUTHOR_SYNTHESIS_NOT_EMPIRICALLY_VALIDATED Methodology author_proposal Separate stakeholder-authorized intent from agent-generated design proposals. BASELINE_METHOD_OVERLAY Author proposal; no causal evaluation in this baseline. {"actual":[],"authors":"","category":"teaching","collection":null,"id":"PR-02","kind":"author_proposal","label":"Version canonical intention deltas and invalidate only impacted evidence or artifacts.","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} C04 AUTHOR_SYNTHESIS_NOT_EMPIRICALLY_VALIDATED Methodology author_proposal Version canonical intention deltas and invalidate only impacted evidence or artifacts. BASELINE_METHOD_OVERLAY Author proposal; scoped by a dependency impact graph. {"actual":[],"authors":"","category":"teaching","collection":null,"id":"PR-03","kind":"author_proposal","label":"Bound all agent executions with tool permissions, budgets and observable stop conditions.","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} C03 AUTHOR_SYNTHESIS_NOT_EMPIRICALLY_VALIDATED Methodology author_proposal Bound all agent executions with tool permissions, budgets and observable stop conditions. BASELINE_METHOD_OVERLAY Reference implementation is instructional, not a validated universal policy. {"actual":[],"authors":"","category":"teaching","collection":null,"id":"PR-04","kind":"author_proposal","label":"A local passing agent loop means ready for independent review, not accepted or deployed.","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} C07 AUTHOR_SYNTHESIS_NOT_EMPIRICALLY_VALIDATED Methodology author_proposal A local passing agent loop means ready for independent review, not accepted or deployed. BASELINE_METHOD_OVERLAY Governance proposal, not a measured empirical result. {"actual":[],"authors":"","category":"teaching","collection":null,"id":"PR-05","kind":"author_proposal","label":"Require an orchestrator rejection to name a testable policy or missing-evidence hook.","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} C08 AUTHOR_SYNTHESIS_NOT_EMPIRICALLY_VALIDATED Methodology author_proposal Require an orchestrator rejection to name a testable policy or missing-evidence hook. BASELINE_METHOD_OVERLAY Escalate repeated non-actionable rejection instead of retrying indefinitely. {"actual":[],"authors":"","category":"teaching","collection":null,"id":"PR-06","kind":"author_proposal","label":"Track output at distinct levels: generated, accepted, released and observed value.","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} C02 AUTHOR_SYNTHESIS_NOT_EMPIRICALLY_VALIDATED Methodology author_proposal Track output at distinct levels: generated, accepted, released and observed value. BASELINE_METHOD_OVERLAY Synthesis informed by W003/W010/W014; specific dashboard requires validation. {"actual":[],"authors":"","category":"teaching","collection":null,"id":"PR-07","kind":"author_proposal","label":"Persistent system memory should carry provenance, confidence, expiry and invalidation paths.","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} C09 AUTHOR_SYNTHESIS_NOT_EMPIRICALLY_VALIDATED Methodology author_proposal Persistent system memory should carry provenance, confidence, expiry and invalidation paths. BASELINE_METHOD_OVERLAY Proposed operational memory design, not demonstrated by every cited memory study. {"actual":[],"authors":"","category":"teaching","collection":null,"id":"PR-08","kind":"author_proposal","label":"Protect training tasks and independent comprehension checks when adopting coding assistants.","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} C10 AUTHOR_SYNTHESIS_NOT_EMPIRICALLY_VALIDATED Methodology author_proposal Protect training tasks and independent comprehension checks when adopting coding assistants. BASELINE_METHOD_OVERLAY Context-dependent intervention suggested by skill-formation literature. {"actual":[],"authors":"","category":"teaching","collection":null,"id":"PR-09","kind":"author_proposal","label":"Adoption decisions should use risk-adjusted cost per independently accepted change.","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} C12 AUTHOR_SYNTHESIS_NOT_EMPIRICALLY_VALIDATED Methodology author_proposal Adoption decisions should use risk-adjusted cost per independently accepted change. BASELINE_METHOD_OVERLAY Model proposal; unit costs and effects must come from a local pilot. {"actual":[],"authors":"","category":"teaching","collection":null,"id":"PR-10","kind":"author_proposal","label":"Treat reuse of the AIDev dataset as dependent evidence unless sample independence is proven.","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} C02 AUTHOR_SYNTHESIS_NOT_EMPIRICALLY_VALIDATED Methodology author_proposal Treat reuse of the AIDev dataset as dependent evidence unless sample independence is proven. BASELINE_METHOD_OVERLAY Evidence-synthesis rule, not an intervention effect. {"actual":[],"authors":"","category":"provenance","collection":null,"id":"CORR:W162:2026","kind":"corrigendum","label":"2026 Corrigendum to W162","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://doi.org/10.1145/3838282","volumes":[],"year":"2026-09-02"} 2026-10-10 10.1145/3838282 corrigendum 2026 Corrigendum to W162 2026-09-02 https://doi.org/10.1145/3838282 Incorrect alphabetical sorting of S1-S95 studies in the original citation list; corrected by citation key. {"actual":[],"authors":"","category":"claims","collection":null,"id":"AUD:W162:METHOD","kind":"audited_claim","label":"Systematic mapping of 95 pre-AI code comprehension experiments; not an agent trial","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 no audited_claim Systematic mapping of 95 pre-AI code comprehension experiments; not an agent trial original full text, Sections 1-5; corrigendum 2026 Cannot transfer effect sizes to agent engineering {"actual":[],"authors":"","category":"claims","collection":null,"id":"AUD:W162:CORR","kind":"audited_claim","label":"2026 corrigendum corrected mismatched S1–S95 article references","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 no audited_claim 2026 corrigendum corrected mismatched S1–S95 article references 2026 ACM CSUR corrigendum DOI 10.1145/3838282, sec. 1 Do not reuse uncorrected S1–S95 assignments {"actual":[],"authors":"","category":"claims","collection":null,"id":"AUD:W163:DESIGN","kind":"audited_claim","label":"32 developers and 15 managers interviewed; 189 developer and 37 manager surveys","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 no audited_claim 32 developers and 15 managers interviewed; 189 developer and 37 manager surveys ICSE 2021 pp. 613–616, Section II One company (Microsoft), exploratory mixed method, not AI randomized {"actual":[],"authors":"","category":"claims","collection":null,"id":"AUD:W185:REGRESSION","kind":"audited_claim","label":"Section 6 regression uses 1,012 potential mentor–follower pairs; Off coefficient -0.63 (SE 0.125)","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 no audited_claim Section 6 regression uses 1,012 potential mentor–follower pairs; Off coefficient -0.63 (SE 0.125) ICSE 2009 p. 75, Table 2 Association in older offshoring code succession, not a causal effect of AI handoff {"actual":[],"authors":"","category":"claims","collection":null,"id":"AUD:W185:MENTORS","kind":"audited_claim","label":"Section 5 Table 1 measures rank sums for 10 identified mentor–follower situations; S2 sum 82","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 no audited_claim Section 5 Table 1 measures rank sums for 10 identified mentor–follower situations; S2 sum 82 ICSE 2009 p. 72, Table 1 Published tabulations can be checked but raw observations missing {"actual":[],"authors":"","category":"claims","collection":null,"id":"AUD:W186:SAMPLE","kind":"audited_claim","label":"Two developer surveys 157 and 187 responses out of 1000 invitations each; 11 interviews","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 no audited_claim Two developer surveys 157 and 187 responses out of 1000 invitations each; 11 interviews ICSE 2006 p. 494, Section 3.3 Single corporation, selection bias not measured, non-AI exploration {"actual":[],"authors":"","category":"claims","collection":null,"id":"AUD:W071:AIDEV","kind":"audited_claim","label":"The study explicitly begins with AIDev; 11,048 closed PRs reduce to 9,799, and 717 sampled","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 no audited_claim The study explicitly begins with AIDev; 11,048 closed PRs reduce to 9,799, and 717 sampled MSR 2026 Section 3 Figure 1, Table 1 Cohort overlap with W192; do not meta-analyze as independent samples {"actual":[],"authors":"","category":"claims","collection":null,"id":"AUD:W071:REJECTION","kind":"audited_claim","label":"Among 353 sampled rejected PRs: 126 AF, 110 workflow, 117 unknown","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 no audited_claim Among 353 sampled rejected PRs: 126 AF, 110 workflow, 117 unknown MSR 2026 Table 2 Stratified coding, not population rejection rates {"actual":[],"authors":"","category":"claims","collection":null,"id":"AUD:W126:ENDPOINT","kind":"audited_claim","label":"41-country labor-demand study measures hiring/job postings","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 no audited_claim 41-country labor-demand study measures hiring/job postings Stanford Digital Economy Lab institutional working-paper page Not interchangeable with total employment, release velocity or wage outcome Inspect original full texts for every actually cited study; capture PDF page/version, extraction, and limitations. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-001","kind":"audit_issue","label":"PWB-001: Full manuscript results/limitations for 193 sources","limitation":"","mapped":["C:C03","C:C05","C:C07","C:C08","C:C09","C:C10","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-001: Full manuscript results/limitations for 193 sources audit/issue_register_20261010.csv Critical PARTIAL_CITED_SOURCE_REVIEW Obtain original records and model code; rerun with pinned dependencies and reproduce original estimands. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-002","kind":"audit_issue","label":"PWB-002: Original-data statistical replication","limitation":"","mapped":["C:C05","C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-002: Original-data statistical replication audit/issue_register_20261010.csv High PARTIAL_AGGREGATE_ONLY Check full authors/title/versions/DOI and exact claim locator for every cited work; source-to-claim review beyond URL existence. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-003","kind":"audit_issue","label":"PWB-003: Publication metadata, correct versions and claims","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-003: Publication metadata, correct versions and claims Complete direct claim locator and full publication-version checks across cited works; do not confuse a resolved URL with replicated methods. NO_ORIGINAL_RECORDS_NO_PILOT Original cited link recovery preserved; six formerly catalogue-only primary publication locators now matched, including 2024 BIS/2026 journal title change. audit/issue_register_20261010.csv High PARTIAL_24_CITED_LOCATORS PARTIAL_CITED_LINKS_PLUS_6_CATALOGUE_IDENTITY_CHECKS Check remaining original manuscripts and direct source URLs; prioritize chapter-cited material for full audits. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-004","kind":"audit_issue","label":"PWB-004: 165 legacy metadata-only works","limitation":"","mapped":["C:C10","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-004: 165 legacy metadata-only works Verify remaining 41 non-original locators and original methods; six located entries require research-method inspection separately. NO_ORIGINAL_RECORDS_NO_PILOT Previously 47 catalogue-only missing locators; six official source pages DOI/report indexes verified (W019 W024 W025 W026 W085 W087). Remaining 41 separate from cited source/method gates. 2026-10-10 Identity/location of missing 41 uncited catalogue records only. Not full method replication, no original data, no pilot. audit/issue_register_20261010.csv High PARTIAL_CITED_LOCATORS_NOT_FULL_AUDIT PARTIAL_LOCATORS_RESOLVED_METHODS_AUDIT_OPEN_PASS7 Maintain provenance and prohibit claims of AI handoff effects or raw regression replication. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-005","kind":"audit_issue","label":"PWB-005: W185 original manuscript inspection","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-005: W185 original manuscript inspection audit/issue_register_20261010.csv Medium CLOSED_PRIMARY_METHODS_AND_TABLES Any S1-S95 study reanalysis must use the corrected reference key and inspect original 95 study identifiers. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-006","kind":"audit_issue","label":"PWB-006: W162 and W163 provisional method classification","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-006: W162 and W163 provisional method classification audit/issue_register_20261010.csv Medium CLOSED_SOURCE_METHOD_CLASS Preserve observational and historical scope; do not generalize to agent efficacy. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-007","kind":"audit_issue","label":"PWB-007: W186 provisional study method and sampling","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-007: W186 provisional study method and sampling audit/issue_register_20261010.csv Medium CLOSED_SOURCE_METHOD_CLASS Download dataset releases and match observation IDs / sampling dates/filters across every derived study before pooling effect sizes. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-008","kind":"audit_issue","label":"PWB-008: AIDev data lineage and duplicate-corpus risk","limitation":"","mapped":["C:C03","C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-008: AIDev data lineage and duplicate-corpus risk audit/issue_register_20261010.csv Medium PARTIAL_CLUSTER_CONFIRMED Recruit consenting comparable engineers, pre-register comparator treatments and measure minutes, acceptance, rework, escaped defects, deployment and policy deviations. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-009","kind":"audit_issue","label":"PWB-009: Real field pilot of CCS-native procedure","limitation":"","mapped":["C:C04","C:C11","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-009: Real field pilot of CCS-native procedure audit/issue_register_20261010.csv High BLOCKED_REAL_PARTICIPANTS_REQUIRED Threat-model production process; implement real authorization, identity, immutable audit provenance, secrets hygiene, distributed concurrency tests and deployment acceptance. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-010","kind":"audit_issue","label":"PWB-010: Synthetic teaching case mistaken for production controls","limitation":"","mapped":["C:C06","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-010: Synthetic teaching case mistaken for production controls audit/issue_register_20261010.csv High CONTAINED_LAB_ONLY_NOT_PRODUCTION_VALIDATED Verify original methods and coefficients before quantitative synthesis; use like-for-like endpoints and geographies. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-011","kind":"audit_issue","label":"PWB-011: Incompatible labor/economic endpoints","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-011: Incompatible labor/economic endpoints audit/issue_register_20261010.csv High CLOSED_EDITORIAL_BOUNDARY_ONLY Only grant research/production release after all chapter-principal fulltexts, table claims, provenance and real pilot requirements pass. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-012","kind":"audit_issue","label":"PWB-012: Full per-chapter source/release gate","limitation":"","mapped":["C:C01","C:C02","C:C03","C:C04","C:C05","C:C06","C:C07","C:C08","C:C09","C:C10","C:C11","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-012: Full per-chapter source/release gate audit/issue_register_20261010.csv High FAIL_PENDING_FULLTEXT_AND_PILOT {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W001-COHORT","kind":"evidence_claim","label":"P2-W001-COHORT W001","limitation":"","mapped":["C:C01","C:C02","C:C05","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Study separates agent-first and IDE-first samples 2026-10-10 Methods Section 3.1 primary arXiv 2601.13597v2 evidence_claim P2-W001-COHORT W001 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv Matched nonrandom samples; data not independent of AIDev NOT_MICRODATA_REPLICATED 401 AF 117 IF repositories; controls 606 AF and 73 IF ORIGINAL_FULLTEXT_SELECTED_SECTIONS {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W001-QUALITY","kind":"evidence_claim","label":"P2-W001-QUALITY W001","limitation":"","mapped":["C:C01","C:C05","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Two separate complexity effects not one pooled effect 2026-10-10 Table 2 Section 4 original arXiv 2601.13597v2 evidence_claim P2-W001-QUALITY W001 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv IDE-first warning coefficient non-significant; no pooled percent estimated AGGREGATE_ARITHMETIC_ONLY 34.85pct AF and 42.87pct IF complexity; 17.73pct AF and 19.00pct IF static warnings ORIGINAL_TABLE_INSPECTED_AND_EXP_BETA_CHECKED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W011-PILOT","kind":"evidence_claim","label":"P2-W011-PILOT W011","limitation":"","mapped":["C:C01","C:C03","C:C04","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Illustrative pilot not evidence of independent causal effectiveness 2026-10-10 Sections 3 and 7.4 arXiv 2605.01160 evidence_claim P2-W011-PILOT W011 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv No randomization or controlled comparison NOT_REPLICATED 14 participants 3 teams 4 months; 67 literature sources ORIGINAL_METHODS_INSPECTED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W004-PREFERRED","kind":"evidence_claim","label":"P2-W004-PREFERRED W004","limitation":"","mapped":["C:C02","C:C05","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Cursor preferred estimator warns of maintainability associations 2026-10-10 Printed p7 Table2 19pp author PDF MSR 2026 evidence_claim P2-W004-PREFERRED W004 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv Config file signals and selection bias limit causal interpretation AGGREGATE_ARITHMETIC_ONLY +30.26pct warnings +41.64pct complexity; 806 treated vs 1380 control ORIGINAL_TABLE_INSPECTED_AND_EXP_BETA_CHECKED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W004-ROBUSTNESS","kind":"evidence_claim","label":"P2-W004-ROBUSTNESS W004","limitation":"","mapped":["C:C05","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Cursor quality estimates are not robust across three DiD estimators 2026-10-10 Printed p16 Appendix Table6 19pp author PDF MSR 2026 evidence_claim P2-W004-ROBUSTNESS W004 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv Estimator disagreement and cohort sizes; no raw data to adjudicate AGGREGATE_ARITHMETIC_ONLY Preferred +30.26/+41.64pct; TWFE +18.48/+26.04pct; C&S -10.49/-3.80pct non-significant ORIGINAL_APPENDIX_TABLE_INSPECTED_AND_EXP_BETA_CHECKED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W102-TESTS","kind":"evidence_claim","label":"P2-W102-TESTS W102","limitation":"","mapped":["C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Review direction has asymmetrical correctness results 2026-10-10 arXiv v1 2607.21656 Table2 and Table4 evidence_claim P2-W102-TESTS W102 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv Complete-case benchmark cannot predict human review performance AGGREGATE_ARITHMETIC_ONLY 83/116 Codex solo 104/116 reviewed by Claude; 106/116 Claude solo 96/116 reviewed by Codex ORIGINAL_TABLE_INSPECTED_AND_PERCENTAGES_RECALCULATED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W102-COSTS","kind":"evidence_claim","label":"P2-W102-COSTS W102","limitation":"","mapped":["C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Correctness gains can require higher model spend 2026-10-10 arXiv v1 2607.21656 Table2 Section 3.3 evidence_claim P2-W102-COSTS W102 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv Study pricing and token mix are time-dependent; no production TCO REPORTED_COST_ARITHMETIC_ONLY $0.190 versus $0.443 per task Codex-to-Claude; $0.226 versus $0.382 Claude-to-Codex ORIGINAL_TABLE_INSPECTED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W120-MODEL","kind":"evidence_claim","label":"P2-W120-MODEL W120","limitation":"","mapped":["C:C10","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Intergenerational skill transfer is modeled not directly observed 2026-10-10 arXiv 2507.16078v9 abstract theoretical assumptions and appendices evidence_claim P2-W120-MODEL W120 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv Theoretical causal mechanism not a measured occupation effect; conflicting manuscript dates THEORY_NOT_APPLICABLE Theoretical expert novice contact and task automation mechanisms ORIGINAL_MODEL_OUTLINE_INSPECTED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W010-ABSTRACT","kind":"evidence_claim","label":"P2-W010-ABSTRACT W010","limitation":"","mapped":["C:C01","C:C02","C:C08","C:C11","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Commits and releases are distinct institutionally reported productivity estimands 2026-10-10 Institutional NBER WP35275 September 2026 abstract evidence_claim P2-W010-ABSTRACT W010 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv Original numerical tables and microdata not verified NOT_REPLICATED 30 180 240 pct commits vs 80 pct projects and 30 pct releases PRIMARY_INSTITUTIONAL_RECORD_ONLY {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W126-JUNIOR-SHARE","kind":"evidence_claim","label":"P2-W126-JUNIOR-SHARE W126","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Junior employment share declines not the same as significant headcount decline 2026-10-10 Stanford September 2026 manuscript abstract pp2-3 Figure3 printed p28 and surrounding Sec4 evidence_claim P2-W126-JUNIOR-SHARE W126 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv Matched instrumented affiliate sample excludes many workers and requires exclusion assumptions BASELINE_SHARE_ARITHMETIC_ONLY -1.9pp junior share baseline 57.1pct; +6.7pct senior employment; -2.5pct junior employment non-significant ORIGINAL_FIGURE_AND_SELECTED_METHODS_CHECKED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W129-FINLAND","kind":"evidence_claim","label":"P2-W129-FINLAND W129","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Finnish exposure strata have broadly similar youth labor trajectories 2026-10-10 ETLA WP135 figs 3 7 8 printed pp10 15 16 evidence_claim P2-W129-FINLAND W129 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv Null detectable association does not show absence of all effects NO_RAW_SERIES_REPLICATION Figures 3 and 7 no persistent youth headcount divergence; Fig8 wages similar ORIGINAL_FIGURES_CHECKED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W131-WFH","kind":"evidence_claim","label":"P2-W131-WFH W131","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Controlling for remote-work exposure attenuates AI early-hiring association 2026-10-10 CEP LSE DP2193 abstract and continuous-exposure methods printed pp12-13 evidence_claim P2-W131-WFH W131 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv Observational competing exposure and parallel trend assumptions; coefficients not independently fit NO_RAW_REGRESSION_REPLICATION -5pp junior hires and -3pp low experience ads in separate two SD exposure specifications; WFH retained in joint ORIGINAL_METHODS_AND_ABSTRACT_CHECKED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS2:CLAIM:P2-W136-DENMARK","kind":"evidence_claim","label":"P2-W136-DENMARK W136","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Institutional description reports short-run wage-hour nulls under chatbot adoption 2026-10-10 NBER WP33777 institution record March 2026 revision evidence_claim P2-W136-DENMARK W136 PASS2_TABLE_OR_METHOD_CHECK audit/pass2/claim_evidence_pass2.csv Full published tables and original Danish microdata not inspected NOT_REPLICATED Small precisely estimated hours and wages effects; exclusion above 2pct reported PRIMARY_INSTITUTIONAL_RECORD_ONLY {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-013","kind":"audit_issue","label":"PWB-013: Cursor estimator sensitivity and quality-effect heterogeneity","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-013: Cursor estimator sensitivity and quality-effect heterogeneity PASS2_AUDIT_OPEN_OR_CORRECTED audit/pass2/issue_delta_pass2.csv EDITORIAL_CORRECTION_APPLIED_METHODS_OPEN {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-014","kind":"audit_issue","label":"PWB-014: Benchmark reviewer costs and transfer to real engineering","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-014: Benchmark reviewer costs and transfer to real engineering PASS2_AUDIT_OPEN_OR_CORRECTED audit/pass2/issue_delta_pass2.csv EDITORIAL_CORRECTION_APPLIED_METHODS_OPEN {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-015","kind":"audit_issue","label":"PWB-015: Junior share versus level / WFH exposure and cross-country comparability","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-015: Junior share versus level / WFH exposure and cross-country comparability PASS2_AUDIT_OPEN_OR_CORRECTED audit/pass2/issue_delta_pass2.csv EDITORIAL_CORRECTION_APPLIED_METHODS_OPEN {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-016","kind":"audit_issue","label":"PWB-016: W120 arXiv v9 HTML banner versus body-date conflict","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 2026-10-10 audit_issue PWB-016: W120 arXiv v9 HTML banner versus body-date conflict PASS2_AUDIT_OPEN_OR_CORRECTED Identify arXiv experimental HTML source transform/rebuild origin or get author confirmation of internal date; PDF analyses remain version-pinned. NO_ORIGINAL_RECORDS_NO_PILOT Official arXiv history states v9 submitted 2026-06-08, PDF cover 2026-06-09; experimental same-version HTML text states August 24. Date hierarchy explicitly documented and PDF pinned. audit/pass2/issue_delta_pass2.csv ARXIV_V9_SUBMISSION_PINNED_HTML_TEXT_DATE_OPEN Original v1 benchmark comparison needs complete version-difference table Use exact v2 TravelPlanner and distinguish hard-constraint loss {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-017","kind":"audited_issue","label":"PWB-017: Use exact v2 TravelPlanner and distinguish hard-constraint loss","limitation":"","mapped":["C:C03","C:C04","C:C07","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-017 audited_issue PWB-017: Use exact v2 TravelPlanner and distinguish hard-constraint loss AUDIT_ISSUE PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 audit/pass4/issue_delta_pass3_pass4.csv PARTIAL_VERSION_COMPARISON_DONE_STATISTICAL_TEST_INPUTS_OPEN W151 Get original journal Tables 2-3 and trial microdata Recompute pooled weighted-IV from printed working Table3 {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-018","kind":"audited_issue","label":"PWB-018: Recompute pooled weighted-IV from printed working Table3","limitation":"","mapped":["C:C01","C:C02","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-018 audited_issue PWB-018: Recompute pooled weighted-IV from printed working Table3 AUDIT_ISSUE PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 audit/pass4/issue_delta_pass3_pass4.csv PARTIAL_PUBLISHER_SUPPLEMENT_SAMPLES_AND_ITT_CHECKED W003 Run official ~1.7GB replication release and inspect sample exclusions Keep Table1 5853 != stated 5869 explicit {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-019","kind":"audited_issue","label":"PWB-019: Keep Table1 5853 != stated 5869 explicit","limitation":"","mapped":["C:C03","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-019 audited_issue PWB-019: Keep Table1 5853 != stated 5869 explicit AUDIT_ISSUE PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 Verify whether final HPR cell is 261 from original 5,869 matched observation records; obtain replication package and reproduce filters. NO_ORIGINAL_RECORDS_NO_PILOT Table1 HPR 4157+702+749+245=5853; 5869 total and 4.45% imply 261 for last cell. APR margin and intervention margins independently rechecked. Published cell remains 245, original replication source not executed. ORIGINAL_W068_16_RECORD_MISMATCH_STILL_OPEN FINAL_PAPER_ARITHMETIC_CONFIRMED_PR_RECORDS_UNAVAILABLE audit/pass4/issue_delta_pass3_pass4.csv INFERRED_TABLE_CELL_RECONCILED_RAW_DATA_OPEN W068 Conduct independently labelled same-bug checker study 60 percent conditional MCQ error agreement not code-review defect rate {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-020","kind":"audited_issue","label":"PWB-020: 60 percent conditional MCQ error agreement not code-review defect rate","limitation":"","mapped":["C:C03","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-020 audited_issue PWB-020: 60 percent conditional MCQ error agreement not code-review defect rate AUDIT_ISSUE PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 audit/pass4/issue_delta_pass3_pass4.csv CROSS_DOMAIN_METRIC_BOUNDARY_RECORDED W079 No double count until independent experiment Citation dependency on W003 recorded {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-021","kind":"audited_issue","label":"PWB-021: Citation dependency on W003 recorded","limitation":"","mapped":["C:C03","C:C07","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-021 audited_issue PWB-021: Citation dependency on W003 recorded AUDIT_ISSUE PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 audit/pass4/issue_delta_pass3_pass4.csv SYNTHESIS_NOT_INDEPENDENT W095 Randomized or well-matched review deployment with matched exposure Benchmark and nonrandom rollout kept separate {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-022","kind":"audited_issue","label":"PWB-022: Benchmark and nonrandom rollout kept separate","limitation":"","mapped":["C:C04","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-022 audited_issue PWB-022: Benchmark and nonrandom rollout kept separate AUDIT_ISSUE PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 audit/pass4/issue_delta_pass3_pass4.csv OPT_IN_ROLLOUT_BOUNDARY_RECORDED W099 Rerun multi-repository blinded review with CI and normal feedback Benchmark pass versus hypothetical maintainer merge 24.2 pp {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-023","kind":"audited_issue","label":"PWB-023: Benchmark pass versus hypothetical maintainer merge 24.2 pp","limitation":"","mapped":["C:C03","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-023 audited_issue PWB-023: Benchmark pass versus hypothetical maintainer merge 24.2 pp AUDIT_ISSUE PASS4_SELECTED_PRIMARY_2026-10-10 audit/pass4/issue_delta_pass3_pass4.csv SCOPED_PRIMARY_METHODS_REVIEW W111 Obtain final ICSE 2025 paper tables and compare with original v2; original 5-run model outputs not rerun Inspected 2024 author original PDF pp 6-7 Tables II-III, compared publisher abstract, reconstructed four relative gains and recorded benchmark test anomaly {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-024","kind":"audited_issue","label":"PWB-024: Inspected 2024 author original PDF pp 6-7 Tables II-III, compared publisher abstract, reconstructed four relative gains and recorded benchmark test anomaly","limitation":"","mapped":["C:C04","C:C07","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-024 audited_issue PWB-024: Inspected 2024 author original PDF pp 6-7 Tables II-III, compared publisher abstract, reconstructed four relative gains and recorded benchmark test anomaly AUDIT_ISSUE PASS4_SELECTED_PRIMARY_2026-10-10 audit/pass4/issue_delta_pass3_pass4.csv AUTHOR_PREPRINT_METHODS_TABLES_CHECKED_PUBLISHER_PARITY_OPEN W148 Re-run open policy dataset with dated repo snapshot, assess sampling drift 150 categories = 137 require +13 not required {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-025","kind":"audited_issue","label":"PWB-025: 150 categories = 137 require +13 not required","limitation":"","mapped":["C:C04","C:C07","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-025 audited_issue PWB-025: 150 categories = 137 require +13 not required AUDIT_ISSUE PASS4_SELECTED_PRIMARY_2026-10-10 audit/pass4/issue_delta_pass3_pass4.csv PARTIAL_DATASET_DOI_LOCATED_RECORDLEVEL_AUDIT_OPEN W150 Benchmark proposed organizational practices in independent trial SASE v3 is roadmap not field intervention {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-026","kind":"audited_issue","label":"PWB-026: SASE v3 is roadmap not field intervention","limitation":"","mapped":["C:C03","C:C04","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-026 audited_issue PWB-026: SASE v3 is roadmap not field intervention AUDIT_ISSUE PASS4_SELECTED_PRIMARY_2026-10-10 audit/pass4/issue_delta_pass3_pass4.csv CONCEPTUAL_FRAMEWORK_CLASSIFIED W152 Evaluate testable principles against organizational cases CRAFT vision v2 is values/vocabulary proposal {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-027","kind":"audited_issue","label":"PWB-027: CRAFT vision v2 is values/vocabulary proposal","limitation":"","mapped":["C:C01","C:C04","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-027 audited_issue PWB-027: CRAFT vision v2 is values/vocabulary proposal AUDIT_ISSUE PASS4_SELECTED_PRIMARY_2026-10-10 audit/pass4/issue_delta_pass3_pass4.csv CONCEPTUAL_FRAMEWORK_CLASSIFIED W153 Access paginated final TSE article and reconcile participant exclusions 79/3244 author versus 78/3148 published abstract {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-028","kind":"audited_issue","label":"PWB-028: 79/3244 author versus 78/3148 published abstract","limitation":"","mapped":["C:C01","C:C09","C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-028 audited_issue PWB-028: 79/3244 author versus 78/3148 published abstract AUDIT_ISSUE PASS4_SELECTED_PRIMARY_2026-10-10 Obtain paginated final version (IEEE 951-976), compare every cohort and published Table5; do not infer excluded individual. NO_ORIGINAL_RECORDS_NO_PILOT Author Table1 project counts independently sum 79; author hours 3244 versus published journal 78/3148. Difference exactly 1 and 96 hours but no exclusion mechanism established. W170_PUBLISHED_VERSION_TABLES_STILL_OPEN SCOPED_COHORT_REASON_RESOLVED_ORIGINAL_DATA_TABLE_PARITY_OPEN audit/pass4/issue_delta_pass3_pass4.csv VERSION_DIFFERENCE_QUANTIFIED_FINAL_TABLE_OPEN W170 Test ownership metrics against independent task-based comprehension outcomes Authorship-to-knowledge proxy critique, not measured collapse {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-029","kind":"audited_issue","label":"PWB-029: Authorship-to-knowledge proxy critique, not measured collapse","limitation":"","mapped":["C:C05","C:C09","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-029 audited_issue PWB-029: Authorship-to-knowledge proxy critique, not measured collapse AUDIT_ISSUE PASS4_SELECTED_PRIMARY_2026-10-10 audit/pass4/issue_delta_pass3_pass4.csv CONCEPTUAL_LIMITATION_CLASSIFIED W189 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W151-VERSION","kind":"claim","label":"2026 v2 changes benchmark to TravelPlanner","limitation":"","mapped":["C:C03","C:C04","C:C07","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim 2026 v2 changes benchmark to TravelPlanner SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO v2 2026-06-16 arXiv v2 title/header and Table I Version pinned; not a v1 τ-bench result W151 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W151-FINAL","kind":"claim","label":"SCA vs ATLAS final pass","limitation":"","mapped":["C:C03","C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim SCA vs ATLAS final pass SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 35.56 versus 18.00 percent v2 IV Table I 1000 TravelPlanner tasks not software dev CI W151 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W151-HARD","kind":"claim","label":"Hard constraints trail ATLAS on macro score","limitation":"","mapped":["C:C04","C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Hard constraints trail ATLAS on macro score SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 38.89 vs 42.00 percent v2 IV Table I Commonsense gain cannot be generalized across constraint categories W151 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W003-COMPANY","kind":"claim","label":"Heterogeneity of company outcomes","limitation":"","mapped":["C:C01","C:C02","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Heterogeneity of company outcomes SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 27.38 SE12.88;17.94 SE18.72;54.03 SE42.63 June 2025 author working paper Table 3 PR endpoint and heterogeneous uncertainty W003 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W003-POOLED","kind":"claim","label":"Inverse-variance pooled approximate point and SE","limitation":"","mapped":["C:C01","C:C02","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Inverse-variance pooled approximate point and SE SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 26.08 percent SE10.3 points June 2025 author working paper Table 3 Aggregate arithmetic only; not original regression replication W003 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W003-PUBLISH","kind":"claim","label":"Publisher abstract and working-table versions differ in endpoint detail","limitation":"","mapped":["C:C01","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Publisher abstract and working-table versions differ in endpoint detail SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 2026 published journal abstract versus 2025 working tables Publisher abstract/working p12 Published final table not independently compared W003 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W068-COHORT","kind":"claim","label":"Balanced-by-repository AIDev closed PR subset","limitation":"","mapped":["C:C03","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Balanced-by-repository AIDev closed PR subset SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO stated 5869 APR and 5869 HPR MSR 2026 pp843-844 methods Self-selected matched observational source W068 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W068-COUNT","kind":"claim","label":"Human Table 1 cells inconsistent with stated matched N","limitation":"","mapped":["C:C03","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Human Table 1 cells inconsistent with stated matched N SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 5853 reported cells vs stated 5869, gap 16 MSR 2026 Table 1 Unresolved until data release re-executed W068 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W068-INTERVENTION","kind":"claim","label":"Descriptive intervention rates differ by PR class","limitation":"","mapped":["C:C03","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Descriptive intervention rates differ by PR class SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 52.17 and 83.59 percent printed MSR 2026 results Denominator discrepancy precludes clean parity claim W068 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W068-TIME","kind":"claim","label":"Reported duration is elapsed PR hours","limitation":"","mapped":["C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Reported duration is elapsed PR hours SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 42.9 vs 22.2 median hours (intervened) MSR 2026 results Not active reviewer minutes or causal cost W068 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W079-ERROR","kind":"claim","label":"Shared wrong answer conditional on both wrong","limitation":"","mapped":["C:C03","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Shared wrong answer conditional on both wrong SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO about 60 percent agreement on HELM MCQs Original HTML Methods Not probability of two code reviewers missing same bug W079 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W079-DOMAINS","kind":"claim","label":"Three source datasets distinguish study from code review","limitation":"","mapped":["C:C03","C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Three source datasets distinguish study from code review SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 349/12032; 71/14042;20/1800 Original HTML Data/Methods Model-specific performance/dataset change W079 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W095-SECONDARY","kind":"claim","label":"Agentic lifecycle reliability/cost is a synthesis","limitation":"","mapped":["C:C03","C:C07","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Agentic lifecycle reliability/cost is a synthesis SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO no new empirical sample Original HTML References and method Cites W003, not independent evidence of 26.08 percent W095 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W099-F1","kind":"claim","label":"Agentic intent F1 versus zero-shot tradeoff","limitation":"","mapped":["C:C04","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Agentic intent F1 versus zero-shot tradeoff SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 0.860 vs0.844; 52191 vs8089 tokens v1 Table 3 Budget/latency meaningful for only 121 diffs W099 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W099-DRIFT","kind":"claim","label":"Drift scoring selected balanced subset","limitation":"","mapped":["C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Drift scoring selected balanced subset SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 118 diffs, 64.4 percent exact v1 Table 4 Balance artificial; not natural prevalence W099 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W099-ROLLOUT","kind":"claim","label":"Self-review opt-in deployment and reverts","limitation":"","mapped":["C:C04","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Self-review opt-in deployment and reverts SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 0.33 vs 0.17 percent descriptive revert rates v1 Table 8 No randomized deployment comparator W099 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS3_RESTORED:CLAIM:P3-W099-MIDDLE","kind":"claim","label":"Moderate drift buckets hardest","limitation":"","mapped":["C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PASS3_PDF_AND_ORIGINAL_RECONSTRUCTION claim Moderate drift buckets hardest SCOPED_AUDIT_CLAIM PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO F1 0.341 and 0.409 v1 Table 4 Not a ground-truth intent contract W099 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W111-SAMPLE","kind":"claim","label":"Maintainer evaluation sample is small and selected","limitation":"","mapped":["C:C03","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim Maintainer evaluation sample is small and selected SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO 4 maintainers/3 repositories/95 tasks; 296 AI/47 gold PRs METR note Data and Methods Not representative of all code review W111 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W111-GAP","kind":"claim","label":"Test grader and maintainer acceptance diverge","limitation":"","mapped":["C:C03","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim Test grader and maintainer acceptance diverge SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO 24.2 percentage points SE2.7 METR Figure1 Results Review lacks CI and feedback iterations; golden 68 percent baseline W111 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W148-BENCH","kind":"claim","label":"Multi-agent process template benchmark pass@1","limitation":"","mapped":["C:C04","C:C07","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim Multi-agent process template benchmark pass@1 SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO 75.2,65.5,82.5,56.7 percent ICSE25 publisher abstract Abstract only; not an organizational process effectiveness experiment W148 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W150-SAMPLE","kind":"claim","label":"Selected repositories and explicit supplementary set","limitation":"","mapped":["C:C04","C:C07","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim Selected repositories and explicit supplementary set SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO 281 policies, 245 from 2000 popular and 36 additional v1 Section2.3 Not population-representative W150 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W150-DISCLOSURE","kind":"claim","label":"Mentioning disclosure and requiring it are different coding levels","limitation":"","mapped":["C:C04","C:C07","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim Mentioning disclosure and requiring it are different coding levels SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO 150/281 (53.4%) mention; 137/281 (48.8%) require v1 Table1 and RQ2 Fig4 Difference is 13 explicit not-required policies W150 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W150-RATER","kind":"claim","label":"Manual classification reproducibility sample","limitation":"","mapped":["C:C04","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim Manual classification reproducibility sample SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO 162/180 agreeing labels = 90% v1 Section2.4.1 Inter-rater sample only, not outcome validation W150 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W150-ALLOW","kind":"claim","label":"AI code contributions permitted in many sampled policies","limitation":"","mapped":["C:C04","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim AI code contributions permitted in many sampled policies SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO 83.3% permitted/encouraged; 14.9% forbidden v1 RQ1 Results Autonomous agent bans may coexist with AI permission W150 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W152-FRAME","kind":"claim","label":"SASE is proposed four-pillar and SE4H/SE4A framework","limitation":"","mapped":["C:C03","C:C04","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim SASE is proposed four-pillar and SE4H/SE4A framework SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO four pillars; version v3 dated 24 Jun 2026 v3 Introduction and Sections4-7 Not a causal evaluation W152 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W153-FRAME","kind":"claim","label":"CRAFT values and lifecycle vocabulary are conceptual","limitation":"","mapped":["C:C01","C:C04","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim CRAFT values and lifecycle vocabulary are conceptual SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO version v2 dated 17 Feb 2026 v2 Intro/Values/Scope No validation cohort W153 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W170-SAMPLE","kind":"claim","label":"Author-hosted and final publisher records disagree in sample counts","limitation":"","mapped":["C:C01","C:C09","C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim Author-hosted and final publisher records disagree in sample counts SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO 79/3244 draft vs 78/3148 journal record author PDF p1 and journal abstract Final version tables not inspected; 1 developer and 96 hours differ W170 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W170-TABLE","kind":"claim","label":"Author PDF Table5 recorded comprehension fraction","limitation":"","mapped":["C:C01","C:C09","C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim Author PDF Table5 recorded comprehension fraction SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO 57.62 percent comprehension,23.96 navigation,5.02 editing,13.40 other author PDF p9 Table5 Not universal or AI-specific; coding inferred via instrument W170 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W170-VALIDITY","kind":"claim","label":"Instrument validation confined to tiny sample","limitation":"","mapped":["C:C09","C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim Instrument validation confined to tiny sample SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO 2 developers x 4 hours video validation author PDF p7 Table3 and Methods Limited ability to generalize classifier error W170 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W189-THEORY","kind":"claim","label":"Version-control authorship alone does not prove comprehension","limitation":"","mapped":["C:C05","C:C09","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} ORIGINAL_SELECTED_DOCUMENT_PASS4 claim Version-control authorship alone does not prove comprehension SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO conceptual argument, no newly measured cohort v1 Sections2-7 Must directly test comprehension instead of declaring every legacy metric invalid W189 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W148-ORIGINAL-TABLE-II","kind":"claim","label":"Five-run mean and SD for model benchmark comparisons in author v2 Table II","limitation":"","mapped":["C:C04","C:C07","C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} AUTHOR_ORIGINAL_PAGE_LEVEL_SELECTED_TABLES claim Five-run mean and SD for model benchmark comparisons in author v2 Table II SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO FlowGen Scrum 75.2±1.1 / 65.5±1.9 / 82.5±0.6 / 56.7±1.4 vs RawGPT 64.4±3.7 / 49.8±3.0 / 77.5±0.8 / 53.9±0.7 Original arXiv:2403.15852v2 PDF p. 6 Table II Original author-version, no original-run data; final ICSE version table parity open W148 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS4:CLAIM:P4-W148-BENCHMARK-TEST-MISMATCH","kind":"claim","label":"Stricter implementation may fail a benchmark with mismatched input case","limitation":"","mapped":["C:C06","C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} AUTHOR_ORIGINAL_PAGE_LEVEL_SELECTED_TABLES claim Stricter implementation may fail a benchmark with mismatched input case SCOPED_AUDIT_CLAIM PASS4_SELECTED_PRIMARY_2026-10-10 NO MBPP-582 requires dictionary input but tests also pass a set, causing exception under validated type contract Original arXiv:2403.15852v2 PDF p. 7 Table III and Listing 1 Paper authors describe the case; no independent source dataset trial here W148 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"VERSION:W151:earlier-abstract","kind":"version","label":"Earlier arXiv abstract describes tau-bench, different benchmark","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} version Earlier arXiv abstract describes tau-bench, different benchmark PUBLICATION_VERSION PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO earlier reported benchmark, not directly comparable https://arxiv.org/abs/2508.02721 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"VERSION:W151:2026-06-16-v2","kind":"version","label":"arXiv 2508.02721v2 TravelPlanner","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} version arXiv 2508.02721v2 TravelPlanner PUBLICATION_VERSION PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 1000 tasks; final pass 35.56 vs 18; hard-constraint macro 38.89 vs 42 https://arxiv.org/html/2508.02721v2 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"VERSION:W170:author-hosted-copy","kind":"version","label":"23-page author-hosted PDF; the cohort counts differ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} version 23-page author-hosted PDF; the cohort counts differ PUBLICATION_VERSION PASS4_SELECTED_PRIMARY_2026-10-10 NO 79 professionals; 3244 hours; 57.62% comprehension in Table 5 https://baolingfeng.github.io/papers/tsecomprehension.pdf {"actual":[],"authors":"","category":"provenance","collection":null,"id":"VERSION:W170:tse-2018-published","kind":"version","label":"Final TSE publisher bibliographic abstract; table not inspected","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} version Final TSE publisher bibliographic abstract; table not inspected PUBLICATION_VERSION PASS4_SELECTED_PRIMARY_2026-10-10 NO 78 professionals; 3148 hours; ~58% comprehension https://doi.org/10.1109/TSE.2017.2734091 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"VERSION:W148:2024-10-31-arxiv-v2","kind":"version","label":"14-page author manuscript original methods / Table II and Table III checked","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} version 14-page author manuscript original methods / Table II and Table III checked PUBLICATION_VERSION PASS4_SELECTED_PRIMARY_2026-10-10 NO 5 runs per model, GPT-3.5-turbo-1106, HumanEval/HumanEval-ET/MBPP/MBPP-ET; sample test anomalies https://arxiv.org/pdf/2403.15852 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"VERSION:W148:2025-icse-proceedings","kind":"version","label":"ICSE 2025 publisher proceedings, abstract checked, original final tables not compared","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} version ICSE 2025 publisher proceedings, abstract checked, original final tables not compared PUBLICATION_VERSION PASS4_SELECTED_PRIMARY_2026-10-10 NO publisher abstract matches headline; final tables not inspected https://doi.org/10.1109/ICSE55347.2025.00140 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"VERSION:W150:2026-09-07-v1","kind":"version","label":"281-policy arXiv first version","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} version 281-policy arXiv first version PUBLICATION_VERSION PASS4_SELECTED_PRIMARY_2026-10-10 NO 150 discuss disclosure; 137 require; 13 explicitly do not; 90% manual interrater over 180 labels https://arxiv.org/html/2609.07542 {"actual":[],"authors":"","category":"claims","collection":null,"id":"DISCREPANCY:W068:HPR_TABLE_16","kind":"issue_fact","label":"W068 matched HPR sample 5869 but four Table 1 cells total 5853","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} issue_fact W068 matched HPR sample 5869 but four Table 1 cells total 5853 UNRESOLVED_NUMERICAL_DISCREPANCY PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO 5869 16 5853 Obtain 134-page Sept PDF, inspect all matching details/model tables and rerun dataset/telemetry matching. Version contrasts pinned; September headline estimates separated from May variant. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-030","kind":"audited_issue","label":"PWB-030 W010","limitation":"","mapped":["C:C01","C:C02","C:C08","C:C11","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-030 audited_issue PWB-030 W010 AUDIT_ISSUE PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT Acquire release version 134-page paper and underlying matched developer/telemetry data for independent estimates. NO_ORIGINAL_RECORDS_NO_PILOT May vs September estimates retained; NBER September record discloses consulting relationships of two authors; 134-page revised full tables still unavailable from accessible sources. OFFICIAL_REVISION_ABSTRACT_FULL_TABLES_OPEN W010 Inspect all original result tables; acquire licensed Statistics Denmark administrative data and scripts; reproduce regressions. March 2026 132-page original PDF selected pages and estimator read; descriptive and causal estimates distinguished. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-031","kind":"audited_issue","label":"PWB-031 W136","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-031 audited_issue PWB-031 W136 AUDIT_ISSUE PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT Review remaining coefficients and figures, acquire licensed administrative records and run original specification. NO_ORIGINAL_RECORDS_NO_PILOT Checked original PDF page24 Eq(2) dynamic versus Eq(3) pooled; page25 baseline cross-sectional 9/4% premiums predate AI; page25 pooled vs dynamic 2/3% confidence statement; no underlying regression run. ORIGINAL_FIGURE_METHODS_ENHANCED_RAW_ADMIN_DATA_OPEN W136 Check all propositions and additivity/robustness; empirical mentor-retention pilot before workplace conclusions. Pinned v1 and v9 PDF versions; derived Eq(11) values independently with Figure3 parameters. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-032","kind":"audited_issue","label":"PWB-032 W120","limitation":"","mapped":["C:C10","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-032 audited_issue PWB-032 W120 AUDIT_ISSUE PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SCOPED_THEORY_EQ11_VERIFIED_EMPIRICAL_GATE_OPEN W120 Obtain anonymized survey and independent measured accepted-value outcomes; preregister comparison. 359-10=349 denominator and self-report evidence class verified; sampling biases documented. {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:PWB-033","kind":"audited_issue","label":"PWB-033 W020","limitation":"","mapped":["C:C02","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PWB-033 audited_issue PWB-033 W020 AUDIT_ISSUE PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SCOPED_SURVEY_METHODS_VERIFIED_OBJECTIVE_VALIDATION_OPEN W020 Obtain protocol, baseline task matching, effect distributions, acceptance/rework/deployment metrics for case and sample. 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largely experimental; top quintile observations different evidence McKinsey excerpt PDF pp.2-4 ILLUSTRATIVE_NOT_CONTROLLED W028 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS5:CLAIM:P5-C11","kind":"claim","label":"Bank vignette is not an independently replicated production comparison","limitation":"","mapped":["C:C11","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} P5-C11 2026-10-10 claim Bank vignette is not an independently replicated production comparison SCOPED_AUDIT_CLAIM PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT NO Bank case quoted 10x speed at half cost, data protocol unavailable in excerpt McKinsey excerpt PDF p.2 CASE_REPORT_NOT_REPLICATED W028 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS5:CLAIM:P5-C12","kind":"claim","label":"Version-specific visible dates differ for PDF vs HTML","limitation":"","mapped":["C:C10","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} P5-C12 2026-10-10 claim Version-specific visible dates differ for PDF vs HTML SCOPED_AUDIT_CLAIM PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT NO v9 PDF June 9 2026; 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arithmetic implies 261.","limitation":"","mapped":["C:C07","C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} P6-C01 claim Published Table 1 HPR last-cell 245 conflicts with 5869 total and 4.45%; arithmetic implies 261. SCOPED_PRIMARY_OR_ARITHMETIC_CLAIM PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC NO https://espace2.etsmtl.ca/id/eprint/34495/1/Ouni-A-2026-34495.pdf PUBLISHED_TABLE_ARITHMETIC_INFERRED_CORRECTION_NO_RAW_DATA W068 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS6:CLAIM:P6-C02","kind":"claim","label":"APR 3062/5869 and HPR 4906/5869 confirm respective intervention margins 52.17 and 83.59%.","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} P6-C02 claim APR 3062/5869 and HPR 4906/5869 confirm respective intervention margins 52.17 and 83.59%. SCOPED_PRIMARY_OR_ARITHMETIC_CLAIM PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC NO https://espace2.etsmtl.ca/id/eprint/34495/1/Ouni-A-2026-34495.pdf PUBLISHED_COUNTS_RECHECKED_NO_CAUSAL_REPLICATION W068 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS6:CLAIM:P6-C03","kind":"claim","label":"Duration medians 42.9h APR vs 22.2h HPR conditional on intervention; shared AIDev matched sample is observational.","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} P6-C03 claim Duration medians 42.9h APR vs 22.2h HPR conditional on intervention; shared AIDev matched sample is observational. SCOPED_PRIMARY_OR_ARITHMETIC_CLAIM PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC NO https://espace2.etsmtl.ca/id/eprint/34495/1/Ouni-A-2026-34495.pdf PUBLISHED_DESCRIPTIVES_NOT_REVIEWER_MINUTES W068 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS6:CLAIM:P6-C04","kind":"claim","label":"Author Table1 project counts total 79; final institutional journal abstract reports 78; 3244 vs 3148 hours.","limitation":"","mapped":["C:C09","C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} P6-C04 claim Author Table1 project counts total 79; final institutional journal abstract reports 78; 3244 vs 3148 hours. SCOPED_PRIMARY_OR_ARITHMETIC_CLAIM PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC NO https://baolingfeng.github.io/papers/tsecomprehension.pdf VERSION_DIFFERENCE_NO_CAUSE_IDENTIFIED W170 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS6:CLAIM:P6-C05","kind":"claim","label":"Author Table5 57.62% and journal abstract ~58% must remain version-scoped.","limitation":"","mapped":["C:C09","C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} P6-C05 claim Author Table5 57.62% and journal abstract ~58% must remain version-scoped. SCOPED_PRIMARY_OR_ARITHMETIC_CLAIM PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC NO https://research.monash.edu/en/publications/measuring-program-comprehension-a-large-scale-field-study-with-pr/ PUBLISHED_ABSTRACT_NOT_FINAL_TABLE W170 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS6:CLAIM:P6-C06","kind":"claim","label":"Official arXiv v9 June 8 upload does not equate to v9 HTML August 24 manuscript-internal date.","limitation":"","mapped":["C:C10","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} P6-C06 claim Official arXiv v9 June 8 upload does not equate to v9 HTML August 24 manuscript-internal date. 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ORIGINAL_IDENTITY_OR_INSTITUTIONAL_PUBLICATION_RECORD primary_locator Google's AI & Economy ATLAS v1.0: Mapping Gemini Usage in the Economy NO DIRECT_ORIGINAL_SOURCE_IDENTITY PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS https://arxiv.org/abs/2608.00038 NO author_preprint W141 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS7:LOCATOR:W143","kind":"primary_locator","label":"New data show no AI jobs apocalypse — for now","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Brookings primary analysis DIRECT_PRIMARY_OR_PUBLISHER_IDENTITY_LOCATED ORIGINAL_IDENTITY_OR_INSTITUTIONAL_PUBLICATION_RECORD primary_locator New data show no AI jobs apocalypse — for now NO DIRECT_ORIGINAL_SOURCE_IDENTITY PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS https://www.brookings.edu/articles/new-data-show-no-ai-jobs-apocalypse-for-now/ NO institutional_primary_commentary W143 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS7:LOCATOR:W144","kind":"primary_locator","label":"2026 Global AI Jobs Barometer: Two futures for jobs in an AI era","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} PwC own published analysis DIRECT_PRIMARY_OR_PUBLISHER_IDENTITY_LOCATED ORIGINAL_IDENTITY_OR_INSTITUTIONAL_PUBLICATION_RECORD primary_locator 2026 Global AI Jobs Barometer: Two futures for jobs in an AI era NO DIRECT_ORIGINAL_SOURCE_IDENTITY PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS https://www.pwc.com/gx/en/issues/artificial-intelligence/publications/artificial-intelligence-study.html NO producer_primary_report W144 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS7:LOCATOR:W146","kind":"primary_locator","label":"McKinsey Technology Trends Outlook 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ORIGINAL_IDENTITY_OR_INSTITUTIONAL_PUBLICATION_RECORD primary_locator Examining ownership models in software teams: A systematic literature review and a replication study NO DIRECT_ORIGINAL_SOURCE_IDENTITY PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS https://doi.org/10.1007/s10664-024-10538-5 NO publisher_doi W161 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS7:LOCATOR:W164","kind":"primary_locator","label":"Program Comprehension and Code Complexity Metrics: An fMRI Study","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} First-party replication materials; participant scan data may be restricted DIRECT_PRIMARY_OR_PUBLISHER_IDENTITY_LOCATED ORIGINAL_IDENTITY_OR_INSTITUTIONAL_PUBLICATION_RECORD primary_locator Program Comprehension and Code Complexity Metrics: An fMRI Study NO DIRECT_ORIGINAL_SOURCE_IDENTITY PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS https://github.com/brains-on-code/fMRI-complexity-metrics-icse2021 NO author_software_repository W164 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS7:LOCATOR:W166","kind":"primary_locator","label":"Comprehension of computer code relies primarily on domain-general executive brain regions","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} eLife Version of Record DIRECT_PRIMARY_OR_PUBLISHER_IDENTITY_LOCATED ORIGINAL_IDENTITY_OR_INSTITUTIONAL_PUBLICATION_RECORD primary_locator Comprehension of computer code relies primarily on domain-general executive brain regions NO DIRECT_ORIGINAL_SOURCE_IDENTITY PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS https://doi.org/10.7554/eLife.58906 NO publisher_doi W166 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS7:LOCATOR:W167","kind":"primary_locator","label":"A Look into Programmers' Heads","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} IEEE journal DOI DIRECT_PRIMARY_OR_PUBLISHER_IDENTITY_LOCATED ORIGINAL_IDENTITY_OR_INSTITUTIONAL_PUBLICATION_RECORD primary_locator A Look into Programmers' Heads NO DIRECT_ORIGINAL_SOURCE_IDENTITY PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS https://doi.org/10.1109/TSE.2018.2863303 NO publisher_doi W167 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS7:LOCATOR:W169","kind":"primary_locator","label":"Simultaneous Measurement of Program Comprehension with fMRI and Eye Tracking: A Case Study","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} First-party author study code; not complete participant scan reproduction DIRECT_PRIMARY_OR_PUBLISHER_IDENTITY_LOCATED ORIGINAL_IDENTITY_OR_INSTITUTIONAL_PUBLICATION_RECORD primary_locator Simultaneous Measurement of Program Comprehension with fMRI and Eye Tracking: A Case Study NO DIRECT_ORIGINAL_SOURCE_IDENTITY PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS https://github.com/brains-on-code/simultaneous-fmri-and-eyetracking NO author_software_repository W169 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS7:LOCATOR:W171","kind":"primary_locator","label":"Revisiting Turnover-Induced Knowledge Loss in Software Projects","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} IEEE ICSME proceedings DIRECT_PRIMARY_OR_PUBLISHER_IDENTITY_LOCATED ORIGINAL_IDENTITY_OR_INSTITUTIONAL_PUBLICATION_RECORD primary_locator Revisiting Turnover-Induced Knowledge Loss in Software Projects NO DIRECT_ORIGINAL_SOURCE_IDENTITY 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{"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS7:LOCATOR:W180","kind":"primary_locator","label":"Using psycho-physiological measures to assess task difficulty in software development","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Microsoft Research original publication record DIRECT_PRIMARY_OR_PUBLISHER_IDENTITY_LOCATED ORIGINAL_IDENTITY_OR_INSTITUTIONAL_PUBLICATION_RECORD primary_locator Using psycho-physiological measures to assess task difficulty in software development NO DIRECT_ORIGINAL_SOURCE_IDENTITY PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS https://www.microsoft.com/en-us/research/publication/using-psycho-physiological-measures-to-assess-task-difficulty-in-software-development/ NO institutional_publication_record W180 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arithmetic_check 4773 unique pull requests in both same-product and cross-product review strata by inclusion-exclusion REPORTED_AGGREGATE_INCLUSION_EXCLUSION PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS NO 4773 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS8:VERSION:W170:AUTHOR_79","kind":"source_version","label":"Early W170 author manuscript 79 developers / 3244 working hours","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://baolingfeng.github.io/papers/tsecomprehension.pdf","volumes":[],"year":""} source_version Early W170 author manuscript 79 developers / 3244 working hours PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK 23 page author draft; 4 low-activity exclusions https://baolingfeng.github.io/papers/tsecomprehension.pdf 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PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS8:COHORT:W170:EARLY79","kind":"reported_cohort","label":"W170 early included n=79 after excluding four with under five hours","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} early primary p4 3244 reported_cohort W170 early included n=79 after excluding four with under five hours 79 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS8:COHORT:W170:FINAL78","kind":"reported_cohort","label":"W170 final included n=78 after additional 96-hour exclusion","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} final IEEE p954 3148 reported_cohort W170 final included n=78 after additional 96-hour exclusion 78 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS8:CHECK:W170:FINAL_T1_79","kind":"table_consistency_open","label":"Final IEEE Table 1 seven project counts sum to 79 despite the 78-person final cohort","limitation":"","mapped":["C:C09","C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} table_consistency_open Final IEEE Table 1 seven project counts sum to 79 despite the 78-person final cohort 78 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK NO 79 2018 IEEE p954 Table1 {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS8:CHECK:W170:FINAL_T5_RETAINED","kind":"table_comparison","label":"Final IEEE Table5 repeats early 57.62/23.96/5.02/13.40 percent","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 57.62 5.02 NO table_comparison Final IEEE Table5 repeats early 57.62/23.96/5.02/13.40 percent 23.96 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK 13.40 2018 IEEE p959 Table5 {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS8:CHECK:W170:TEXT_FIVE_VS_SEVEN","kind":"reported_text_discrepancy","label":"Final journal Table5 displays seven projects although running text calls them five","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} reported_text_discrepancy Final journal Table5 displays seven projects although running text calls them five PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK IEEE final 960 A,B,C,D,E,F,G {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS8:CHECK:W068:PRINTED_245_PERCENT","kind":"primary_table_arithmetic","label":"Printed W068 245 is 4.17 percent of 5869, not reported 4.45 percent","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 4.17 261 primary_table_arithmetic Printed W068 245 is 4.17 percent of 5869, not reported 4.45 percent PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK MSR 2026 p844 Table1 245 4.45 NO {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS8:ACCESS:W068:FIGSHARE_403","kind":"access_blocker","label":"Authors Figshare anonymous access link was inaccessible in audit","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://figshare.com/s/5475e2d11c95edcba3dc","volumes":[],"year":""} access_blocker Authors Figshare anonymous access link was inaccessible in audit PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK NO 403 forbidden via web fetch https://figshare.com/s/5475e2d11c95edcba3dc {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS8:SUBTASK:PWB-028-V1","kind":"audit_subtask","label":"PWB-028-V1: CLOSED_SCOPED","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Two primary manuscript stages + final IEEE p954 selection establish four low-hour exclusions plus one 96-hour exclusion audit_subtask PWB-028-V1: CLOSED_SCOPED PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK PWB-028 Final Table 1 still sums to 79; raw individual observations not supplied CLOSED_SCOPED {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS8:SUBTASK:PWB-028-T1","kind":"audit_subtask","label":"PWB-028-T1: OPEN","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Final IEEE 2018 p954 Table 1 seven project counts add to 79 while narrative says 78 audit_subtask PWB-028-T1: OPEN PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK PWB-028 Obtain participant-level inclusion counts or author clarification OPEN {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS8:SUBTASK:PWB-028-T5","kind":"audit_subtask","label":"PWB-028-T5: OPEN","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Final IEEE 2018 p959 Table 5 same printed proportions as early draft audit_subtask PWB-028-T5: OPEN PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK PWB-028 Reconstruct tables from individual effective working-hour records after 96-hour exclusion OPEN {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS8:SUBTASK:PWB-019-DATA","kind":"audit_subtask","label":"PWB-019-DATA: OPEN_ACCESS_BLOCKED","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Published MSR p844 table internally inconsistent; original cited Figshare share URL returned 403 audit_subtask PWB-019-DATA: OPEN_ACCESS_BLOCKED PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK PWB-019 Recover released Figshare source data or ask authors and rerun PR matching filters OPEN_ACCESS_BLOCKED {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS9:SOURCE:W151:V1","kind":"source_version","label":"W151 arXiv v1 tau-bench 2025-08-01","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/html/2508.02721v1","volumes":[],"year":""} SELECTED_ORIGINAL_HTML source_version W151 arXiv v1 tau-bench 2025-08-01 PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW https://arxiv.org/html/2508.02721v1 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS9:SOURCE:W151:V2","kind":"source_version","label":"W151 arXiv v2 TravelPlanner 2026-06-16","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/html/2508.02721v2","volumes":[],"year":""} SELECTED_ORIGINAL_HTML source_version W151 arXiv v2 TravelPlanner 2026-06-16 PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW https://arxiv.org/html/2508.02721v2 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS9:CLAIM:W151:V1_10P1","kind":"verified_published_table","label":"v1 tau-bench avg pass 67.7 vs 57.6 -> 10.1 pp","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} verified_published_table v1 tau-bench avg pass 67.7 vs 57.6 -> 10.1 pp PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW ARITHMETIC_RECHECKED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS9:CLAIM:W151:V2_17P56","kind":"verified_published_table","label":"v2 TravelPlanner final 35.56 vs 18.00 -> 17.56 pp","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} verified_published_table v2 TravelPlanner final 35.56 vs 18.00 -> 17.56 pp PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW ARITHMETIC_RECHECKED {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS9:CLAIM:W151:HARD_TRADEDOWN","kind":"verified_published_table","label":"v2 macro hard constraint SCA38.89 vs ATLAS42.00","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} verified_published_table v2 macro hard constraint SCA38.89 vs ATLAS42.00 PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW PUBLISHED_TABLE_TRANSCRIBED {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS9:CLAIM:W151:MCNEMAR_UNCHECKABLE","kind":"statistical_inference_unverified","label":"Continuous TableII score 37.2 vs24.5; paired McNemar p<.01 lacks categorical counts","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} statistical_inference_unverified Continuous TableII score 37.2 vs24.5; paired McNemar p<.01 lacks categorical counts PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW OPEN_STATISTICAL_TEST_INPUTS_REQUIRED {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS9:SOURCE:W003:PUBLISHER_APP","kind":"source_version","label":"2026 Management Science official 15 page online supplement","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://pubsonline.informs.org/doi/suppl/10.1287/mnsc.2025.00535/suppl_file/mnsc.2025.00535.sm1.pdf","volumes":[],"year":""} ORIGINAL_PDF_PAGES_24_25_28 source_version 2026 Management Science official 15 page online supplement PASS9_AUDIT_ENTITY 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starred","limitation":"","mapped":["C:C02","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} verified_published_table Early-period pooled PR ITT4.66(SE3.56), IV20.16(SE14.37); not starred PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW PUBLISHER_APPENDIX_INSPECTED {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS9:CLAIM:W003:REGISTRATION","kind":"research_method_boundary","label":"Company experiments not preregistered; subsequent publisher postregistration","limitation":"","mapped":["C:C02","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} research_method_boundary Company experiments not preregistered; subsequent publisher postregistration PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW PROTOCOL_STATUS_CHECKED {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS9:SOURCE:W150:ZENODO","kind":"dataset_locator","label":"Dataset of AI Policies DOI 10.5281/zenodo.22212208","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://doi.org/10.5281/zenodo.22212208","volumes":[],"year":""} DATASET_LOCATOR_NOT_DOWNLOAD dataset_locator Dataset of AI Policies DOI 10.5281/zenodo.22212208 PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW https://doi.org/10.5281/zenodo.22212208 {"actual":[],"authors":"","category":"claims","collection":null,"id":"PASS9:CLAIM:W150:AGREEMENT","kind":"verified_published_count","label":"180 classifications in 30 double-coded policies, 162 agreements; 90 pct raw","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} verified_published_count 180 classifications in 30 double-coded policies, 162 agreements; 90 pct raw PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW AUTHORS_METHODS_ONLY {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS9:CLAIM:W150:NONRANDOM","kind":"research_method_boundary","label":"245 top 2000 repo policies plus 36 manually selected; separate temporal n92","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} research_method_boundary 245 top 2000 repo policies plus 36 manually selected; separate temporal n92 PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW AUTHORS_METHODS_ONLY {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS9:SUBTASK:PWB-017-VERSION","kind":"scoped_audit_subtask","label":"PWB-017-VERSION","limitation":"v1: tau-bench Table 1 67.7 vs 57.6; v2: TravelPlanner Table I 35.56 vs 18.00","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Compare arXiv v1 and v2 benchmark outcome provenance scoped_audit_subtask PWB-017-VERSION v1: tau-bench Table 1 67.7 vs 57.6; v2: TravelPlanner Table I 35.56 vs 18.00 PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW CLOSED_SCOPED {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS9:SUBTASK:PWB-017-MCNEMAR","kind":"scoped_audit_subtask","label":"PWB-017-MCNEMAR","limitation":"Need paired categorical discordance matrix, endpoint rule and source analysis code","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Verify reported paired McNemar p<.01 on continuous Table II score scoped_audit_subtask PWB-017-MCNEMAR Need paired categorical discordance matrix, endpoint rule and source analysis code PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW OPEN_STATISTICAL_TEST_INPUTS_REQUIRED {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS9:SUBTASK:PWB-018-COHORT","kind":"scoped_audit_subtask","label":"PWB-018-COHORT","limitation":"1521 Microsoft +316 Accenture +3030 anonymous =4867","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Reconcile reported 4867 participants with final-publisher supplement scoped_audit_subtask PWB-018-COHORT 1521 Microsoft +316 Accenture +3030 anonymous =4867 PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW CLOSED_SCOPED {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS9:SUBTASK:PWB-018-ITT","kind":"scoped_audit_subtask","label":"PWB-018-ITT","limitation":"Pooled PR ITT 4.66(SE3.56); IV20.16(SE14.37); not starred significant","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Transcribe and check official restricted-period Table5 ITT and IV scoped_audit_subtask PWB-018-ITT Pooled PR ITT 4.66(SE3.56); IV20.16(SE14.37); not starred significant PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW CLOSED_SCOPED {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS9:SUBTASK:PWB-018-REGRESSION","kind":"scoped_audit_subtask","label":"PWB-018-REGRESSION","limitation":"Requires final detailed main coefficients and original individual observations","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Reproduce final main paper estimands and cross-over weights scoped_audit_subtask PWB-018-REGRESSION Requires final detailed main coefficients and original individual observations PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW OPEN_MAIN_TABLES_AND_MICRODATA {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS9:SUBTASK:PWB-025-DATASET","kind":"scoped_audit_subtask","label":"PWB-025-DATASET","limitation":"Zenodo 10.5281/zenodo.22212208, explicitly cited by original arXiv v1","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Identify author-specified archived dataset DOI scoped_audit_subtask PWB-025-DATASET Zenodo 10.5281/zenodo.22212208, explicitly cited by original arXiv v1 PASS9_AUDIT_ENTITY PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW CLOSED_LOCATOR_ONLY {"actual":[],"authors":"","category":"audits","collection":null,"id":"PASS9:SUBTASK:PWB-025-REANALYSIS","kind":"scoped_audit_subtask","label":"PWB-025-REANALYSIS","limitation":"Zenodo files and pinned dated repository clones not accessible","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} Rerun 281 policy classifications and test sampling drift 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{"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS10:SOURCE:W150:OLDER_ZENODO","kind":"source_version","label":"PASS10:SOURCE:W150:OLDER_ZENODO","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://zenodo.org/records/20214334","volumes":[],"year":""} PUBLIC_DATASET_LANDING_ONLY source_version PASS10:SOURCE:W150:OLDER_ZENODO 118-policy first conference dataset, NOT the 281-policy extension PASS10_SOURCE_EVIDENCE NO PASS10_2026-10-10_ORIGINAL_HTML_SELECTED_NUMERICAL_IDENTIFICATION https://zenodo.org/records/20214334 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS10:SOURCE:W151:ARXIV_V2","kind":"source_version","label":"PASS10:SOURCE:W151:ARXIV_V2","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/html/2508.02721v2","volumes":[],"year":""} ORIGINAL_HTML_SELECTED_TABLES source_version PASS10:SOURCE:W151:ARXIV_V2 IV-A 3-4; IV-C Table II; IV-F Table V single/three-seed stats PASS10_SOURCE_EVIDENCE NO PASS10_2026-10-10_ORIGINAL_HTML_SELECTED_NUMERICAL_IDENTIFICATION https://arxiv.org/html/2508.02721v2 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"PASS10:SOURCE:W068:FIGSHARE","kind":"source_version","label":"PASS10:SOURCE:W068:FIGSHARE","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://figshare.com/s/5475e2d11c95edcba3dc","volumes":[],"year":""} ACCESS_ATTEMPT_BLOCKED source_version PASS10:SOURCE:W068:FIGSHARE Dataset link located, raw PR records not obtained PASS10_SOURCE_EVIDENCE NO PASS10_2026-10-10_ORIGINAL_HTML_SELECTED_NUMERICAL_IDENTIFICATION https://figshare.com/s/5475e2d11c95edcba3dc 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Consolidated editorial interpretation, does not close audit issues 6e1cb1a098fd15cc6b2ee0ed8421ad256193ffe4686c6ea4f9cac1157db5860d preserves 2026-10-10 PASS10 research limits true {"actual":["C:C08"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O001","kind":"practitioner_article","label":"The Code Nobody Reads","limitation":"Predictions and vendor/company statistics are reported second-hand; do not treat a risk-tier policy as externally validated.","mapped":["C:C08"],"printed":true,"streams":["T:Verification & review","T:Engineering structure"],"summary":"When human line-by-line reading no longer scales, independently justified checks and accountable approval must replace its assurance role.","topics":["K:Review capacity and maintainers","K:Independent verification and oracles","K:Ownership and knowledge transfer"],"url":"https://addyo.substack.com/p/the-code-nobody-reads","volumes":["V06"],"year":"2026-09-28"} The page includes a Teleport-sponsored passage, alongside quoted vendor/self-reported statistics. Its risk-calibrated review argument is practitioner commentary, not a controlled intervention; validate independent primary metrics before reusing any numbers. Overlay only; does not change any original W001-W193 evidence classification 2026 C08 When human line-by-line reading no longer scales, independently justified checks and accountable approval must replace its assurance role. CORE_CITED The page includes a Teleport-sponsored passage, alongside quoted vendor/self-reported statistics. Its risk-calibrated review argument is practitioner commentary, not a controlled intervention; validate independent primary metrics before reusing any numbers. A Secondhand empirical or vendor statistics must not be mistaken for independently replicated studies.; Disclose the explicitly marked sponsorship and vendor telemetry limitations in the September 2026 article. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Verification & review When human line-by-line reading no longer scales, independently justified checks and accountable approval must replace its assurance role. practitioner_article The Code Nobody Reads Addy Osmani Predictions and vendor/company statistics are reported second-hand; do not treat a risk-tier policy as externally validated. Use explicit risk tiers and an evidence dossier rather than assuming every line is read; Keep independent tests and a named human acceptance authority; Protect mentoring, explainability and reviewer capacity. Use explicit risk tiers and an evidence dossier rather than assuming every line is read; Keep independent tests and a named human acceptance authority; Protect mentoring, explainability and reviewer capacity. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 8.8 curated practitioner article (not a research study) ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS001 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-09-28 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W093;W100;W111 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 8.8 https://addyo.substack.com/p/the-code-nobody-reads https://addyo.substack.com/p/the-code-nobody-reads O001 Osmani revises his earlier advice to inspect every generated line: routine low-risk changes may receive automated first-pass review, while high-blast-radius changes retain deeper scrutiny. He argues that review also transmitted knowledge and that engineering teams must retain both understanding and authority to refuse a release. https://addyo.substack.com/p/the-code-nobody-reads 2026 true {"actual":["C:C09"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O002","kind":"practitioner_article","label":"Brownfield Agentic Engineering","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C09"],"printed":true,"streams":["T:System knowledge & memory","T:Engineering structure"],"summary":"Reliable agents in mature codebases need recovered tacit constraints and regression evidence before modifying code.","topics":["K:System understanding and rationale","K:Specifications and governance","K:Independent verification and oracles"],"url":"https://addyo.substack.com/p/brownfield-agentic-engineering","volumes":["V06"],"year":"2026-09-14"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2026 C09 Reliable agents in mature codebases need recovered tacit constraints and regression evidence before modifying code. CORE_CITED Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited System knowledge & memory Reliable agents in mature codebases need recovered tacit constraints and regression evidence before modifying code. practitioner_article Brownfield Agentic Engineering Addy Osmani Practitioner interpretation; not primary experimental evidence. Inventory external invariants and dependencies before delegation; Make brownfield changes incremental and reversible; Verify old behavior alongside new acceptance criteria. Inventory external invariants and dependencies before delegation; Make brownfield changes incremental and reversible; Verify old behavior alongside new acceptance criteria. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 9.1 curated practitioner article (not a research study) ["C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS002 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-09-14 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W154;W155;W171 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 9.1 https://addyo.substack.com/p/brownfield-agentic-engineering https://addyo.substack.com/p/brownfield-agentic-engineering O002 The essay stresses that a repository rarely captures the full behavior of a legacy service: contracts, migrations, user journeys and institutional knowledge remain external. Small reversible changes, context gathering and reproducible tests are offered as controls against locally successful but architecturally wrong agent patches. https://addyo.substack.com/p/brownfield-agentic-engineering 2026 Mastery Still Comes From Doing the Reps true {"actual":["C:C10"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O003","kind":"practitioner_article","label":"Agentic Skill Decay","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C10"],"printed":true,"streams":["T:Skills & learning","T:System knowledge & memory"],"summary":"Developers must deliberately practice reasoning, debugging and code comprehension when agents perform most implementation work.","topics":["K:Cognitive offloading and skill debt","K:Skills formation and teaching","K:Human cognitive load"],"url":"https://addyo.substack.com/p/agentic-skill-decay","volumes":["V06"],"year":"2026-08-31"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2026 C10 Developers must deliberately practice reasoning, debugging and code comprehension when agents perform most implementation work. CORE_CITED Practitioner interpretation; not primary experimental evidence. A Corrected canonical H1 after verifying public page; earlier erroneous correction was based on browser title. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Skills & learning Developers must deliberately practice reasoning, debugging and code comprehension when agents perform most implementation work. practitioner_article Agentic Skill Decay Addy Osmani Practitioner interpretation; not primary experimental evidence. Preserve manual practice and counterfactual reasoning exercises; Measure retained comprehension rather than prompt throughput; Avoid confusing agent task success with human competence. Preserve manual practice and counterfactual reasoning exercises; Measure retained comprehension rather than prompt throughput; Avoid confusing agent task success with human competence. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 10.8 curated practitioner article (not a research study) ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS003 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-08-31 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W117;W118;W121 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 10.8 https://addyo.substack.com/p/agentic-skill-decay https://addyo.substack.com/p/agentic-skill-decay O003 Osmani describes how automatic completion can remove the repetitions that once built expertise. He proposes predicting failures before asking an agent, explaining diffs, reconstructing decisions and periodically solving problems manually so proficiency does not disappear behind apparent task completion. Publisher page H1: Agentic Skill Decay; browser/SEO metadata: Mastery Still Comes From Doing the Reps; canonicalize on page H1. https://addyo.substack.com/p/agentic-skill-decay 2026 true {"actual":["C:C09"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O004","kind":"practitioner_article","label":"Audit your Agent files","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C09"],"printed":true,"streams":["T:System knowledge & memory","T:Code quality & security"],"summary":"Agent configuration and memory are perishable operational assets that should be periodically revalidated.","topics":["K:Agent context and persistent memory","K:Dependencies and agent supply chain","K:Specifications and governance"],"url":"https://addyo.substack.com/p/audit-your-agent-files","volumes":["V06"],"year":"2026-08-27"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2026 C09 Agent configuration and memory are perishable operational assets that should be periodically revalidated. CORE_CITED Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited System knowledge & memory Agent configuration and memory are perishable operational assets that should be periodically revalidated. practitioner_article Audit your Agent files Addy Osmani Practitioner interpretation; not primary experimental evidence. Record an owner and expiry policy for agent instructions; Test whether each instruction changes verified behavior; Audit tool privileges and memory freshness independently. Record an owner and expiry policy for agent instructions; Test whether each instruction changes verified behavior; Audit tool privileges and memory freshness independently. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 9.6 curated practitioner article (not a research study) ["C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS004 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-08-27 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W053;W157;W159 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 9.6 https://addyo.substack.com/p/audit-your-agent-files https://addyo.substack.com/p/audit-your-agent-files O004 Instructions in AGENTS.md, CLAUDE.md, skills and durable memory can become outdated as tools and repositories change. Osmani recommends auditing usefulness, trimming redundant directives, testing outcomes and separating genuinely persistent facts from temporary guidance. https://addyo.substack.com/p/audit-your-agent-files 2026 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O005","kind":"practitioner_article","label":"Human judgment doesn't leave the software factory. It relocates.","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C11"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Agentic factories relocate human responsibility toward intent, quality criteria and authorization rather than eliminating it.","topics":["K:Human-agent collaboration","K:Specifications and governance","K:Independent verification and oracles"],"url":"https://addyo.substack.com/p/human-judgment-doesnt-leave-the-software","volumes":[],"year":"2026-08-21"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2026 C11 Agentic factories relocate human responsibility toward intent, quality criteria and authorization rather than eliminating it. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Agentic factories relocate human responsibility toward intent, quality criteria and authorization rather than eliminating it. practitioner_article Human judgment doesn't leave the software factory. It relocates. Addy Osmani Practitioner interpretation; not primary experimental evidence. Put human judgment at the intention and acceptance boundaries; Automate early regression and security checks; Escalate design ambiguity and irreversible operations to authorized owners. Put human judgment at the intention and acceptance boundaries; Automate early regression and security checks; Escalate design ambiguity and irreversible operations to authorized owners. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS005 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-08-21 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W147;W149;W093 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 11.6 https://addyo.substack.com/p/human-judgment-doesnt-leave-the-software https://addyo.substack.com/p/human-judgment-doesnt-leave-the-software O005 The article compares human-supervised and largely unattended factories and asks who defines product intent, architectural trade-offs and unacceptable regressions. It advocates persistent checks, managed risk boundaries and explicit ownership even when many implementation steps run without a person present. https://addyo.substack.com/p/human-judgment-doesnt-leave-the-software 2026 true {"actual":["C:C03"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O006","kind":"practitioner_article","label":"Practical Loop Engineering","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C03"],"printed":true,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Effective autonomous loops begin with bounded goals, observable checks and explicit stopping rules.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Specifications and governance"],"url":"https://addyo.substack.com/p/practical-loop-engineering","volumes":["V06"],"year":"2026-08-14"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2026 C03 Effective autonomous loops begin with bounded goals, observable checks and explicit stopping rules. CORE_CITED Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Effective autonomous loops begin with bounded goals, observable checks and explicit stopping rules. practitioner_article Practical Loop Engineering Addy Osmani Practitioner interpretation; not primary experimental evidence. State an independent success predicate before granting retries; Limit cost, duration, permissions and edit scope; Escalate on ambiguity or verification exhaustion. State an independent success predicate before granting retries; Limit cost, duration, permissions and edit scope; Escalate on ambiguity or verification exhaustion. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 3.6 curated practitioner article (not a research study) ["C:C03"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH 3.8 Practitioner essay / technical guidance (not peer-reviewed) yes false AOS006 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-08-14 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W095;W191;W152 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 3.6 https://addyo.substack.com/p/practical-loop-engineering https://addyo.substack.com/p/practical-loop-engineering O006 Drawing on concurrent agent use, Osmani separates tasks safe for fully bounded delegation from tasks that require close review. He describes iterative act-test-revise operation while emphasizing constraints, definition of done and final human judgment where risk is material. https://addyo.substack.com/p/practical-loop-engineering 2026 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O007","kind":"practitioner_article","label":"Agentic Code Quality","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C05"],"printed":false,"streams":["T:Code quality & security","T:Verification & review"],"summary":"Quality assurance for generated code increasingly depends on repeatable harness checks, not only manual inspection or agent opinion.","topics":["K:Technical debt and complexity","K:Independent verification and oracles","K:Review capacity and maintainers"],"url":"https://addyo.substack.com/p/agentic-code-quality","volumes":[],"year":"2026-08-08"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2026 C05 Quality assurance for generated code increasingly depends on repeatable harness checks, not only manual inspection or agent opinion. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. A Repeatable quality gates belong under definitions and operational measures of code quality, not primarily multi-project quality tracing.; Put practical measured quality criteria ahead of generic model-agreement claims. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Code quality & security Quality assurance for generated code increasingly depends on repeatable harness checks, not only manual inspection or agent opinion. practitioner_article Agentic Code Quality Addy Osmani Practitioner interpretation; not primary experimental evidence. Move quality requirements into repeatable repository checks and agent harness gates; Track defects, architectural fit and post-merge maintenance—not merely model review approval; Retain risk-sensitive human review because multiple models can share error modes. Move quality requirements into repeatable repository checks and agent harness gates; Track defects, architectural fit and post-merge maintenance—not merely model review approval; Retain risk-sensitive human review because multiple models can share error modes. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS007 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-08-08 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W054;W055;W079 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 5.1 https://addyo.substack.com/p/agentic-code-quality https://addyo.substack.com/p/agentic-code-quality O007 Osmani notes the scalability limit of inspecting high-volume agent diffs and the instability of repeated model-review judgments. He favors consistent repository rules, static checks, tests and explicit quality gates surrounding generation, while keeping focused human scrutiny for risky changes. https://addyo.substack.com/p/agentic-code-quality 2026 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O008","kind":"practitioner_article","label":"Software Factories, Light and Dark","limitation":"A conceptual taxonomy and projections, not a controlled comparison of factory operating models.","mapped":["C:C11"],"printed":false,"streams":["T:Engineering structure","T:Economics"],"summary":"A software factory is many governed loops; its level of human involvement changes both risk and total operating cost.","topics":["K:Human-agent collaboration","K:Long-running agent execution","K:Economic costs and return"],"url":"https://addyo.substack.com/p/software-factories-light-and-dark","volumes":[],"year":"2026-07-22"} A conceptual taxonomy and projections, not a controlled comparison of factory operating models. Overlay only; does not change any original W001-W193 evidence classification 2026 C11 A software factory is many governed loops; its level of human involvement changes both risk and total operating cost. CATALOGUE_ONLY A conceptual taxonomy and projections, not a controlled comparison of factory operating models. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure A software factory is many governed loops; its level of human involvement changes both risk and total operating cost. practitioner_article Software Factories, Light and Dark Addy Osmani A conceptual taxonomy and projections, not a controlled comparison of factory operating models. Separate an autonomous loop from the governance system supervising many loops; Measure cost of failures and rework, not just generation speed; Choose review intensity by reversibility and blast radius. Separate an autonomous loop from the governance system supervising many loops; Measure cost of failures and rework, not just generation speed; Choose review intensity by reversibility and blast radius. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS008 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-07-22 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W027;W147;W152 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 11.9 https://addyo.substack.com/p/software-factories-light-and-dark https://addyo.substack.com/p/software-factories-light-and-dark O008 The essay contrasts "light" factories that retain human interpretation with "dark" factories that minimize review, exposing the trade-off between throughput and lost comprehension. Osmani argues that harness capability and measurable verification should determine safe autonomy, not the attraction of unattended execution. https://addyo.substack.com/p/software-factories-light-and-dark 2026 true {"actual":["C:C11"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O009","kind":"practitioner_article","label":"Own the Outer Loop","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C11"],"printed":true,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences.","topics":["K:Ownership and knowledge transfer","K:Independent verification and oracles","K:Human-agent collaboration"],"url":"https://addyo.substack.com/p/own-the-outer-loop","volumes":["V06"],"year":"2026-07-09"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2026 C11 Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. CORE_CITED Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. practitioner_article Own the Outer Loop Addy Osmani Practitioner interpretation; not primary experimental evidence. Define quality signals before execution; Separate the checker from the final acceptance authority; Require a named owner with authority to stop or roll back. Define quality signals before execution; Separate the checker from the final acceptance authority; Require a named owner with authority to stop or roll back. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 11.6 curated practitioner article (not a research study) ["C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS009 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-07-09 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W095;W100;W111 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 11.6 https://addyo.substack.com/p/own-the-outer-loop https://addyo.substack.com/p/own-the-outer-loop O009 Osmani distinguishes producing code and testing artifacts from accepting the evidence those checks produce. He locates professional accountability in the surrounding outer loop: intent, checks, risk appetite, provenance, approval and action if a released change fails. https://addyo.substack.com/p/own-the-outer-loop 2026 true {"actual":["C:C03"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O010","kind":"practitioner_article","label":"Agentic Autonomy Levels","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C03"],"printed":true,"streams":["T:What agents can do","T:Engineering structure"],"summary":"Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception.","topics":["K:Long-running agent execution","K:Human-agent collaboration","K:Agent failure and escalation"],"url":"https://addyo.substack.com/p/agentic-autonomy-levels","volumes":["V06"],"year":"2026-07-03"} Practitioner interpretation; not primary experimental evidence. Framework or market hypothesis is an authored practitioner proposal, not an empirically validated scale or intervention. Overlay only; does not change any original W001-W193 evidence classification 2026 C03 Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. CORE_CITED Practitioner interpretation; not primary experimental evidence. Framework or market hypothesis is an authored practitioner proposal, not an empirically validated scale or intervention. A W192 is a data-resource study, not independent validation of a two-axis autonomy framework; W152 is a better research-roadmap comparator.; The original essay explicitly introduces two dimensions (agency and orchestration) and six levels; the earlier one-dimensional paraphrase dropped the framework.; Represent the genuine two-axis framework and its six levels rather than reducing it to a generic risk-tier recommendation.; Capture the two axes, scope of six levels, and lack of empirical validation.; Agency vs orchestration is best represented through execution, human-agent delegation and escalation.; Do not promote conceptual taxonomy or market hypotheses into established research outcomes. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited What agents can do Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. practitioner_article Agentic Autonomy Levels Addy Osmani Practitioner interpretation; not primary experimental evidence. Grade individual-agent initiative separately from multi-agent orchestration; Use the six levels as a contextual operational taxonomy, not a validated maturity index; Set an explicit risk and verification ceiling for delegated work. Grade individual-agent initiative separately from multi-agent orchestration; Use the six levels as a contextual operational taxonomy, not a validated maturity index; Set an explicit risk and verification ceiling for delegated work. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 3.3 curated practitioner article (not a research study) ["C:C03"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS010 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-07-03 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W191;W152;W095 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 3.3 https://addyo.substack.com/p/agentic-autonomy-levels https://addyo.substack.com/p/agentic-autonomy-levels O010 Osmani argues that a one-dimensional autonomy ladder hides the difference between what one agent may do and the ability to coordinate many agents. He proposes two axes—agency and orchestration—and six practical levels: assist, supervised action, scoped task delegation, goal-driven autonomy, parallel delegation, and managed-by-exception orchestration. Risk, reversibility, independent checks and escalation limit the appropriate level for any task. https://addyo.substack.com/p/agentic-autonomy-levels 2026 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O011","kind":"practitioner_article","label":"Agentic Code Review","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C08"],"printed":false,"streams":["T:Verification & review","T:Skills & learning"],"summary":"AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill.","topics":["K:Review capacity and maintainers","K:AI as reviewer","K:Ownership and knowledge transfer"],"url":"https://addyo.substack.com/p/agentic-code-review","volumes":[],"year":"2026-06-16"} Practitioner interpretation; not primary experimental evidence. Any externally quoted benchmark, productivity or vendor telemetry requires independent verification of original method and population. Overlay only; does not change any original W001-W193 evidence classification 2026 C08 AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. Any externally quoted benchmark, productivity or vendor telemetry requires independent verification of original method and population. A Secondhand empirical or vendor statistics must not be mistaken for independently replicated studies. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Verification & review AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill. practitioner_article Agentic Code Review Addy Osmani Practitioner interpretation; not primary experimental evidence. Allocate human attention by risk rather than diff size; Audit automated reviewer false positives and misses; Preserve review as a team knowledge-transfer mechanism. Allocate human attention by risk rather than diff size; Audit automated reviewer false positives and misses; Preserve review as a team knowledge-transfer mechanism. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS011 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-06-16 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W069;W093;W098 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 8.8 https://addyo.substack.com/p/agentic-code-review https://addyo.substack.com/p/agentic-code-review O011 Osmani contrasts solo experiments and long-lived team repositories, arguing that risk, context, integration and shared learning demand different review methods. Review must consider correctness evidence, comprehension and how design decisions survive the handoff. https://addyo.substack.com/p/agentic-code-review 2026 true {"actual":["C:C03"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O012","kind":"practitioner_article","label":"Loop Engineering","limitation":"A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment.","mapped":["C:C03"],"printed":true,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Economic costs and return"],"url":"https://addyo.substack.com/p/loop-engineering","volumes":["V06","V05"],"year":"2026-06-08"} A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. Framework or market hypothesis is an authored practitioner proposal, not an empirically validated scale or intervention. Overlay only; does not change any original W001-W193 evidence classification 2026 C03 Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. CORE_CITED A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. Framework or market hypothesis is an authored practitioner proposal, not an empirically validated scale or intervention. A Article explicitly names five pieces and a sixth durable-memory requirement.; Recover the specific engineering primitives and preserved-state mechanism in Osmani’s source article.; Provide actionable primitives and their limits rather than an abstract autonomous-loop description.; Do not promote conceptual taxonomy or market hypotheses into established research outcomes. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. practitioner_article Loop Engineering Addy Osmani A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. Schedule discovery and triage but bound side effects; Isolate parallel work in worktrees; share intentions via tested skills/connectors and durable state; Separate the maker from the checker, measure token usage, and escalate when independent checks fail. Schedule discovery and triage but bound side effects; Isolate parallel work in worktrees; share intentions via tested skills/connectors and durable state; Separate the maker from the checker, measure token usage, and escalate when independent checks fail. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 3.6 curated practitioner article (not a research study) ["C:C03"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS012 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-06-08 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W075;W095;W191 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 3.6 https://addyo.substack.com/p/loop-engineering https://addyo.substack.com/p/loop-engineering O012 Loop engineering means configuring a system that discovers work, dispatches agents, checks outputs, records progress and repeats rather than manually prompting each step. Osmani identifies five recurring primitives: automations/scheduling, isolated Git worktrees, reusable skills, plugins and connectors, and specialized subagents. A separate persistent memory or task board is the sixth requirement for continuity. He also warns about verification, comprehension debt and unpredictable token costs. https://addyo.substack.com/p/loop-engineering 2026 true {"actual":["C:C09"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O013","kind":"practitioner_article","label":"Long-running Agents","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C09"],"printed":true,"streams":["T:System knowledge & memory","T:What agents can do"],"summary":"Agents operating across sessions require durable task state, resumability, recovery and verifiable progress.","topics":["K:Long-running agent execution","K:Agent context and persistent memory","K:Agent failure and escalation"],"url":"https://addyo.substack.com/p/long-running-agents","volumes":["V06"],"year":"2026-04-30"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2026 C09 Agents operating across sessions require durable task state, resumability, recovery and verifiable progress. CORE_CITED Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited System knowledge & memory Agents operating across sessions require durable task state, resumability, recovery and verifiable progress. practitioner_article Long-running Agents Addy Osmani Practitioner interpretation; not primary experimental evidence. Persist decisions and current state outside the transient model context; Make retries idempotent and restartable; Verify continuity and completion against external artifacts. Persist decisions and current state outside the transient model context; Make retries idempotent and restartable; Verify continuity and completion against external artifacts. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 9.6 curated practitioner article (not a research study) ["C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH 9.5 Practitioner essay / technical guidance (not peer-reviewed) yes false AOS013 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-04-30 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W157;W159;W191 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 9.6 https://addyo.substack.com/p/long-running-agents https://addyo.substack.com/p/long-running-agents O013 The article examines context-window exhaustion, repeated mistakes and premature "done" claims in workflows lasting days. It recommends structured progress artifacts, checkpoints, clean workspaces and independent acceptance tests to support handoffs between agent sessions. https://addyo.substack.com/p/long-running-agents 2026 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O014","kind":"practitioner_article","label":"The Agent Stack Bet","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C06"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Production agents need identity, authorization, observability and recovery controls beyond an impressive base model.","topics":["K:Prompt injection and malicious tools","K:Dependencies and agent supply chain","K:Human-agent collaboration"],"url":"https://addyo.substack.com/p/the-agent-stack-bet","volumes":[],"year":"2026-04-18"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2026 C06 Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Code quality & security Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. practitioner_article The Agent Stack Bet Addy Osmani Practitioner interpretation; not primary experimental evidence. Bind every action to scoped identity and human ownership; Restrict tool permissions and monitor effects; Design recoverable operations and audit trails for runtime failures. Bind every action to scoped identity and human ownership; Restrict tool permissions and monitor effects; Design recoverable operations and audit trails for runtime failures. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS014 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-04-18 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W053;W060;W152 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 6.8 https://addyo.substack.com/p/the-agent-stack-bet https://addyo.substack.com/p/the-agent-stack-bet O014 Osmani describes fragile production plumbing: broad service-account permissions, schema drift, opaque state and broken recovery. The remedy is an explicit agent stack with task-scoped access, traceability, policy enforcement and durable error handling. https://addyo.substack.com/p/the-agent-stack-bet 2026 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O015","kind":"practitioner_article","label":"Is the IDE dead?","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C01"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Asynchronous agent orchestration may become the primary developer control surface, while editors remain tools for targeted inspection.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration","K:Long-running agent execution"],"url":"https://addyo.substack.com/p/death-of-the-ide","volumes":[],"year":"2026-03-20"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2026 C01 Asynchronous agent orchestration may become the primary developer control surface, while editors remain tools for targeted inspection. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. B Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Asynchronous agent orchestration may become the primary developer control surface, while editors remain tools for targeted inspection. practitioner_article Is the IDE dead? Addy Osmani Practitioner interpretation; not primary experimental evidence. Teach delegation and inspection as separate activities; Compare orchestration tools on observable state and control; Treat claims about the IDE dying as forecasts. Teach delegation and inspection as separate activities; Compare orchestration tools on observable state and control; Treat claims about the IDE dying as forecasts. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS015 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-03-20 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W002;W014;W027 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 1.3 https://addyo.substack.com/p/death-of-the-ide https://addyo.substack.com/p/death-of-the-ide O015 Osmani discusses workbench and control-plane interfaces for coordinating cloud and local coding agents. The claim is about a shift in where engineers plan, inspect and approve work, not proof that code editors will disappear. https://addyo.substack.com/p/death-of-the-ide 2026 false {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O016","kind":"practitioner_article","label":"14 More lessons from 14 years at Google","limitation":"Personal career retrospective; no original AI-specific field experiment.","mapped":["C:C11"],"printed":false,"streams":["T:Engineering structure","T:Skills & learning"],"summary":"Long-lived engineering teams depend on trust, clear decision-making, effective communication and organizational stewardship.","topics":["K:Ownership and knowledge transfer","K:Skills formation and teaching","K:Human cognitive load"],"url":"https://addyo.substack.com/p/14-more-lessons-from-14-years-at","volumes":[],"year":"2026-02-12"} Personal career retrospective; no original AI-specific field experiment. CONTEXTUAL ONLY: this article does not evaluate AI-assisted development, agent behavior, or causal AI outcomes. Overlay only; does not change any original W001-W193 evidence classification 2026 C11 Long-lived engineering teams depend on trust, clear decision-making, effective communication and organizational stewardship. CATALOGUE_ONLY Personal career retrospective; no original AI-specific field experiment. CONTEXTUAL ONLY: this article does not evaluate AI-assisted development, agent behavior, or causal AI outcomes. B Remove unnecessary human-agent research implication from a retrospective about teams.; Avoid an unsupported AI comparison inside a retrospective that does not evaluate agents.; Conspicuously prevent non-AI engineering essays from being reported as evidence of AI-specific outcomes. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Long-lived engineering teams depend on trust, clear decision-making, effective communication and organizational stewardship. practitioner_article 14 More lessons from 14 years at Google Addy Osmani Personal career retrospective; no original AI-specific field experiment. Make decision rights and handoffs visible; Value team reliability above heroic individual throughput; Use as background principles, not an AI impact study. Make decision rights and handoffs visible; Value team reliability above heroic individual throughput; Use as background principles, not an AI impact study. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS016 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-02-12 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W161;W171;W178 Adjacent (general engineering) comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONTEXTUAL_ONLY Practitioner essay / technical guidance (not peer-reviewed) 11.2 https://addyo.substack.com/p/14-more-lessons-from-14-years-at https://addyo.substack.com/p/14-more-lessons-from-14-years-at O016 A second retrospective about long-term team effectiveness stresses the structures around projects: communication, ownership, priorities, collaboration and shared decisions. These lessons provide organizational context rather than new research on AI agents. https://addyo.substack.com/p/14-more-lessons-from-14-years-at 2026 true {"actual":["C:C10"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O017","kind":"practitioner_article","label":"The 80% Problem in Agentic Coding","limitation":"The 80% figure expresses an illustrative workflow shift; it is not a population-level experimental estimate.","mapped":["C:C10"],"printed":true,"streams":["T:Skills & learning","T:System knowledge & memory"],"summary":"When agents implement most code, developers can accumulate comprehension debt even while shipping more changes.","topics":["K:Cognitive offloading and skill debt","K:System understanding and rationale","K:Technical debt and complexity"],"url":"https://addyo.substack.com/p/the-80-problem-in-agentic-coding","volumes":["V06"],"year":"2026-01-28"} The 80% figure expresses an illustrative workflow shift; it is not a population-level experimental estimate. Overlay only; does not change any original W001-W193 evidence classification 2026 C10 When agents implement most code, developers can accumulate comprehension debt even while shipping more changes. CORE_CITED The 80% figure expresses an illustrative workflow shift; it is not a population-level experimental estimate. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Skills & learning When agents implement most code, developers can accumulate comprehension debt even while shipping more changes. practitioner_article The 80% Problem in Agentic Coding Addy Osmani The 80% figure expresses an illustrative workflow shift; it is not a population-level experimental estimate. Require explain-back, behavioral traces and repair exercises; Measure whether an engineer can modify agent-written code later; Treat the 80% phrase as illustration, not a measured universal ratio. Require explain-back, behavioral traces and repair exercises; Measure whether an engineer can modify agent-written code later; Treat the 80% phrase as illustration, not a measured universal ratio. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 10.8 curated practitioner article (not a research study) ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH 10.2 Practitioner essay / technical guidance (not peer-reviewed) yes false AOS017 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-01-28 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W154;W117;W122 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 10.8 https://addyo.substack.com/p/the-80-problem-in-agentic-coding https://addyo.substack.com/p/the-80-problem-in-agentic-coding O017 Extending his earlier "70% problem", Osmani frames agent-heavy development as an inversion between authorship and understanding. Speed moves the bottleneck toward explaining decisions, tracing behavior and maintaining the code after the generation session ends. https://addyo.substack.com/p/the-80-problem-in-agentic-coding 2026 true {"actual":["C:C04"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O018","kind":"practitioner_article","label":"How to write a good spec for AI agents","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C04"],"printed":true,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump.","topics":["K:Specifications and governance","K:Agent context and persistent memory","K:Independent verification and oracles"],"url":"https://addyo.substack.com/p/how-to-write-a-good-spec-for-ai-agents","volumes":["V06"],"year":"2026-01-19"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2026 C04 A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. CORE_CITED Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. practitioner_article How to write a good spec for AI agents Addy Osmani Practitioner interpretation; not primary experimental evidence. Specify desired behavior and forbidden regressions separately from implementation detail; Plan before writes, then build in small independently checked increments; Update specification when evidence reveals an ambiguity. Specify desired behavior and forbidden regressions separately from implementation detail; Plan before writes, then build in small independently checked increments; Update specification when evidence reveals an ambiguity. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 4.1 curated practitioner article (not a research study) ["C:C04"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH 4.3 Practitioner essay / technical guidance (not peer-reviewed) yes false AOS018 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-01-19 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W148;W151;W077 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 4.1 https://addyo.substack.com/p/how-to-write-a-good-spec-for-ai-agents https://addyo.substack.com/p/how-to-write-a-good-spec-for-ai-agents O018 Osmani provides guidance on the degree of detail in requirements, decomposition into small tasks, read-only planning and successive execution. Intent, constraints, expected behavior and testing guidance become checkpoints throughout development. https://addyo.substack.com/p/how-to-write-a-good-spec-for-ai-agents 2026 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O019","kind":"practitioner_article","label":"Code Review in the Age of AI","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C08"],"printed":false,"streams":["T:Verification & review","T:Engineering structure"],"summary":"The rise in generated changes makes code review an explicit burden-of-proof and accountability process.","topics":["K:Review capacity and maintainers","K:Independent verification and oracles","K:Ownership and knowledge transfer"],"url":"https://addyo.substack.com/p/code-review-in-the-age-of-ai","volumes":[],"year":"2026-01-05"} Practitioner interpretation; not primary experimental evidence. Any externally quoted benchmark, productivity or vendor telemetry requires independent verification of original method and population. Overlay only; does not change any original W001-W193 evidence classification 2026 C08 The rise in generated changes makes code review an explicit burden-of-proof and accountability process. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. Any externally quoted benchmark, productivity or vendor telemetry requires independent verification of original method and population. A Secondhand empirical or vendor statistics must not be mistaken for independently replicated studies. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Verification & review The rise in generated changes makes code review an explicit burden-of-proof and accountability process. practitioner_article Code Review in the Age of AI Addy Osmani Practitioner interpretation; not primary experimental evidence. Attach objective verification artifacts to pull requests; Review intent, integration risk and sensitive paths; Never treat a passing self-generated test as independent approval. Attach objective verification artifacts to pull requests; Review intent, integration risk and sensitive paths; Never treat a passing self-generated test as independent approval. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS019 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2026-01-05 https://addyo.substack.com/sitemap/2026 Substack essay, not a peer-reviewed research paper W065;W069;W093 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 8.9 https://addyo.substack.com/p/code-review-in-the-age-of-ai https://addyo.substack.com/p/code-review-in-the-age-of-ai O019 The essay argues that tests, reproducible manual checks and a stated risk assessment should accompany every proposal. Teams should preserve contextual knowledge and ownership rather than confusing a model-generated diff with evidence that the resulting change is safe. https://addyo.substack.com/p/code-review-in-the-age-of-ai 2026 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O020","kind":"practitioner_article","label":"How Good Is AI at Coding React (Really)?","limitation":"Numerical benchmark claims are a synthesis of separate benchmarks with different tasks, versions and measurement methods; not directly comparable.","mapped":["C:C03"],"printed":false,"streams":["T:What agents can do","T:Verification & review"],"summary":"React-related AI success is highly task-dependent, with integration and usability much harder to establish than component scaffolding.","topics":["K:Benchmarks and construct validity","K:Agent failure and escalation","K:Architecture and modularity"],"url":"https://addyo.substack.com/p/how-good-is-ai-at-coding-react-really","volumes":[],"year":"2025-12-29"} Numerical benchmark claims are a synthesis of separate benchmarks with different tasks, versions and measurement methods; not directly comparable. Any externally quoted benchmark, productivity or vendor telemetry requires independent verification of original method and population. Overlay only; does not change any original W001-W193 evidence classification 2025 C03 React-related AI success is highly task-dependent, with integration and usability much harder to establish than component scaffolding. CATALOGUE_ONLY Numerical benchmark claims are a synthesis of separate benchmarks with different tasks, versions and measurement methods; not directly comparable. Any externally quoted benchmark, productivity or vendor telemetry requires independent verification of original method and population. B Secondhand empirical or vendor statistics must not be mistaken for independently replicated studies. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited What agents can do React-related AI success is highly task-dependent, with integration and usability much harder to establish than component scaffolding. practitioner_article How Good Is AI at Coding React (Really)? Addy Osmani Numerical benchmark claims are a synthesis of separate benchmarks with different tasks, versions and measurement methods; not directly comparable. Benchmark scores have task- and version-specific denominators; Use browser tests and accessibility review for end-to-end UI changes; Treat reported percentages as third-party snapshot results, not the author’s experimental measurement. Benchmark scores have task- and version-specific denominators; Use browser tests and accessibility review for end-to-end UI changes; Treat reported percentages as third-party snapshot results, not the author’s experimental measurement. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS020 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-12-29 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W191;W193;W111 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 3.4 https://addyo.substack.com/p/how-good-is-ai-at-coding-react-really https://addyo.substack.com/p/how-good-is-ai-at-coding-react-really O020 Using third-party web and coding benchmarks, Osmani contrasts relatively tractable isolated UI tasks with weaker multi-step integration. He recommends context-rich specifications, UI standards, accessibility checks and browser-level evaluation instead of equating code generation with product quality. https://addyo.substack.com/p/how-good-is-ai-at-coding-react-really 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O021","kind":"practitioner_article","label":"My LLM coding workflow going into 2026","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C04"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice.","topics":["K:Specifications and governance","K:Developer workflow and adoption","K:Independent verification and oracles"],"url":"https://addyo.substack.com/p/my-llm-coding-workflow-going-into","volumes":[],"year":"2025-12-18"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C04 Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. B Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. practitioner_article My LLM coding workflow going into 2026 Addy Osmani Practitioner interpretation; not primary experimental evidence. Start from a task brief and acceptance criteria; Review after each small increment; Distinguish personal workflow preference from measured performance gains. Start from a task brief and acceptance criteria; Review after each small increment; Distinguish personal workflow preference from measured performance gains. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS021 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-12-18 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W151;W095;W083 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 4.6 https://addyo.substack.com/p/my-llm-coding-workflow-going-into https://addyo.substack.com/p/my-llm-coding-workflow-going-into O021 Osmani describes his own evolving approach to working with coding assistants: articulate a plan, provide repository context, implement bounded steps, execute tests and remain accountable for reviews and integration. https://addyo.substack.com/p/my-llm-coding-workflow-going-into 2025 false {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O022","kind":"practitioner_article","label":"21 Lessons from 14 Years at Google","limitation":"Career reflection; not original AI outcome research.","mapped":["C:C11"],"printed":false,"streams":["T:Engineering structure","T:Skills & learning"],"summary":"Durable engineering effectiveness depends on solving user problems, judgment and collaboration beyond producing code.","topics":["K:Ownership and knowledge transfer","K:System understanding and rationale","K:Skills formation and teaching"],"url":"https://addyo.substack.com/p/21-lessons-from-14-years-at-google","volumes":[],"year":"2025-12-04"} Career reflection; not original AI outcome research. CONTEXTUAL ONLY: this article does not evaluate AI-assisted development, agent behavior, or causal AI outcomes. Overlay only; does not change any original W001-W193 evidence classification 2025 C11 Durable engineering effectiveness depends on solving user problems, judgment and collaboration beyond producing code. CATALOGUE_ONLY Career reflection; not original AI outcome research. CONTEXTUAL ONLY: this article does not evaluate AI-assisted development, agent behavior, or causal AI outcomes. B General team/career essay cannot itself establish human-agent collaboration effects.; Conspicuously prevent non-AI engineering essays from being reported as evidence of AI-specific outcomes. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Durable engineering effectiveness depends on solving user problems, judgment and collaboration beyond producing code. practitioner_article 21 Lessons from 14 Years at Google Addy Osmani Career reflection; not original AI outcome research. Optimize for user outcomes instead of code volume; Preserve communication, shared understanding and professional judgment; Keep this as general engineering context. Optimize for user outcomes instead of code volume; Preserve communication, shared understanding and professional judgment; Keep this as general engineering context. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS022 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-12-04 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W161;W175;W184 Adjacent (general engineering) comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONTEXTUAL_ONLY Practitioner essay / technical guidance (not peer-reviewed) 11.2 https://addyo.substack.com/p/21-lessons-from-14-years-at-google https://addyo.substack.com/p/21-lessons-from-14-years-at-google O022 Osmani shares lessons from his work at Google about user empathy, simplifying problems, team alignment and career growth. The lessons supply an organizational foundation for AI-assisted engineering without presenting direct evidence about coding agents. https://addyo.substack.com/p/21-lessons-from-14-years-at-google 2025 true {"actual":["C:C08"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O023","kind":"practitioner_article","label":"Treat AI-Generated code as a draft","limitation":"Prescriptive practice subsequently qualified by the same author in September 2026.","mapped":["C:C08"],"printed":true,"streams":["T:Verification & review","T:System knowledge & memory"],"summary":"AI-generated code should be treated as an untrusted draft and not merged without responsible understanding and verification.","topics":["K:Independent verification and oracles","K:System understanding and rationale","K:Ownership and knowledge transfer"],"url":"https://addyo.substack.com/p/treat-ai-generated-code-as-a-draft","volumes":["V06"],"year":"2025-11-25"} Prescriptive practice subsequently qualified by the same author in September 2026. Overlay only; does not change any original W001-W193 evidence classification 2025 C08 AI-generated code should be treated as an untrusted draft and not merged without responsible understanding and verification. CORE_CITED Prescriptive practice subsequently qualified by the same author in September 2026. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Verification & review AI-generated code should be treated as an untrusted draft and not merged without responsible understanding and verification. practitioner_article Treat AI-Generated code as a draft Addy Osmani Prescriptive practice subsequently qualified by the same author in September 2026. Verify AI output against requirements before acceptance; Record decision ownership; Document the change in the author’s proposed review policy over time. Verify AI output against requirements before acceptance; Record decision ownership; Document the change in the author’s proposed review policy over time. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 8.8 curated practitioner article (not a research study) ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH 8.7 Practitioner essay / technical guidance (not peer-reviewed) yes false AOS023 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-11-25 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W067;W069;W154 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 8.8 https://addyo.substack.com/p/treat-ai-generated-code-as-a-draft https://addyo.substack.com/p/treat-ai-generated-code-as-a-draft O023 This earlier essay stresses reading AI code closely so that humans connect implementation back to intent, testing and maintenance. Its strong line-by-line reading prescription is explicitly revised in the September 2026 "The Code Nobody Reads" essay, which advocates risk-tiered independent checking. https://addyo.substack.com/p/treat-ai-generated-code-as-a-draft 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O024","kind":"practitioner_article","label":"Critical Thinking during the age of AI","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C10"],"printed":false,"streams":["T:Skills & learning","T:Engineering structure"],"summary":"Critical questions about purpose, assumptions, context and evidence remain necessary when AI supplies plausible solutions.","topics":["K:Human cognitive load","K:Skills formation and teaching","K:Specifications and governance"],"url":"https://addyo.substack.com/p/critical-thinking-during-the-age","volumes":[],"year":"2025-11-21"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C10 Critical questions about purpose, assumptions, context and evidence remain necessary when AI supplies plausible solutions. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. B A biometric AI-coding study is distant from an essay primarily recommending analytical questioning and critical reasoning. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Skills & learning Critical questions about purpose, assumptions, context and evidence remain necessary when AI supplies plausible solutions. practitioner_article Critical Thinking during the age of AI Addy Osmani Practitioner interpretation; not primary experimental evidence. Ask what result is needed before asking for code; Require evidence for assumptions and fixes; Train developers to challenge generated explanations. Ask what result is needed before asking for code; Require evidence for assumptions and fixes; Train developers to challenge generated explanations. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS024 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-11-21 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W117;W118 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 10.5 https://addyo.substack.com/p/critical-thinking-during-the-age https://addyo.substack.com/p/critical-thinking-during-the-age O024 Osmani organizes an engineering reasoning checklist around who, what, where, when, why and how. The article emphasizes problem definition, root-cause analysis and skepticism toward well-phrased AI output. https://addyo.substack.com/p/critical-thinking-during-the-age 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O025","kind":"practitioner_article","label":"Conductors to Orchestrators: The Future of Agentic Coding","limitation":"Role forecasts and workflow examples, not validated hiring or productivity outcomes.","mapped":["C:C11"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles"],"summary":"Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents.","topics":["K:Human-agent collaboration","K:Long-running agent execution","K:Developer workflow and adoption"],"url":"https://addyo.substack.com/p/conductors-to-orchestrators-the-future","volumes":[],"year":"2025-11-01"} Role forecasts and workflow examples, not validated hiring or productivity outcomes. Overlay only; does not change any original W001-W193 evidence classification 2025 C11 Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. CATALOGUE_ONLY Role forecasts and workflow examples, not validated hiring or productivity outcomes. B Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. practitioner_article Conductors to Orchestrators: The Future of Agentic Coding Addy Osmani Role forecasts and workflow examples, not validated hiring or productivity outcomes. Isolate concurrent branches and agent responsibilities; Assign merge and conflict-resolution ownership; Treat role changes as a scenario to evaluate, not an established labor-market effect. Isolate concurrent branches and agent responsibilities; Assign merge and conflict-resolution ownership; Treat role changes as a scenario to evaluate, not an established labor-market effect. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS025 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-11-01 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W002;W027;W152 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 11.2 https://addyo.substack.com/p/conductors-to-orchestrators-the-future https://addyo.substack.com/p/conductors-to-orchestrators-the-future O025 The essay distinguishes a single-agent "conductor" role from an "orchestrator" that allocates work among parallel agents with isolated workspaces. It forecasts changes in the engineer’s day-to-day role while acknowledging tool maturity and coordination costs. https://addyo.substack.com/p/conductors-to-orchestrators-the-future 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O026","kind":"practitioner_article","label":"Gemini CLI Tips & Tricks","limitation":"Vendor-tool feature guide; installation flags and quotas may have changed since publication.","mapped":["C:C03"],"printed":false,"streams":["T:What agents can do","T:System knowledge & memory"],"summary":"Command-line agent effectiveness depends on tool configuration, project context and deliberate execution controls.","topics":["K:Agent context and persistent memory","K:Developer workflow and adoption","K:Agent failure and escalation"],"url":"https://addyo.substack.com/p/gemini-cli-tips-and-tricks","volumes":[],"year":"2025-10-21"} Vendor-tool feature guide; installation flags and quotas may have changed since publication. Overlay only; does not change any original W001-W193 evidence classification 2025 C03 Command-line agent effectiveness depends on tool configuration, project context and deliberate execution controls. CATALOGUE_ONLY Vendor-tool feature guide; installation flags and quotas may have changed since publication. B Early-2026 Microsoft adoption and a specialized virtual-memory design do not verify Gemini CLI’s 2025 tool features; retain only a broad agent-failure comparator. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited What agents can do Command-line agent effectiveness depends on tool configuration, project context and deliberate execution controls. practitioner_article Gemini CLI Tips & Tricks Addy Osmani Vendor-tool feature guide; installation flags and quotas may have changed since publication. Teach observable tool permissions and commands; Keep version-specific instructions separate from timeless engineering principles; Do not infer model superiority from a tips guide. Teach observable tool permissions and commands; Keep version-specific instructions separate from timeless engineering principles; Do not infer model superiority from a tips guide. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS026 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-10-21 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W191 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 3.2 https://addyo.substack.com/p/gemini-cli-tips-and-tricks https://addyo.substack.com/p/gemini-cli-tips-and-tricks O026 A hands-on guide to Gemini CLI installation, task prompting, tool use and operational shortcuts. Its practical examples illustrate the capabilities and risks of agent access to shells, repositories and developer data. https://addyo.substack.com/p/gemini-cli-tips-and-tricks 2025 false {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O027","kind":"practitioner_article","label":"How modern browsers work","limitation":"General browser engineering explainer; no claims of AI development outcomes.","mapped":["C:C05"],"printed":false,"streams":["T:Engineering structure"],"summary":"Modern browsers coordinate networking, parsing, JavaScript execution, rendering, process isolation and security boundaries.","topics":["K:Architecture and modularity","K:Vulnerability and secure code","K:System understanding and rationale"],"url":"https://addyo.substack.com/p/how-modern-browsers-work","volumes":[],"year":"2025-09-13"} General browser engineering explainer; no claims of AI development outcomes. CONTEXTUAL ONLY: this article does not evaluate AI-assisted development, agent behavior, or causal AI outcomes. Overlay only; does not change any original W001-W193 evidence classification 2025 C05 Modern browsers coordinate networking, parsing, JavaScript execution, rendering, process isolation and security boundaries. CATALOGUE_ONLY General browser engineering explainer; no claims of AI development outcomes. CONTEXTUAL ONLY: this article does not evaluate AI-assisted development, agent behavior, or causal AI outcomes. B The source is a browser-internals overview, not a study of AI-created code quality or security.; No AI research cross-link is sufficiently specific to an article about browser internals; keep for general architectural context only.; The source is specifically an explanation of browser internals, with no discussion of AI-generated modifications.; Conspicuously prevent non-AI engineering essays from being reported as evidence of AI-specific outcomes. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Modern browsers coordinate networking, parsing, JavaScript execution, rendering, process isolation and security boundaries. practitioner_article How modern browsers work Addy Osmani General browser engineering explainer; no claims of AI development outcomes. Use browser internals as a brownfield-comprehension teaching example; Distinguish runtime behavior from source-file appearance; Exclude it from AI-specific evidence claims. Use browser internals as a brownfield-comprehension teaching example; Distinguish runtime behavior from source-file appearance; Exclude it from AI-specific evidence claims. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS027 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-09-13 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper Adjacent (non-AI technical) comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONTEXTUAL_ONLY Practitioner essay / technical guidance (not peer-reviewed) 5.5 https://addyo.substack.com/p/how-modern-browsers-work https://addyo.substack.com/p/how-modern-browsers-work O027 A broad walkthrough of modern browser internals, including navigation, parsing, JavaScript, GPU rendering, multiprocessing and sandboxing. It is not about AI-assisted engineering; its connection to the graph is contextual architecture literacy. https://addyo.substack.com/p/how-modern-browsers-work 2025 true {"actual":["C:C04"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O028","kind":"practitioner_article","label":"Vibe coding is not the same as AI-Assisted engineering.","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C04"],"printed":true,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"Fast conversational prototyping and accountable AI-assisted engineering are distinct development regimes.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:Technical debt and complexity"],"url":"https://addyo.substack.com/p/vibe-coding-is-not-the-same-as-ai","volumes":["V06"],"year":"2025-08-30"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C04 Fast conversational prototyping and accountable AI-assisted engineering are distinct development regimes. CORE_CITED Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Fast conversational prototyping and accountable AI-assisted engineering are distinct development regimes. practitioner_article Vibe coding is not the same as AI-Assisted engineering. Addy Osmani Practitioner interpretation; not primary experimental evidence. Choose rigor appropriate to the target environment; Require explicit acceptance contracts for production work; Teach the transition from prototype to maintainable system. Choose rigor appropriate to the target environment; Require explicit acceptance contracts for production work; Teach the transition from prototype to maintainable system. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 4.1 curated practitioner article (not a research study) ["C:C04"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS028 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-08-30 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W045;W050;W151 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 4.1 https://addyo.substack.com/p/vibe-coding-is-not-the-same-as-ai https://addyo.substack.com/p/vibe-coding-is-not-the-same-as-ai O028 Osmani distinguishes exploratory prompting from production practices with design documents, test-driven changes, review and ownership. He argues that treating either workflow as universally appropriate obscures the requirements of maintenance-intensive software. https://addyo.substack.com/p/vibe-coding-is-not-the-same-as-ai 2025 true {"actual":["C:C02"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O029","kind":"practitioner_article","label":"The reality of AI-Assisted software engineering productivity","limitation":"The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied.","mapped":["C:C02"],"printed":true,"streams":["T:Productivity","T:Economics"],"summary":"Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity.","topics":["K:Controlled productivity evidence","K:Output versus shipped value","K:Evaluation methodology and baselines"],"url":"https://addyo.substack.com/p/the-reality-of-ai-assisted-software","volumes":["V06"],"year":"2025-08-16"} The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. Any externally quoted benchmark, productivity or vendor telemetry requires independent verification of original method and population. Overlay only; does not change any original W001-W193 evidence classification 2025 C02 Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. CORE_CITED The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. Any externally quoted benchmark, productivity or vendor telemetry requires independent verification of original method and population. A Secondhand empirical or vendor statistics must not be mistaken for independently replicated studies. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Productivity Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. practitioner_article The reality of AI-Assisted software engineering productivity Addy Osmani The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. Use task-adjusted and quality-adjusted metrics; Report study context before citing a percentage; Separate survey sentiment, experiments and shipped-value outcomes. Use task-adjusted and quality-adjusted metrics; Report study context before citing a percentage; Separate survey sentiment, experiments and shipped-value outcomes. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 2.5 curated practitioner article (not a research study) ["C:C02"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH 2.3 Practitioner essay / technical guidance (not peer-reviewed) yes false AOS029 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-08-16 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W003;W023;W010 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 2.5 https://addyo.substack.com/p/the-reality-of-ai-assisted-software https://addyo.substack.com/p/the-reality-of-ai-assisted-software O029 The article synthesizes surveys and selected field studies showing variation by task, developer and codebase. It cautions against treating high adoption, code generation or self-reported speed as direct evidence of deployment throughput or organizational value. https://addyo.substack.com/p/the-reality-of-ai-assisted-software 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O030","kind":"practitioner_article","label":"Coding for the Future Agentic World","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C03"],"printed":false,"streams":["T:What agents can do","T:Engineering structure"],"summary":"CLI agents and background task runners extend software generation into tool-using, multi-step workflows, but require more oversight.","topics":["K:Developer workflow and adoption","K:Long-running agent execution","K:Agent failure and escalation"],"url":"https://addyo.substack.com/p/coding-for-the-future-agentic-world","volumes":[],"year":"2025-07-29"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C03 CLI agents and background task runners extend software generation into tool-using, multi-step workflows, but require more oversight. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. B A 2026 agent-adoption study postdates this essay and is not evidence for its original predictions. Keep process/limitations comparators. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited What agents can do CLI agents and background task runners extend software generation into tool-using, multi-step workflows, but require more oversight. practitioner_article Coding for the Future Agentic World Addy Osmani Practitioner interpretation; not primary experimental evidence. Teach capabilities with bounded task examples; Evaluate tool use and integration separately from model fluency; Retain explicit sandbox and final release authority. Teach capabilities with bounded task examples; Evaluate tool use and integration separately from model fluency; Retain explicit sandbox and final release authority. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS030 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-07-29 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W002;W191 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 3.1 https://addyo.substack.com/p/coding-for-the-future-agentic-world https://addyo.substack.com/p/coding-for-the-future-agentic-world O030 Osmani surveys emerging agentic tools and contrasts autocomplete, interactive assistants and agents that edit files, run commands, debug and propose pull requests. He argues that more capable execution increases the value of planning, context and final approval. https://addyo.substack.com/p/coding-for-the-future-agentic-world 2025 true {"actual":["C:C09"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O031","kind":"practitioner_article","label":"Context Engineering: Bringing Engineering Discipline to Prompts","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C09"],"printed":true,"streams":["T:System knowledge & memory","T:Engineering structure"],"summary":"Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone.","topics":["K:Agent context and persistent memory","K:System understanding and rationale","K:Specifications and governance"],"url":"https://addyo.substack.com/p/context-engineering-bringing-engineering","volumes":["V06"],"year":"2025-07-13"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C09 Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. CORE_CITED Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited System knowledge & memory Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. practitioner_article Context Engineering: Bringing Engineering Discipline to Prompts Addy Osmani Practitioner interpretation; not primary experimental evidence. Treat context as a versioned engineering input; Prefer relevant artifacts over exhaustive dumps; Verify provenance and freshness of retrieved context. Treat context as a versioned engineering input; Prefer relevant artifacts over exhaustive dumps; Verify provenance and freshness of retrieved context. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 9.6 curated practitioner article (not a research study) ["C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH 9.4 Practitioner essay / technical guidance (not peer-reviewed) yes false AOS031 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-07-13 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W155;W159;W184 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 9.6 https://addyo.substack.com/p/context-engineering-bringing-engineering https://addyo.substack.com/p/context-engineering-bringing-engineering O031 The essay develops context engineering as information architecture: relevant files, architectural records, error logs, schemas, examples and acceptance constraints. It emphasizes curating high-signal context so a coding agent can act within repository realities. https://addyo.substack.com/p/context-engineering-bringing-engineering 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O032","kind":"practitioner_article","label":"The AI-Native Software Engineer","limitation":"Prospective productivity multipliers are hypothetical and should not be cited as empirical measurements.","mapped":["C:C10"],"printed":false,"streams":["T:Skills & learning","T:Engineering structure"],"summary":"An AI-native engineer integrates assistance into ordinary work while retaining domain expertise and continuous learning.","topics":["K:Developer workflow and adoption","K:Skills formation and teaching","K:Human-agent collaboration"],"url":"https://addyo.substack.com/p/the-ai-native-software-engineer","volumes":[],"year":"2025-07-01"} Prospective productivity multipliers are hypothetical and should not be cited as empirical measurements. Overlay only; does not change any original W001-W193 evidence classification 2025 C10 An AI-native engineer integrates assistance into ordinary work while retaining domain expertise and continuous learning. CATALOGUE_ONLY Prospective productivity multipliers are hypothetical and should not be cited as empirical measurements. B Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Skills & learning An AI-native engineer integrates assistance into ordinary work while retaining domain expertise and continuous learning. practitioner_article The AI-Native Software Engineer Addy Osmani Prospective productivity multipliers are hypothetical and should not be cited as empirical measurements. Teach effective delegation alongside manual competence; Create deliberate skill-updating routines; Do not present advertised 2x–10x multipliers as validated general results. Teach effective delegation alongside manual competence; Create deliberate skill-updating routines; Do not present advertised 2x–10x multipliers as validated general results. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS032 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-07-01 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W116;W118;W122 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 10.9 https://addyo.substack.com/p/the-ai-native-software-engineer https://addyo.substack.com/p/the-ai-native-software-engineer O032 Osmani presents a practical skills playbook for pairing with coding assistants, delegating repetitive work and learning better tool use. The article is intentionally aspirational about possible productivity multiples rather than a controlled performance study. https://addyo.substack.com/p/the-ai-native-software-engineer 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O033","kind":"practitioner_article","label":"The \"Trust, But Verify\" Pattern For AI-Assisted Engineering","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C07"],"printed":false,"streams":["T:Verification & review","T:Engineering structure"],"summary":"Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check.","topics":["K:Independent verification and oracles","K:Automation bias and trust","K:Review capacity and maintainers"],"url":"https://addyo.substack.com/p/the-trust-but-verify-pattern-for","volumes":[],"year":"2025-06-09"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C07 Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Verification & review Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. practitioner_article The "Trust, But Verify" Pattern For AI-Assisted Engineering Addy Osmani Practitioner interpretation; not primary experimental evidence. Check against independent requirements and regression oracles; Record the outcome of manual and automated review; Teach why plausible code is not proof of correctness. Check against independent requirements and regression oracles; Record the outcome of manual and automated review; Teach why plausible code is not proof of correctness. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS033 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-06-09 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W067;W077;W093 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 7.2 https://addyo.substack.com/p/the-trust-but-verify-pattern-for https://addyo.substack.com/p/the-trust-but-verify-pattern-for O033 Osmani frames the assistant as a capable but fallible collaborator whose output must be tested and reviewed before adoption. The post translates automation-bias concerns into reviewer practices, guardrails and accountable sign-off. https://addyo.substack.com/p/the-trust-but-verify-pattern-for 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O034","kind":"practitioner_article","label":"The Prompt Engineering Playbook for Programmers","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C04"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Effective developer prompts state a bounded problem, relevant context, constraints and the expected verification method.","topics":["K:Specifications and governance","K:Agent context and persistent memory","K:Developer workflow and adoption"],"url":"https://addyo.substack.com/p/the-prompt-engineering-playbook-for","volumes":[],"year":"2025-05-27"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C04 Effective developer prompts state a bounded problem, relevant context, constraints and the expected verification method. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. B The prompt playbook teaches expected behavior and context of task specifications rather than only versioning an intention ledger.; Comprehension of unfamiliar code (W155) is too remote from creating prompts with specification and verifier constraints. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Effective developer prompts state a bounded problem, relevant context, constraints and the expected verification method. practitioner_article The Prompt Engineering Playbook for Programmers Addy Osmani Practitioner interpretation; not primary experimental evidence. Provide concrete files and constraints with each request; Make successful output observable; Iterate with feedback instead of claiming prompt wording ensures reliability. Provide concrete files and constraints with each request; Make successful output observable; Iterate with feedback instead of claiming prompt wording ensures reliability. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS034 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-05-27 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W151;W077;W148 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 4.3 https://addyo.substack.com/p/the-prompt-engineering-playbook-for https://addyo.substack.com/p/the-prompt-engineering-playbook-for O034 Through contrasting examples, Osmani demonstrates how explicit role, environment, scope, format and feedback loops can improve coding-assistant usefulness. The book can reuse the patterns as task-envelope teaching devices rather than treat prompt form as a substitute for formal specifications. https://addyo.substack.com/p/the-prompt-engineering-playbook-for 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O035","kind":"practitioner_article","label":"AI Won't Kill Junior Devs - But Your Hiring Strategy Might","limitation":"A prescriptive career and hiring essay; no original causal analysis of employment trends.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Removing junior engineering positions can damage apprenticeship and the future pool of experienced maintainers.","topics":["K:Employment and early-career roles","K:Skills formation and teaching","K:Onboarding and developer fluency"],"url":"https://addyo.substack.com/p/ai-wont-kill-junior-devs-but-your","volumes":[],"year":"2025-05-10"} A prescriptive career and hiring essay; no original causal analysis of employment trends. Overlay only; does not change any original W001-W193 evidence classification 2025 C12 Removing junior engineering positions can damage apprenticeship and the future pool of experienced maintainers. CATALOGUE_ONLY A prescriptive career and hiring essay; no original causal analysis of employment trends. A The argument is explicitly about the junior labor pipeline and apprenticeship economics; C12.7 is a closer primary home than team staffing mechanics.; The argument is explicitly about the junior labor pipeline and apprenticeship economics; C12.7 is a closer primary home than team staffing mechanics. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Jobs & roles Removing junior engineering positions can damage apprenticeship and the future pool of experienced maintainers. practitioner_article AI Won't Kill Junior Devs - But Your Hiring Strategy Might Addy Osmani A prescriptive career and hiring essay; no original causal analysis of employment trends. Protect supervised learning opportunities for junior developers; Evaluate apprenticeship capacity alongside coding throughput; Compare hiring claims with primary labor-market studies. Protect supervised learning opportunities for junior developers; Evaluate apprenticeship capacity alongside coding throughput; Compare hiring claims with primary labor-market studies. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS035 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-05-10 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W112;W125;W131 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 12.7 https://addyo.substack.com/p/ai-wont-kill-junior-devs-but-your https://addyo.substack.com/p/ai-wont-kill-junior-devs-but-your O035 Osmani argues that early-career roles must evolve toward debugging, system comprehension, collaboration and verification as assistants automate routine output. This is a workforce-development argument, not a causal demonstration that AI has or has not changed entry-level hiring. https://addyo.substack.com/p/ai-wont-kill-junior-devs-but-your 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O036","kind":"practitioner_article","label":"Avoiding Skill Atrophy in the Age of AI","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C10"],"printed":false,"streams":["T:Skills & learning","T:System knowledge & memory"],"summary":"Using AI to avoid every difficult step risks eroding the reasoning skills needed to supervise future AI output.","topics":["K:Cognitive offloading and skill debt","K:Skills formation and teaching","K:Onboarding and developer fluency"],"url":"https://addyo.substack.com/p/avoiding-skill-atrophy-in-the-age","volumes":[],"year":"2025-04-25"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C10 Using AI to avoid every difficult step risks eroding the reasoning skills needed to supervise future AI output. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Skills & learning Using AI to avoid every difficult step risks eroding the reasoning skills needed to supervise future AI output. practitioner_article Avoiding Skill Atrophy in the Age of AI Addy Osmani Practitioner interpretation; not primary experimental evidence. Maintain opportunities for unaided practice; Use delayed comprehension and transfer tests; Keep the analogy separate from evidence of measured developer skill decay. Maintain opportunities for unaided practice; Use delayed comprehension and transfer tests; Keep the analogy separate from evidence of measured developer skill decay. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS036 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-04-25 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W117;W118;W121 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 10.4 https://addyo.substack.com/p/avoiding-skill-atrophy-in-the-age https://addyo.substack.com/p/avoiding-skill-atrophy-in-the-age O036 Osmani draws an analogy with other forms of cognitive offloading and recommends intentional debugging, independent implementation, explanation and review. The essay identifies a plausible risk, while the size and persistence of skill loss require empirical evaluation. https://addyo.substack.com/p/avoiding-skill-atrophy-in-the-age 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O037","kind":"practitioner_article","label":"Vibe Coding is not an excuse for low-quality work","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C05"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Rapid AI prototyping does not exempt production changes from ordinary software quality obligations.","topics":["K:Technical debt and complexity","K:Independent verification and oracles","K:Architecture and modularity"],"url":"https://addyo.substack.com/p/vibe-coding-is-not-an-excuse-for","volumes":[],"year":"2025-04-18"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C05 Rapid AI prototyping does not exempt production changes from ordinary software quality obligations. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. B Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Code quality & security Rapid AI prototyping does not exempt production changes from ordinary software quality obligations. practitioner_article Vibe Coding is not an excuse for low-quality work Addy Osmani Practitioner interpretation; not primary experimental evidence. Evaluate generated artifacts against system standards; Require a maintenance plan for promoted prototypes; Measure longer-run defects and complexity, not demo velocity. Evaluate generated artifacts against system standards; Require a maintenance plan for promoted prototypes; Measure longer-run defects and complexity, not demo velocity. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS037 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-04-18 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W039;W050;W059 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 5.8 https://addyo.substack.com/p/vibe-coding-is-not-an-excuse-for https://addyo.substack.com/p/vibe-coding-is-not-an-excuse-for O037 Osmani warns that easy generation can conceal bugs, weak design and unmaintainable dependencies. He urges standard review, architectural judgment, tests and security checks even when non-specialists can produce working prototypes. https://addyo.substack.com/p/vibe-coding-is-not-an-excuse-for 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O038","kind":"practitioner_article","label":"What are AI Agents? why do they matter?","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C03"],"printed":false,"streams":["T:What agents can do","T:Engineering structure"],"summary":"An agent differs from one-shot model completion by using tools and feedback to pursue a goal over multiple steps.","topics":["K:Agent failure and escalation","K:Long-running agent execution","K:Human-agent collaboration"],"url":"https://addyo.substack.com/p/what-are-ai-agents-why-do-they-matter","volumes":[],"year":"2025-04-11"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C03 An agent differs from one-shot model completion by using tools and feedback to pursue a goal over multiple steps. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. B AIDev (W192) supplies a PR dataset, rather than evidence about the conceptual structure of AI agents; compare workflow studies. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited What agents can do An agent differs from one-shot model completion by using tools and feedback to pursue a goal over multiple steps. practitioner_article What are AI Agents? why do they matter? Addy Osmani Practitioner interpretation; not primary experimental evidence. Model agents as bounded goal-directed processes; Separate tool authority from language-model output; Require observable success and failure states. Model agents as bounded goal-directed processes; Separate tool authority from language-model output; Require observable success and failure states. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS038 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-04-11 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W191;W002;W152 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 3.1 https://addyo.substack.com/p/what-are-ai-agents-why-do-they-matter https://addyo.substack.com/p/what-are-ai-agents-why-do-they-matter O038 The post offers an introductory description of agent perception, planning, tool use, action and iteration. It is useful for defining system boundaries and distinguishing model capability from the reliability of a surrounding task workflow. https://addyo.substack.com/p/what-are-ai-agents-why-do-they-matter 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O039","kind":"practitioner_article","label":"Vibe Coding: Revolution or Reckless Abandon?","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C05"],"printed":false,"streams":["T:Code quality & security","T:Skills & learning"],"summary":"Vibe coding can democratize prototypes while amplifying unnoticed security and maintainability risks.","topics":["K:Vulnerability and secure code","K:Technical debt and complexity","K:Human cognitive load"],"url":"https://addyo.substack.com/p/vibe-coding-revolution-or-reckless","volumes":[],"year":"2025-04-03"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C05 Vibe coding can democratize prototypes while amplifying unnoticed security and maintainability risks. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. B Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Code quality & security Vibe coding can democratize prototypes while amplifying unnoticed security and maintainability risks. practitioner_article Vibe Coding: Revolution or Reckless Abandon? Addy Osmani Practitioner interpretation; not primary experimental evidence. Separate creative prototyping from production acceptance; Add security and regression checks early; Train users to recognize the limits of superficial functional demos. Separate creative prototyping from production acceptance; Add security and regression checks early; Train users to recognize the limits of superficial functional demos. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS039 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-04-03 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W045;W046;W050 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 5.1 https://addyo.substack.com/p/vibe-coding-revolution-or-reckless https://addyo.substack.com/p/vibe-coding-revolution-or-reckless O039 Osmani discusses enthusiastic prompting with minimal code inspection and contrasts its accessibility with risks from incorrect assumptions, latent defects and insufficient operator understanding. The essay calls for professional checks as project consequence increases. https://addyo.substack.com/p/vibe-coding-revolution-or-reckless 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O040","kind":"practitioner_article","label":"MCP: What It Is and Why It Matters","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C06"],"printed":false,"streams":["T:What agents can do","T:Code quality & security"],"summary":"The Model Context Protocol standardizes agent access to external resources and tools, increasing integration reach and the importance of permission controls.","topics":["K:Dependencies and agent supply chain","K:Prompt injection and malicious tools","K:Agent context and persistent memory"],"url":"https://addyo.substack.com/p/mcp-what-it-is-and-why-it-matters","volumes":[],"year":"2025-03-27"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C06 The Model Context Protocol standardizes agent access to external resources and tools, increasing integration reach and the importance of permission controls. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. A Package hallucination (W043) does not meaningfully address MCP tool authorization; security/harness links are more relevant. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited What agents can do The Model Context Protocol standardizes agent access to external resources and tools, increasing integration reach and the importance of permission controls. practitioner_article MCP: What It Is and Why It Matters Addy Osmani Practitioner interpretation; not primary experimental evidence. Teach interface contracts separately from access policy; Review external tool descriptions as untrusted input; Constrain secrets, scopes and side-effecting calls. Teach interface contracts separately from access policy; Review external tool descriptions as untrusted input; Constrain secrets, scopes and side-effecting calls. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS040 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-03-27 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W053;W060 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 6.7 https://addyo.substack.com/p/mcp-what-it-is-and-why-it-matters https://addyo.substack.com/p/mcp-what-it-is-and-why-it-matters O040 An accessible explanation of MCP clients, servers and tool interoperability, including opportunities for richer context. For the book it illustrates the distinction between a convenient integration protocol and the authorization, sandbox and trust decisions the protocol cannot solve alone. https://addyo.substack.com/p/mcp-what-it-is-and-why-it-matters 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O041","kind":"practitioner_article","label":"Leading Effective Engineering Teams in the Age of GenAI","limitation":"Practitioner interpretation; not primary experimental evidence.","mapped":["C:C11"],"printed":false,"streams":["T:Engineering structure","T:Skills & learning"],"summary":"Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption.","topics":["K:Human-agent collaboration","K:Skills formation and teaching","K:Specifications and governance"],"url":"https://addyo.substack.com/p/leading-effective-engineering-teams-c9b","volumes":[],"year":"2025-03-19"} Practitioner interpretation; not primary experimental evidence. Overlay only; does not change any original W001-W193 evidence classification 2025 C11 Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. CATALOGUE_ONLY Practitioner interpretation; not primary experimental evidence. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. practitioner_article Leading Effective Engineering Teams in the Age of GenAI Addy Osmani Practitioner interpretation; not primary experimental evidence. Publish an explicit AI contribution policy; Allocate capacity for capability development and review; Evaluate delivery quality and learning, not generated-line counts. Publish an explicit AI contribution policy; Allocate capacity for capability development and review; Evaluate delivery quality and learning, not generated-line counts. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS041 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-03-19 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W147;W149;W150 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 11.3 https://addyo.substack.com/p/leading-effective-engineering-teams-c9b https://addyo.substack.com/p/leading-effective-engineering-teams-c9b O041 Osmani translates AI tool introduction into management duties: agree on what "better" means, avoid dependency on apparent speed, establish review expectations and support developer upskilling. It functions as organizational guidance rather than measured intervention. https://addyo.substack.com/p/leading-effective-engineering-teams-c9b 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O042","kind":"practitioner_article","label":"Beyond the 70%: Maximizing the human 30% of AI-assisted coding","limitation":"The 70/30 split is a practitioner metaphor and is not independently measured in this essay.","mapped":["C:C10"],"printed":false,"streams":["T:Skills & learning","T:Productivity"],"summary":"The difficult last-mile work in AI-assisted development remains architecture, requirements, integration and verification.","topics":["K:System understanding and rationale","K:Skills formation and teaching","K:Output versus shipped value"],"url":"https://addyo.substack.com/p/beyond-the-70-maximizing-the-human","volumes":[],"year":"2025-03-13"} The 70/30 split is a practitioner metaphor and is not independently measured in this essay. Overlay only; does not change any original W001-W193 evidence classification 2025 C10 The difficult last-mile work in AI-assisted development remains architecture, requirements, integration and verification. CATALOGUE_ONLY The 70/30 split is a practitioner metaphor and is not independently measured in this essay. A The article concerns human competency and use of the non-automated portion of software work; a capability-development contract is the better teaching placement. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Skills & learning The difficult last-mile work in AI-assisted development remains architecture, requirements, integration and verification. practitioner_article Beyond the 70%: Maximizing the human 30% of AI-assisted coding Addy Osmani The 70/30 split is a practitioner metaphor and is not independently measured in this essay. Distinguish generated scaffold from production-ready change; Teach system-level debugging and design; Avoid quoting 70/30 as a measured software engineering constant. Distinguish generated scaffold from production-ready change; Teach system-level debugging and design; Avoid quoting 70/30 as a measured software engineering constant. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS042 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-03-13 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W117;W154;W010 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 10.9 https://addyo.substack.com/p/beyond-the-70-maximizing-the-human https://addyo.substack.com/p/beyond-the-70-maximizing-the-human O042 Expanding his 2024 "70% problem" framing, Osmani discusses the durable value of engineers who can interpret behavior, handle edge cases and maintain systems. The percentages are rhetorical heuristics for relative task difficulty, not tested ratios of project completion. https://addyo.substack.com/p/beyond-the-70-maximizing-the-human 2025 false {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O043","kind":"practitioner_article","label":"Applied \"Software Engineering at Google\"","limitation":"Expository synthesis of an existing software engineering book, not original AI research.","mapped":["C:C07"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Testing, review, documentation and sustainable ownership are established software-engineering practices that remain useful with AI-generated code.","topics":["K:Independent verification and oracles","K:Architecture and modularity","K:Ownership and knowledge transfer"],"url":"https://addyo.substack.com/p/applied-software-engineering-at-google","volumes":[],"year":"2025-03-06"} Expository synthesis of an existing software engineering book, not original AI research. CONTEXTUAL ONLY: this article does not evaluate AI-assisted development, agent behavior, or causal AI outcomes. Overlay only; does not change any original W001-W193 evidence classification 2025 C07 Testing, review, documentation and sustainable ownership are established software-engineering practices that remain useful with AI-generated code. CATALOGUE_ONLY Expository synthesis of an existing software engineering book, not original AI research. CONTEXTUAL ONLY: this article does not evaluate AI-assisted development, agent behavior, or causal AI outcomes. B Conspicuously prevent non-AI engineering essays from being reported as evidence of AI-specific outcomes. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Testing, review, documentation and sustainable ownership are established software-engineering practices that remain useful with AI-generated code. practitioner_article Applied "Software Engineering at Google" Addy Osmani Expository synthesis of an existing software engineering book, not original AI research. Reuse established tests-and-change reasoning; Distinguish well-founded engineering precedent from measured agent performance; Use as contextual support for governance. Reuse established tests-and-change reasoning; Distinguish well-founded engineering precedent from measured agent performance; Use as contextual support for governance. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS043 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-03-06 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W064;W161;W173 Adjacent (general engineering) comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONTEXTUAL_ONLY Practitioner essay / technical guidance (not peer-reviewed) 7.4 https://addyo.substack.com/p/applied-software-engineering-at-google https://addyo.substack.com/p/applied-software-engineering-at-google O043 Osmani adapts lessons from the public Software Engineering at Google book, including tests that make change safer, code review and organizational learning. It supplies historical engineering principles, not direct evidence that an AI technique is effective. https://addyo.substack.com/p/applied-software-engineering-at-google 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O044","kind":"practitioner_article","label":"Speech-to-Code: Vibe Coding with Voice","limitation":"First-person tool demonstration without measured comparative productivity.","mapped":["C:C01"],"printed":false,"streams":["T:What agents can do","T:Productivity"],"summary":"Voice input changes how developers express tasks to coding assistants but does not remove the need to verify resulting software.","topics":["K:Developer workflow and adoption","K:Human cognitive load","K:Human-agent collaboration"],"url":"https://addyo.substack.com/p/speech-to-code-vibe-coding-with-voice","volumes":[],"year":"2025-02-28"} First-person tool demonstration without measured comparative productivity. Overlay only; does not change any original W001-W193 evidence classification 2025 C01 Voice input changes how developers express tasks to coding assistants but does not remove the need to verify resulting software. CATALOGUE_ONLY First-person tool demonstration without measured comparative productivity. B Autocomplete acceptance and generic self-reported AI productivity are not evidence of voice-to-code efficacy; retain one workflow-context comparison. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited What agents can do Voice input changes how developers express tasks to coding assistants but does not remove the need to verify resulting software. practitioner_article Speech-to-Code: Vibe Coding with Voice Addy Osmani First-person tool demonstration without measured comparative productivity. Teach modality-independent task specification; Evaluate accessibility and ergonomics separately from correctness; Do not extrapolate a personal speedup to all teams. Teach modality-independent task specification; Evaluate accessibility and ergonomics separately from correctness; Do not extrapolate a personal speedup to all teams. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS044 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-02-28 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W002 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 1.2 https://addyo.substack.com/p/speech-to-code-vibe-coding-with-voice https://addyo.substack.com/p/speech-to-code-vibe-coding-with-voice O044 Osmani demonstrates dictating instructions into an AI coding workflow using speech tools and describes personal ergonomic and velocity benefits. The improvement is experiential; no controlled comparison of input methods or final code quality is provided. https://addyo.substack.com/p/speech-to-code-vibe-coding-with-voice 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O045","kind":"practitioner_article","label":"Personal Software: The Unbundling of the Programmer?","limitation":"Forward-looking economic scenario; no primary adoption or welfare evaluation.","mapped":["C:C12"],"printed":false,"streams":["T:Economics","T:Jobs & roles"],"summary":"Lower creation costs may expand demand for one-off and personal applications, an economic hypothesis distinct from measured productivity or employment effects.","topics":["K:Economic costs and return","K:Developer workflow and adoption","K:Employment and early-career roles"],"url":"https://addyo.substack.com/p/personal-software-the-unbundling","volumes":[],"year":"2025-02-09"} Forward-looking economic scenario; no primary adoption or welfare evaluation. Framework or market hypothesis is an authored practitioner proposal, not an empirically validated scale or intervention. Overlay only; does not change any original W001-W193 evidence classification 2025 C12 Lower creation costs may expand demand for one-off and personal applications, an economic hypothesis distinct from measured productivity or employment effects. CATALOGUE_ONLY Forward-looking economic scenario; no primary adoption or welfare evaluation. Framework or market hypothesis is an authored practitioner proposal, not an empirically validated scale or intervention. B The central proposition is a distributional/demand shift toward personally created software, not choosing an autonomy level by least cost.; Firm-level AI hiring studies do not investigate the novel long-tail personal-software demand hypothesized by the article; retain the lifecycle ROI paper only as economic contrast.; State the original essay’s demand-creation thesis explicitly.; Emphasize personalization and software demand rather than autonomy-cascade cost optimization.; The paper is a qualitative demand scenario; employment comparison is contextual rather than observed outcome.; Do not promote conceptual taxonomy or market hypotheses into established research outcomes. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Economics Lower creation costs may expand demand for one-off and personal applications, an economic hypothesis distinct from measured productivity or employment effects. practitioner_article Personal Software: The Unbundling of the Programmer? Addy Osmani Forward-looking economic scenario; no primary adoption or welfare evaluation. Separate prototype creation cost from lifecycle cost; Evaluate new demand and substitution scenarios independently; Mark market forecasts as hypotheses. Separate prototype creation cost from lifecycle cost; Evaluate new demand and substitution scenarios independently; Mark market forecasts as hypotheses. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS045 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-02-09 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W145 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 12.8 https://addyo.substack.com/p/personal-software-the-unbundling https://addyo.substack.com/p/personal-software-the-unbundling O045 Osmani explores a world in which individuals and domain specialists build small personalized applications too narrow to justify traditional development contracts. The claim is about enabling software that previously would not be built at all. It is a forward-looking long-tail demand scenario, not a measured labor substitution, return-on-investment or full lifecycle cost study. https://addyo.substack.com/p/personal-software-the-unbundling 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O046","kind":"practitioner_article","label":"Why I use Cline for AI Engineering","limitation":"Subjective tool review, updated 2025-07-21; product comparisons are not controlled benchmarks.","mapped":["C:C03"],"printed":false,"streams":["T:What agents can do","T:System knowledge & memory"],"summary":"Cline illustrates how a tool-using coding assistant differs from a conventional completion engine through its context and environment access.","topics":["K:Developer workflow and adoption","K:Agent context and persistent memory","K:Agent failure and escalation"],"url":"https://addyo.substack.com/p/why-i-use-cline-for-ai-engineering","volumes":[],"year":"2025-01-30"} Subjective tool review, updated 2025-07-21; product comparisons are not controlled benchmarks. Overlay only; does not change any original W001-W193 evidence classification 2025 C03 Cline illustrates how a tool-using coding assistant differs from a conventional completion engine through its context and environment access. CATALOGUE_ONLY Subjective tool review, updated 2025-07-21; product comparisons are not controlled benchmarks. B Time-specific Cline feature review is not validated by a later Microsoft adoption study (W014) or a virtual memory system (W157). Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited What agents can do Cline illustrates how a tool-using coding assistant differs from a conventional completion engine through its context and environment access. practitioner_article Why I use Cline for AI Engineering Addy Osmani Subjective tool review, updated 2025-07-21; product comparisons are not controlled benchmarks. Classify assistant capabilities by observable tools and permissions; Evaluate cost and context visibility on representative tasks; Treat personal vendor preferences as dated, not benchmark evidence. Classify assistant capabilities by observable tools and permissions; Evaluate cost and context visibility on representative tasks; Treat personal vendor preferences as dated, not benchmark evidence. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS046 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-01-30 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W002;W191 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 3.2 https://addyo.substack.com/p/why-i-use-cline-for-ai-engineering https://addyo.substack.com/p/why-i-use-cline-for-ai-engineering O046 Osmani offers a first-person comparison of coding assistants, favoring Cline for file, terminal, browser and debugging workflows while acknowledging trade-offs. The post was updated in July 2025; its feature and product assessments are time-specific. https://addyo.substack.com/p/why-i-use-cline-for-ai-engineering 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O047","kind":"practitioner_article","label":"AI-Driven Prototyping: v0, Bolt, and Lovable Compared","limitation":"Practitioner tool comparison; tool features have evolved since early 2025.","mapped":["C:C03"],"printed":false,"streams":["T:What agents can do","T:Engineering structure"],"summary":"AI prototyping services reduce time from concept to demonstrable app but vary in architecture, control and production suitability.","topics":["K:Developer workflow and adoption","K:Architecture and modularity","K:Specifications and governance"],"url":"https://addyo.substack.com/p/ai-driven-prototyping-v0-bolt-and","volumes":[],"year":"2025-01-11"} Practitioner tool comparison; tool features have evolved since early 2025. Overlay only; does not change any original W001-W193 evidence classification 2025 C03 AI prototyping services reduce time from concept to demonstrable app but vary in architecture, control and production suitability. CATALOGUE_ONLY Practitioner tool comparison; tool features have evolved since early 2025. B A personal comparison of three prototyping tools is not a formal SWE-agent benchmark; use as an example in task envelopes/capability fit.; MirrorCode (W193) measures extended coding tasks, not vendors v0/Bolt/Lovable. Retain two broad agent workflow comparisons only. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited What agents can do AI prototyping services reduce time from concept to demonstrable app but vary in architecture, control and production suitability. practitioner_article AI-Driven Prototyping: v0, Bolt, and Lovable Compared Addy Osmani Practitioner tool comparison; tool features have evolved since early 2025. Choose tools by intended artifact and handoff needs; Budget refactoring and testing after a prototype; Do not treat a point-in-time vendor comparison as a reproducible benchmark. Choose tools by intended artifact and handoff needs; Budget refactoring and testing after a prototype; Do not treat a point-in-time vendor comparison as a reproducible benchmark. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS047 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2025-01-11 https://addyo.substack.com/sitemap/2025 Substack essay, not a peer-reviewed research paper W002;W191 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 REVISED Practitioner essay / technical guidance (not peer-reviewed) 3.3 https://addyo.substack.com/p/ai-driven-prototyping-v0-bolt-and https://addyo.substack.com/p/ai-driven-prototyping-v0-bolt-and O047 The essay compares v0, Bolt and Lovable for common proof-of-concept workflows, noting different strengths in UI scaffolding and fuller application assembly. It distinguishes product exploration from subsequent testing, maintainability and integration work. https://addyo.substack.com/p/ai-driven-prototyping-v0-bolt-and 2025 true {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O048","kind":"practitioner_article","label":"Future-proofing your Software Engineering career","limitation":"Career advice and forecasts, not original labor-market empirical research.","mapped":["C:C10"],"printed":false,"streams":["T:Skills & learning","T:Jobs & roles"],"summary":"Career resilience in AI-assisted software engineering rests on adaptable domain expertise, systems judgment and learning.","topics":["K:Skills formation and teaching","K:Employment and early-career roles","K:System understanding and rationale"],"url":"https://addyo.substack.com/p/future-proofing-your-software-engineering","volumes":[],"year":"2024-12-23"} Career advice and forecasts, not original labor-market empirical research. Overlay only; does not change any original W001-W193 evidence classification 2024 C10 Career resilience in AI-assisted software engineering rests on adaptable domain expertise, systems judgment and learning. CATALOGUE_ONLY Career advice and forecasts, not original labor-market empirical research. B Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Skills & learning Career resilience in AI-assisted software engineering rests on adaptable domain expertise, systems judgment and learning. practitioner_article Future-proofing your Software Engineering career Addy Osmani Career advice and forecasts, not original labor-market empirical research. Build a transferable engineering-skills portfolio; Practice validating and integrating AI work; Separate career advice from measured employment effects. Build a transferable engineering-skills portfolio; Practice validating and integrating AI work; Separate career advice from measured employment effects. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS048 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2024-12-23 https://addyo.substack.com/sitemap/2024 Substack essay, not a peer-reviewed research paper W118;W122;W135 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 10.9 https://addyo.substack.com/p/future-proofing-your-software-engineering https://addyo.substack.com/p/future-proofing-your-software-engineering O048 Osmani surveys the tasks models can automate and emphasizes software architecture, evaluation, product understanding and the ability to learn new techniques. Predictions about changing roles are presented as guidance, not labor-market identification. https://addyo.substack.com/p/future-proofing-your-software-engineering 2024 true {"actual":["C:C02"],"authors":"Addy Osmani","category":null,"collection":"O","id":"O049","kind":"practitioner_article","label":"The 70% problem: Hard truths about AI-assisted coding","limitation":"The 70% estimate is an anecdotal framing, not a validated quantitative benchmark.","mapped":["C:C02"],"printed":true,"streams":["T:Productivity","T:Code quality & security"],"summary":"Getting a prototype mostly implemented with AI is far easier than completing the remaining integrations and engineering assurances.","topics":["K:Output versus shipped value","K:Technical debt and complexity","K:Independent verification and oracles"],"url":"https://addyo.substack.com/p/the-70-problem-hard-truths-about","volumes":["V06"],"year":"2024-12-04"} The 70% estimate is an anecdotal framing, not a validated quantitative benchmark. Overlay only; does not change any original W001-W193 evidence classification 2024 C02 Getting a prototype mostly implemented with AI is far easier than completing the remaining integrations and engineering assurances. CORE_CITED The 70% estimate is an anecdotal framing, not a validated quantitative benchmark. A Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Productivity Getting a prototype mostly implemented with AI is far easier than completing the remaining integrations and engineering assurances. practitioner_article The 70% problem: Hard truths about AI-assisted coding Addy Osmani The 70% estimate is an anecdotal framing, not a validated quantitative benchmark. Measure end-to-end shipping and rework instead of scaffolding speed; Identify integration and maintenance as separate work; Preserve the heuristic character of the percentage. Measure end-to-end shipping and rework instead of scaffolding speed; Identify integration and maintenance as separate work; Preserve the heuristic character of the percentage. LaTeX \osmanicite parsed within containing \section, Oct 10 edition integrity review ACTUAL_CITATION 2.5 curated practitioner article (not a research study) ["C:C02"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS049 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2024-12-04 https://addyo.substack.com/sitemap/2024 Substack essay, not a peer-reviewed research paper W004;W010;W055 Direct comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONFIRMED Practitioner essay / technical guidance (not peer-reviewed) 2.5 https://addyo.substack.com/p/the-70-problem-hard-truths-about https://addyo.substack.com/p/the-70-problem-hard-truths-about O049 Osmani contrasts fast "zero-to-MVP" generation with difficult iteration, debugging and production readiness in realistic codebases. His memorable 70% phrasing is descriptive and experiential, not a controlled measurement of task success. https://addyo.substack.com/p/the-70-problem-hard-truths-about 2024 false {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O050","kind":"practitioner_article","label":"User-centric engineering.","limitation":"General user-experience and product principles, no original AI evaluation.","mapped":["C:C01"],"printed":false,"streams":["T:Engineering structure"],"summary":"Customer needs and observable outcomes—not lines of code—should determine whether an engineering change succeeds.","topics":["K:Specifications and governance","K:Output versus shipped value"],"url":"https://addyo.substack.com/p/user-centric-engineering","volumes":[],"year":"2024-11-15"} General user-experience and product principles, no original AI evaluation. CONTEXTUAL ONLY: this article does not evaluate AI-assisted development, agent behavior, or causal AI outcomes. Overlay only; does not change any original W001-W193 evidence classification 2024 C01 Customer needs and observable outcomes—not lines of code—should determine whether an engineering change succeeds. CATALOGUE_ONLY General user-experience and product principles, no original AI evaluation. CONTEXTUAL ONLY: this article does not evaluate AI-assisted development, agent behavior, or causal AI outcomes. B Product empathy is general engineering context; productivity effects of AI are not assessed.; Drop unwarranted human-agent collaboration topic from pre-AI conceptual essay.; A user-centric product essay contains no AI outcome evidence; remove generic AI productivity study links.; Preserve the source’s actual user-empathy framework without writing agent-era conclusions into the author’s summary.; Avoid attributing a prompt-generation workflow to a general software product essay.; Conspicuously prevent non-AI engineering essays from being reported as evidence of AI-specific outcomes. Practitioner essay / technical guidance (not peer-reviewed) false article webpage read; linked empirical sources not all independently audited Engineering structure Customer needs and observable outcomes—not lines of code—should determine whether an engineering change succeeds. practitioner_article User-centric engineering. Addy Osmani General user-experience and product principles, no original AI evaluation. Start with a concrete user problem and a user-observable success criterion; Validate design trade-offs through user interviews, usage data, and support feedback; Use only as background product engineering context, not as evidence of AI productivity. Start with a concrete user problem and a user-observable success criterion; Validate design trade-offs through user interviews, usage data, and support feedback; Use only as background product engineering context, not as evidence of AI productivity. NOT_CITED_IN_MAIN_TEXT curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH Practitioner essay / technical guidance (not peer-reviewed) yes false AOS050 Osmani public Substack sitemaps 2024/2025/2026 plus individual source URLs; independent editorial review 2026-10-10 Oct 10 2026 694-node graph (not 9 Oct graph) 2024-11-15 https://addyo.substack.com/sitemap/2024 Substack essay, not a peer-reviewed research paper Adjacent (general engineering) comparison/analogy, not observed citation, causal validation or replication 2026-10-10 CONTEXTUAL_ONLY Practitioner essay / technical guidance (not peer-reviewed) 1.1 https://addyo.substack.com/p/user-centric-engineering https://addyo.substack.com/p/user-centric-engineering O050 Osmani argues that engineering decisions should start with user needs and observable benefit rather than technical elegance. He offers questions to ask before development, during iterative implementation and after launch, supported by practices such as support-ticket analysis, behavioral observation, interviews and product feedback. The article does not evaluate AI coding systems. https://addyo.substack.com/p/user-centric-engineering 2024 app:osmani-practitioner {"actual":[],"authors":"","category":"teaching","collection":null,"id":"EDU:COMMENTARY:OSMANI","kind":"practitioner_commentary","label":"Appendix B: Osmani practitioner synthesis (separate from W research commentary)","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} EDITION:WOP:V6:20261011 588a7bb91e63a82e0e5c8e9291a0b69160aff4f53adf03d2bffbbfdf5d0d336c Practitioner advice and conceptual patterns, not independent experimental evidence appendices/methodology.tex practitioner_commentary Appendix B: Osmani practitioner synthesis (separate from W research commentary) OSMANI_PRACTITIONER_EDITORIAL 2026-10-10 v4 unified index and Appendix B editorial follow-through O001-O050; curated practitioner articles {"actual":[],"authors":"","category":"provenance","collection":null,"id":"COLL:OROSZ:20241011_20261011","kind":"source_collection","label":"Pragmatic Engineer P-series: second audit v3","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://blog.pragmaticengineer.com/; https://newsletter.pragmaticengineer.com/s/deepdives","volumes":[],"year":""} source_collection Pragmatic Engineer P-series: second audit v3 Durable public-index census and editorial audit; hidden/deleted/unindexed material and paid full texts not certified PRACTITIONER_CORPUS_WITH_ACCESS_LIMITS 2026-10-11 123 unique editions; 323 indexed candidate locations reconciled, plus four older boundary sentinels https://blog.pragmaticengineer.com/; https://newsletter.pragmaticengineer.com/s/deepdives 2026-10-11 2024-10-11 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P001","kind":"practitioner_article","label":"Why techies leave Big Tech","limitation":" Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Collects engineers’ and leaders’ accounts of leaving large companies for reasons including learning, autonomy, career progression, layoffs and compensation.","topics":["K:Employment and early-career roles"],"url":"https://newsletter.pragmaticengineer.com/p/leaving-big-tech","volumes":[],"year":"2024-10-15"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 Departure accounts illuminate career fit and learning opportunities; they do not isolate AI-driven displacement. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Collects engineers’ and leaders’ accounts of leaving large companies for reasons including learning, autonomy, career progression, layoffs and compensation. not_asserted 2026-10-11 2024-10-15 NOT_PERFORMED Industry/practitioner publication — practitioner interview synthesis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Collects engineers’ and leaders’ accounts of leaving large companies for reasons including learning, autonomy, career progression, layoffs and compensation. practitioner_article Why techies leave Big Tech Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Reveals multiple motivations and trade-offs behind departures; the cases cannot estimate attrition prevalence or an AI-driven employment effect. Departure accounts illuminate career fit and learning opportunities; they do not isolate AI-driven displacement. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-10-15 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-10-15 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Career-transition interviews support organizational context, not a measured effect of AI on retention. Industry/practitioner publication — practitioner interview synthesis 12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/leaving-big-tech practitioner_interview_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/leaving-big-tech true Collects engineers’ and leaders’ accounts of leaving large companies for reasons including learning, autonomy, career progression, layoffs and compensation. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/leaving-big-tech 2024 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P002","kind":"practitioner_article","label":"Did Automattic commit open source theft?","limitation":"Updated 19 October 2024. Disputed motivations and legal characterizations are attributed, not adjudicated. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2024-10-17. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C06","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"Discusses the WordPress plugin-directory dispute, distinguishing permission to fork source from control over a distribution channel and its existing users.","topics":["K:Dependencies and agent supply chain","K:Specifications and governance"],"url":"https://blog.pragmaticengineer.com/did-automattic-commit-open-source-theft/","volumes":[],"year":"2024-10-18"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C11;C06 The dispute concerns authority over software distribution and dependencies; retain contested legal characterizations as allegations. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Discusses the WordPress plugin-directory dispute, distinguishing permission to fork source from control over a distribution channel and its existing users. not_asserted 2026-10-11 2024-10-17 NOT_PERFORMED Industry/practitioner publication — reported governance commentary SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Discusses the WordPress plugin-directory dispute, distinguishing permission to fork source from control over a distribution channel and its existing users. practitioner_article Did Automattic commit open source theft? Updated 19 October 2024. Disputed motivations and legal characterizations are attributed, not adjudicated. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2024-10-17. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Useful as an ecosystem-governance and dependency-trust case. The headline is an argumentative question, not a legal finding of theft. The dispute concerns authority over software distribution and dependencies; retain contested legal characterizations as allegations. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-10-17 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-111 not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-10-18 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED WordPress/Automattic dispute is attributed governance reporting; not an independently adjudicated legal conclusion. Industry/practitioner publication — reported governance commentary 11.3;6.5 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/did-automattic-commit-open-source-theft/ reported_governance_commentary blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/did-automattic-commit-open-source-theft/ false Discusses the WordPress plugin-directory dispute, distinguishing permission to fork source from control over a distribution channel and its existing users. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/did-automattic-commit-open-source-theft/ 2024 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P003","kind":"practitioner_article","label":"State of the software engineering job market in 2024","limitation":"Live Data Technologies and TrueUp use proprietary coverage; TrueUp explicitly concentrates on Big Tech and selected startups. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Economics"],"summary":"Combines employment-change and job-listing data to describe variation in engineering demand, seniority, geography and company hiring.","topics":["K:Employment and early-career roles","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/state-of-eng-market-2024","volumes":[],"year":"2024-10-22"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 Hiring and employment indicators contextualize AI-era labor claims without identifying an AI treatment effect. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Combines employment-change and job-listing data to describe variation in engineering demand, seniority, geography and company hiring. not_asserted 2026-10-11 2024-10-22 NOT_PERFORMED Industry/practitioner publication — industry observational data analysis SECONDARY_OR_PROVIDER_DATA_ANALYSIS Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Combines employment-change and job-listing data to describe variation in engineering demand, seniority, geography and company hiring. practitioner_article State of the software engineering job market in 2024 Live Data Technologies and TrueUp use proprietary coverage; TrueUp explicitly concentrates on Big Tech and selected startups. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible analysis stresses a changed market, but job listings and inferred employment changes measure different populations and do not isolate an AI effect. Hiring and employment indicators contextualize AI-era labor claims without identifying an AI treatment effect. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-10-22 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-10-22 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Employment and vacancy providers cover different populations; do not equate job listings, total employment and AI displacement. Industry/practitioner publication — industry observational data analysis 12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/state-of-eng-market-2024 industry_observational_data_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/state-of-eng-market-2024 true Combines employment-change and job-listing data to describe variation in engineering demand, seniority, geography and company hiring. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/state-of-eng-market-2024 2024 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P004","kind":"practitioner_article","label":"Hiring software engineers and engineering leaders from Big Tech (Part 1)","limitation":"Anonymous, selected startup accounts; not representative estimates of Big Tech employees’ competence. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C10","C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Uses startup hiring accounts to examine when large-company experience transfers well and when established processes or specialized tools become liabilities.","topics":["K:Employment and early-career roles","K:Onboarding and developer fluency"],"url":"https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech","volumes":[],"year":"2024-10-29"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C10;C12 Transfer of experience across organizations is an onboarding and recruitment question, not proof of employer-based ability. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Uses startup hiring accounts to examine when large-company experience transfers well and when established processes or specialized tools become liabilities. not_asserted 2026-10-11 2024-10-29 NOT_PERFORMED Industry/practitioner publication — practitioner interview synthesis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Uses startup hiring accounts to examine when large-company experience transfers well and when established processes or specialized tools become liabilities. practitioner_article Hiring software engineers and engineering leaders from Big Tech (Part 1) Anonymous, selected startup accounts; not representative estimates of Big Tech employees’ competence. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The accessible cases encourage assessing relevant ownership and adaptability rather than treating employer prestige as sufficient evidence of fit. Transfer of experience across organizations is an onboarding and recruitment question, not proof of employer-based ability. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-10-29 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-10-29 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 MAPPING_REVISED Principal subject is hiring/recruiting; harmonize with other hiring records rather than a general-engineering catch-all. Retain engineering-practice relevance as a non-exclusive secondary facet. Industry/practitioner publication — practitioner interview synthesis GENERAL_SE 10.6;12.5 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:BIGTECH_HIRING_2024 https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech practitioner_interview_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech true Uses startup hiring accounts to examine when large-company experience transfers well and when established processes or specialized tools become liabilities. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech 2024 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz; Cindy Sridharan","category":null,"collection":"P","id":"P005","kind":"practitioner_article","label":"How to become a more effective engineer","limitation":"Edited and updated 2024 edition of a 2022 essay; retained as the in-window edition, not a newly collected empirical study. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11"],"printed":false,"streams":["T:Engineering structure","T:Skills & learning"],"summary":"Cindy Sridharan discusses organizational constraints, implicit hierarchies, communication and incremental improvements from an individual-contributor perspective.","topics":["K:Ownership and knowledge transfer"],"url":"https://newsletter.pragmaticengineer.com/p/how-to-become-a-more-effective-engineer","volumes":[],"year":"2024-11-05"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Cindy Sridharan Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Cindy Sridharan C11 Organizational communication, responsibility and feasible change are general engineering context; not agent memory, code-comprehension evidence or a mentoring intervention. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Cindy Sridharan discusses organizational constraints, implicit hierarchies, communication and incremental improvements from an individual-contributor perspective. not_asserted 2026-10-11 2024-11-05 NOT_PERFORMED Industry/practitioner publication — updated guest essay ADAPTED_OR_EXCERPTED_WORK Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Cindy Sridharan discusses organizational constraints, implicit hierarchies, communication and incremental improvements from an individual-contributor perspective. practitioner_article How to become a more effective engineer Edited and updated 2024 edition of a 2022 essay; retained as the in-window edition, not a newly collected empirical study. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The essay connects effective engineering with context and achievable changes, rather than assuming technical merit alone determines adoption. Organizational communication, responsibility and feasible change are general engineering context; not agent memory, code-comprehension evidence or a mentoring intervention. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-11-05 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-11-05 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Explicitly revised 2024 guest edition of a 2022 essay is eligible; retain original-author credit and prior-version provenance. Industry/practitioner publication — updated guest essay 11.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/how-to-become-a-more-effective-engineer updated_guest_essay newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/how-to-become-a-more-effective-engineer true Cindy Sridharan discusses organizational constraints, implicit hierarchies, communication and incremental improvements from an individual-contributor perspective. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/how-to-become-a-more-effective-engineer 2024 Public main article available; classification-bearing passages reviewed public_text [] {"actual":["C:C07"],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P006","kind":"practitioner_article","label":"How to debug large, distributed systems: Antithesis","limitation":"Originally paid in November 2024; made public with a May 2026 update disclosing Antithesis as a podcast sponsor. Original article date retained. A later notice makes the article public in May 2026 and mentions subsequent podcast sponsorship. Treat those notices separately from the original November 2024 reporting; an original historical capture was not available. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C07"],"printed":true,"streams":["T:Verification & review","T:Code quality & security"],"summary":"Explains deterministic simulation, replay and fault exploration through Antithesis, alongside debugging history and engineering trade-offs.","topics":["K:Independent verification and oracles","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/antithesis","volumes":["V06"],"year":"2024-11-12"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged 7.5 app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz; Elin Nilsson C07 Deterministic simulation supplies an external verification example; transferring it to agent-produced changes requires its own evaluation. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Explains deterministic simulation, replay and fault exploration through Antithesis, alongside debugging history and engineering trade-offs. not_asserted 2026-10-11 2024-11-12 NOT_PERFORMED Industry/practitioner publication — reported company case and technical explainer SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Verification & review Identifier frozen from the previous catalogue; not renumbered. Explains deterministic simulation, replay and fault exploration through Antithesis, alongside debugging history and engineering trade-offs. practitioner_article How to debug large, distributed systems: Antithesis Originally paid in November 2024; made public with a May 2026 update disclosing Antithesis as a podcast sponsor. Original article date retained. A later notice makes the article public in May 2026 and mentions subsequent podcast sponsorship. Treat those notices separately from the original November 2024 reporting; an original historical capture was not available. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Provides a concrete external-testing example relevant to verification beyond generated tests; vendor capabilities are not independently benchmarked here. Deterministic simulation supplies an external verification example; transferring it to agent-produced changes requires its own evaluation. ACTUAL_MAIN_TEXT_AND_APPENDIX_B PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation ["C:C07"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-11-12 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-11-12 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 ANNOTATION_QUALIFIED A later notice makes the article public in May 2026 and mentions subsequent podcast sponsorship. Treat those notices separately from the original November 2024 reporting; an original historical capture was not available. Industry/practitioner publication — reported company case and technical explainer 7.5;7.4 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/antithesis reported_company_case_and_technical_explainer newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/antithesis true Explains deterministic simulation, replay and fault exploration through Antithesis, alongside debugging history and engineering trade-offs. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/antithesis 2024 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P007","kind":"practitioner_article","label":"Hiring software engineers and engineering leaders from Big Tech (Part 2)","limitation":"Related interview series with Part 1; reported company stereotypes should not be generalized. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Economics"],"summary":"Discusses recruitment timing, compensation, flexibility and the portability of large-company experience to startups.","topics":["K:Employment and early-career roles","K:Economic costs and return"],"url":"https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech-part-2","volumes":[],"year":"2024-11-19"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 The second hiring installment addresses fit and transition constraints, rather than repeating Part 1 verbatim. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Discusses recruitment timing, compensation, flexibility and the portability of large-company experience to startups. not_asserted 2026-10-11 2024-11-19 NOT_PERFORMED Industry/practitioner publication — practitioner interview synthesis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Discusses recruitment timing, compensation, flexibility and the portability of large-company experience to startups. practitioner_article Hiring software engineers and engineering leaders from Big Tech (Part 2) Related interview series with Part 1; reported company stereotypes should not be generalized. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The public outline identifies context-sensitive recruitment considerations rather than a universal ranking of companies or candidates. The second hiring installment addresses fit and transition constraints, rather than repeating Part 1 verbatim. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-11-19 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-11-19 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 MAPPING_REVISED Principal subject is hiring/recruiting; harmonize with other hiring records rather than a general-engineering catch-all. Retain engineering-practice relevance as a non-exclusive secondary facet. Industry/practitioner publication — practitioner interview synthesis GENERAL_SE 12.5 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:BIGTECH_HIRING_2024 https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech-part-2 practitioner_interview_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech-part-2 true Discusses recruitment timing, compensation, flexibility and the portability of large-company experience to startups. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech-part-2 2024 Public preview and blog excerpt; complete newsletter not reviewed paid_preview_plus_public_excerpt [{"url": "https://blog.pragmaticengineer.com/ide-that-software-engineers-love/", "title": "Which IDEs do software engineers love, and why?", "date": "2024-11-26", "source_ref": "turn716629view0", "relation": "alternate_publication", "reason": "Author-confirmed excerpt/republication; retain the more complete canonical article."}] https://blog.pragmaticengineer.com/ide-that-software-engineers-love/ {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P008","kind":"practitioner_article","label":"IDEs with GenAI features that Software Engineers love","limitation":"Voluntary replies across Bluesky, X and Threads; early-adopter self-selection. Canonical newsletter body and chart report 155 responses (77+62+16); one blog sentence says 145. Use 155 only as the canonical author-reported count, not an independently verified sample. The public blog supplies the IDE portion, not the complete newsletter, which also contains industry-news material. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02"],"printed":false,"streams":["T:Productivity","T:What agents can do"],"summary":"Reports a voluntary social-media poll about AI-enabled editors and discusses tool preferences.","topics":["K:Developer workflow and adoption","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/ide-that-software-engineers-love","volumes":[],"year":"2024-11-26"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C02 Editor preference and adoption belong to workflow evidence, not causal productivity estimates or benchmarked capability. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Reports a voluntary social-media poll about AI-enabled editors and discusses tool preferences. not_asserted 2026-10-11 2024-11-26 NOT_PERFORMED Industry/practitioner publication — self selected social media survey ORIGINAL_VOLUNTARY_OBSERVATIONAL_SURVEY Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Productivity Identifier frozen from the previous catalogue; not renumbered. Reports a voluntary social-media poll about AI-enabled editors and discusses tool preferences. practitioner_article IDEs with GenAI features that Software Engineers love Voluntary replies across Bluesky, X and Threads; early-adopter self-selection. Canonical newsletter body and chart report 155 responses (77+62+16); one blog sentence says 145. Use 155 only as the canonical author-reported count, not an independently verified sample. The public blog supplies the IDE portion, not the complete newsletter, which also contains industry-news material. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The poll describes early-adopter preferences, not industry market share or measured productivity. A conflicting 145-response sentence in the blog is retained as a source-edition discrepancy. Editor preference and adoption belong to workflow evidence, not causal productivity estimates or benchmarked capability. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-11-26 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-11-26 Canonical article edition date; earlier identified parent-issue date retained separately W009 AI_FOR_SE 2026-10-11 RETAINED Canonical 155 responses and public-excerpt limitation remain; the inconsistent 145 in the blog is not an independently validated total. Industry/practitioner publication — self selected social media survey 2.4 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:IDE_SOCIAL_2024 https://newsletter.pragmaticengineer.com/p/ide-that-software-engineers-love self_selected_social_media_survey newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/ide-that-software-engineers-love true Reports a voluntary social-media poll about AI-enabled editors and discusses tool preferences. The canonical newsletter reports 155 responses; its public blog excerpt does not provide the whole newsletter. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/ide-that-software-engineers-love 2024 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P009","kind":"catalogue_context_article","label":"The Pragmatic Engineer in 2024","limitation":"Updated 5 December 2024. Not the same work as the separate December year-end Wrapped announcement. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Indexes the publication’s prior year of articles, organized around company practices and engineering topics.","topics":["K:Dataset provenance and dependency"],"url":"https://blog.pragmaticengineer.com/the-pragmatic-engineer-in-2024/","volumes":[],"year":"2024-11-29"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz An annual index aids source discovery but is not another engineering study or another copy of every linked article. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Indexes the publication’s prior year of articles, organized around company practices and engineering topics. not_asserted 2026-10-11 2024-11-29 NOT_PERFORMED Industry/practitioner publication — editorial index EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Catalogue-only material Identifier frozen from the previous catalogue; not renumbered. Indexes the publication’s prior year of articles, organized around company practices and engineering topics. catalogue_context_article The Pragmatic Engineer in 2024 Updated 5 December 2024. Not the same work as the separate December year-end Wrapped announcement. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. A discovery aid and editorial retrospective, not an additional independent source for the linked articles’ findings. An annual index aids source discovery but is not another engineering study or another copy of every linked article. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-11-29 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-11-29 Canonical article edition date; earlier identified parent-issue date retained separately CATALOGUE_ONLY 2026-10-11 RETAINED Publication retrospective remains catalogue-only, not engineering effectiveness evidence. Industry/practitioner publication — editorial index NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/the-pragmatic-engineer-in-2024/ editorial_index blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/the-pragmatic-engineer-in-2024/ true Indexes the publication’s prior year of articles, organized around company practices and engineering topics. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/the-pragmatic-engineer-in-2024/ 2024 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P010","kind":"catalogue_context_article","label":"The Pragmatic Engineer: Cyber Monday Deals","limitation":" Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Advertises temporary discounts on the author’s books and newsletter.","topics":[],"url":"https://blog.pragmaticengineer.com/the-pragmatic-engineer-cyber-monday-deals/","volumes":[],"year":"2024-12-02"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz A time-limited sales announcement is retained for corpus completeness without invented engineering findings. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Advertises temporary discounts on the author’s books and newsletter. not_asserted 2026-10-11 2024-12-02 NOT_PERFORMED Industry/practitioner publication — promotional announcement EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Catalogue-only material Identifier frozen from the previous catalogue; not renumbered. Advertises temporary discounts on the author’s books and newsletter. catalogue_context_article The Pragmatic Engineer: Cyber Monday Deals Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Historical promotional record only; no engineering findings. Prices and availability must not be presented as current. A time-limited sales announcement is retained for corpus completeness without invented engineering findings. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-12-02 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-12-02 Canonical article edition date; earlier identified parent-issue date retained separately CATALOGUE_ONLY 2026-10-11 RETAINED Sales promotion remains in the blog inventory without artificial research or thematic links. Industry/practitioner publication — promotional announcement NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/the-pragmatic-engineer-cyber-monday-deals/ promotional_announcement blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/the-pragmatic-engineer-cyber-monday-deals/ true Advertises temporary discounts on the author’s books and newsletter. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/the-pragmatic-engineer-cyber-monday-deals/ 2024 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P011","kind":"practitioner_article","label":"How GenAI is reshaping tech hiring","limitation":"49 self-selected contributions collected through messages and forms; not a representative hiring-market sample. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Verification & review"],"summary":"Synthesizes contributions from 49 hiring managers and engineers about screening, unauthorized assistance, changing interview formats and integrating LLMs into assessment.","topics":["K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/how-genai-changes-tech-hiring","volumes":[],"year":"2024-12-03"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson C12 AI-mediated recruiting and candidate assessment are labor-market context; 49 volunteered accounts do not measure developer productivity, retained learning or market prevalence. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Synthesizes contributions from 49 hiring managers and engineers about screening, unauthorized assistance, changing interview formats and integrating LLMs into assessment. not_asserted 2026-10-11 2024-12-03 NOT_PERFORMED Industry/practitioner publication — qualitative practitioner survey ORIGINAL_VOLUNTARY_OBSERVATIONAL_SURVEY Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Synthesizes contributions from 49 hiring managers and engineers about screening, unauthorized assistance, changing interview formats and integrating LLMs into assessment. practitioner_article How GenAI is reshaping tech hiring 49 self-selected contributions collected through messages and forms; not a representative hiring-market sample. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible reports suggest hiring signals and verification costs are changing; projections about future interview formats remain expectations, not measured outcomes. AI-mediated recruiting and candidate assessment are labor-market context; 49 volunteered accounts do not measure developer productivity, retained learning or market prevalence. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-12-03 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-12-03 Canonical article edition date; earlier identified parent-issue date retained separately O035 LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Employer/interview reports concern recruiting and AI use in applications; no representative prevalence estimate. Industry/practitioner publication — qualitative practitioner survey AI_HIRING_AND_ASSESSMENT 12.5 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:GENAI_HIRING_2024 https://newsletter.pragmaticengineer.com/p/how-genai-changes-tech-hiring qualitative_practitioner_survey newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/how-genai-changes-tech-hiring true Synthesizes contributions from 49 hiring managers and engineers about screening, unauthorized assistance, changing interview formats and integrating LLMs into assessment. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/how-genai-changes-tech-hiring 2024 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P012","kind":"catalogue_context_article","label":"Why my new audiobook “The Software Engineer's Guidebook” is everywhere except on Audible","limitation":"Updated 13 February 2025; preserve original date and changed availability. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Describes the author’s audiobook distribution experience and commercial concerns about platform terms and publication delays.","topics":[],"url":"https://blog.pragmaticengineer.com/why-my-audibook-is-not-on-audible/","volumes":[],"year":"2024-12-10"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz This audiobook distribution case concerns publishing; it is not evidence about software development or current availability. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Describes the author’s audiobook distribution experience and commercial concerns about platform terms and publication delays. not_asserted 2026-10-11 2024-12-10 NOT_PERFORMED Industry/practitioner publication — first person publishing case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Catalogue-only material Identifier frozen from the previous catalogue; not renumbered. Describes the author’s audiobook distribution experience and commercial concerns about platform terms and publication delays. catalogue_context_article Why my new audiobook “The Software Engineer's Guidebook” is everywhere except on Audible Updated 13 February 2025; preserve original date and changed availability. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. A publishing-platform case rather than software-engineering evidence. A later update says Audible released the audiobook, so the headline is no longer a current availability statement. This audiobook distribution case concerns publishing; it is not evidence about software development or current availability. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-12-10 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-12-10 Canonical article edition date; earlier identified parent-issue date retained separately CATALOGUE_ONLY 2026-10-11 RETAINED Audible availability update is dated separately; historical title is not a current distribution claim. Industry/practitioner publication — first person publishing case NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/why-my-audibook-is-not-on-audible/ first_person_publishing_case blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/why-my-audibook-is-not-on-audible/ true Describes the author’s audiobook distribution experience and commercial concerns about platform terms and publication delays. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/why-my-audibook-is-not-on-audible/ 2024 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P013","kind":"practitioner_article","label":"How Shopify Built Its Live Globe for Black Friday","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C04","C:C05"],"printed":false,"streams":["T:Engineering structure"],"summary":"Interviews Shopify engineers about a time-bounded interactive visualization project, covering prototypes, architecture, performance, operations and qualitative product goals.","topics":["K:Specifications and governance","K:Architecture and modularity","K:Output versus shipped value"],"url":"https://newsletter.pragmaticengineer.com/p/shopify-black-friday","volumes":[],"year":"2024-12-17"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C04;C05 A real product-visualization case links intention, architecture and delivery; AI concept art is only a limited component. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews Shopify engineers about a time-bounded interactive visualization project, covering prototypes, architecture, performance, operations and qualitative product goals. not_asserted 2026-10-11 2024-12-17 NOT_PERFORMED Industry/practitioner publication — reported company case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Interviews Shopify engineers about a time-bounded interactive visualization project, covering prototypes, architecture, performance, operations and qualitative product goals. practitioner_article How Shopify Built Its Live Globe for Black Friday Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Illustrates delivery trade-offs and user experience beyond code output. AI-generated concept art is one input, not evidence that AI built or validated the system. A real product-visualization case links intention, architecture and delivery; AI concept art is only a limited component. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2024-12-17 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2024-12-17 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Shopify visualization is a product-engineering case, not an experiment on AI-assisted productivity. Industry/practitioner publication — reported company case 4.1;5.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/shopify-black-friday reported_company_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/shopify-black-friday true Interviews Shopify engineers about a time-bounded interactive visualization project, covering prototypes, architecture, performance, operations and qualitative product goals. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/shopify-black-friday 2024 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz; Addy Osmani","category":null,"collection":"P","id":"P014","kind":"practitioner_article","label":"How AI-assisted coding will change software engineering: hard truths","limitation":"Dependent on the existing Osmani essay: must not count as independent corroboration. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C08"],"printed":true,"streams":["T:Verification & review","T:Productivity"],"summary":"Republishes an edited version of Addy Osmani’s 70% problem essay and adds Orosz’s commentary about engineering responsibilities, expertise and software craft.","topics":["K:Independent verification and oracles","K:Output versus shipped value","K:System understanding and rationale"],"url":"https://newsletter.pragmaticengineer.com/p/how-ai-will-change-software-engineering","volumes":[],"year":"2025-01-05"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Addy Osmani Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz; Addy Osmani C08;C02 An edited Osmani essay plus Orosz commentary reinforces production-completion responsibilities but is dependent on O049. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Republishes an edited version of Addy Osmani’s 70% problem essay and adds Orosz’s commentary about engineering responsibilities, expertise and software craft. not_asserted 2026-10-11 2025-01-05 NOT_PERFORMED Industry/practitioner publication — adapted guest essay with editorial commentary ADAPTED_OR_EXCERPTED_WORK Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Verification & review Identifier frozen from the previous catalogue; not renumbered. Republishes an edited version of Addy Osmani’s 70% problem essay and adds Orosz’s commentary about engineering responsibilities, expertise and software craft. practitioner_article How AI-assisted coding will change software engineering: hard truths Dependent on the existing Osmani essay: must not count as independent corroboration. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Separates rapid prototyping from production completion and stresses comprehension and verification. The percentage is rhetorical, not a validated effect size. An edited Osmani essay plus Orosz commentary reinforces production-completion responsibilities but is dependent on O049. ACTUAL_APPENDIX_B_ONLY PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-01-05 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-01-05 Canonical article edition date; earlier identified parent-issue date retained separately O049;O042 AI_FOR_SE 2026-10-11 RETAINED Explicit edited Osmani republication; retain dependency on O049 and distinguish Orosz commentary from original authorship. Industry/practitioner publication — adapted guest essay with editorial commentary 8.9;2.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/how-ai-will-change-software-engineering adapted_guest_essay_with_editorial_commentary newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/how-ai-will-change-software-engineering true Republishes an edited version of Addy Osmani’s 70% problem essay and adds Orosz’s commentary about engineering responsibilities, expertise and software craft. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/how-ai-will-change-software-engineering 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P015","kind":"practitioner_article","label":"Bug management that works (Part 2)","limitation":"Shares an interview pool with an earlier installment; not a controlled comparison of defect-management policies. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C11"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Synthesizes practitioner approaches to allocating bug-fixing capacity, assigning ownership, preventing defects and sustaining a quality-focused culture.","topics":["K:Ownership and knowledge transfer","K:Technical debt and complexity"],"url":"https://newsletter.pragmaticengineer.com/p/bug-management-that-works-part-2","volumes":[],"year":"2025-01-07"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson C05;C11 Bug ownership and maintenance capacity are lifecycle-quality concerns, not an evaluation of an AI tool. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Synthesizes practitioner approaches to allocating bug-fixing capacity, assigning ownership, preventing defects and sustaining a quality-focused culture. not_asserted 2026-10-11 2025-01-07 NOT_PERFORMED Industry/practitioner publication — multi practitioner interview synthesis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Code quality & security Identifier frozen from the previous catalogue; not renumbered. Synthesizes practitioner approaches to allocating bug-fixing capacity, assigning ownership, preventing defects and sustaining a quality-focused culture. practitioner_article Bug management that works (Part 2) Shares an interview pool with an earlier installment; not a controlled comparison of defect-management policies. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible examples favor explicit ownership and capacity decisions while showing that dedicated bug-fixing periods have mixed reported results. Bug ownership and maintenance capacity are lifecycle-quality concerns, not an evaluation of an AI tool. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-01-07 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-01-07 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Bug-management team practices support quality and workflow mapping; continuation does not imply a second independent dataset. Industry/practitioner publication — multi practitioner interview synthesis 5.6;11.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/bug-management-that-works-part-2 multi_practitioner_interview_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/bug-management-that-works-part-2 true Synthesizes practitioner approaches to allocating bug-fixing capacity, assigning ownership, preventing defects and sustaining a quality-focused culture. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/bug-management-that-works-part-2 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P016","kind":"catalogue_context_article","label":"Where to find to The Pragmatic Engineer Podcast","limitation":"Updated 12 January 2025. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Lists distribution channels and the stated focus of the publication’s podcast.","topics":[],"url":"https://blog.pragmaticengineer.com/the-pragmatic-engineer-podcast/","volumes":[],"year":"2025-01-08"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz A podcast directory is a navigation record, not the content of its linked interviews. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Lists distribution channels and the stated focus of the publication’s podcast. not_asserted 2026-10-11 2025-01-08 NOT_PERFORMED Industry/practitioner publication — navigation announcement EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Catalogue-only material Identifier frozen from the previous catalogue; not renumbered. Lists distribution channels and the stated focus of the publication’s podcast. catalogue_context_article Where to find to The Pragmatic Engineer Podcast Updated 12 January 2025. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Navigation and promotional context only; not an interview transcript or an engineering evidence source. A podcast directory is a navigation record, not the content of its linked interviews. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-01-08 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-01-08 Canonical article edition date; earlier identified parent-issue date retained separately CATALOGUE_ONLY 2026-10-11 RETAINED Blog podcast-directory article is in scope as a blog publication; podcast episodes themselves remain outside newsletter Deepdives. Industry/practitioner publication — navigation announcement NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/the-pragmatic-engineer-podcast/ navigation_announcement blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/the-pragmatic-engineer-podcast/ true Lists distribution channels and the stated focus of the publication’s podcast. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/the-pragmatic-engineer-podcast/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson; Fatos Morina","category":null,"collection":"P","id":"P017","kind":"practitioner_article","label":"Cross-platform mobile development","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05"],"printed":false,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"Compares native, React Native, Flutter and web-based approaches, using ecosystem data and cases to explain platform-selection trade-offs.","topics":["K:Architecture and modularity","K:Developer workflow and adoption"],"url":"https://newsletter.pragmaticengineer.com/p/cross-platform-mobile-development","volumes":[],"year":"2025-01-14"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson; Fatos Morina Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson; Fatos Morina C05 Platform selection changes architectural constraints; popularity and revenue data do not identify a framework's causal value. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Compares native, React Native, Flutter and web-based approaches, using ecosystem data and cases to explain platform-selection trade-offs. not_asserted 2026-10-11 2025-01-14 NOT_PERFORMED Industry/practitioner publication — technical landscape synthesis EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Compares native, React Native, Flutter and web-based approaches, using ecosystem data and cases to explain platform-selection trade-offs. practitioner_article Cross-platform mobile development Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The public analysis separates developer preference, application counts and revenue measures; framework popularity is not evidence of causal productivity gains. Platform selection changes architectural constraints; popularity and revenue data do not identify a framework's causal value. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-01-14 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-01-14 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Cross-platform tradeoffs support architecture and engineering structure; tool popularity is not a controlled quality comparison. Industry/practitioner publication — technical landscape synthesis 5.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/cross-platform-mobile-development technical_landscape_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/cross-platform-mobile-development true Compares native, React Native, Flutter and web-based approaches, using ecosystem data and cases to explain platform-selection trade-offs. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/cross-platform-mobile-development 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P018","kind":"practitioner_article","label":"Are LLMs making StackOverflow irrelevant?","limitation":"This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-01-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C09","C:C10"],"printed":false,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"Discusses declining Stack Overflow question volumes alongside the rise of LLM assistance and earlier moderation-related changes.","topics":["K:System understanding and rationale","K:Ownership and knowledge transfer"],"url":"https://blog.pragmaticengineer.com/are-llms-making-stackoverflow-irrelevant/","volumes":[],"year":"2025-01-21"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C09;C10 The article concerns where developers obtain and preserve knowledge, not measured equivalence between generated and community answers. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Discusses declining Stack Overflow question volumes alongside the rise of LLM assistance and earlier moderation-related changes. not_asserted 2026-10-11 2025-01-09 NOT_PERFORMED Industry/practitioner publication — secondary data commentary SECONDARY_OR_PROVIDER_DATA_ANALYSIS Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit System knowledge & memory Identifier frozen from the previous catalogue; not renumbered. Discusses declining Stack Overflow question volumes alongside the rise of LLM assistance and earlier moderation-related changes. practitioner_article Are LLMs making StackOverflow irrelevant? This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-01-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Offers a hypothesis about shifting developer knowledge-seeking. Question volume is a limited proxy, and the timing alone does not prove replacement or equivalent answer quality. The article concerns where developers obtain and preserve knowledge, not measured equivalence between generated and community answers. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-01-09 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-119 not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-01-21 Canonical article edition date; earlier identified parent-issue date retained separately AI_FOR_SE 2026-10-11 RETAINED Question activity and site relevance are different constructs; AI causation and shutdown predictions remain author interpretations. Industry/practitioner publication — secondary data commentary 9.4;10.5 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/are-llms-making-stackoverflow-irrelevant/ secondary_data_commentary blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/are-llms-making-stackoverflow-irrelevant/ false Discusses declining Stack Overflow question volumes alongside the rise of LLM assistance and earlier moderation-related changes. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/are-llms-making-stackoverflow-irrelevant/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P019","kind":"practitioner_article","label":"Microsoft’s developer tools roots","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11","C:C12"],"printed":false,"streams":["T:Economics","T:Engineering structure"],"summary":"Traces Microsoft’s developer-tool history to frame its contemporary position in editors, repositories and AI assistance.","topics":["K:Economic costs and return","K:Dependencies and agent supply chain"],"url":"https://newsletter.pragmaticengineer.com/p/microsofts-developer-tools-roots","volumes":[],"year":"2025-01-21"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12;C11 Developer-platform history contextualizes dependency and distribution incentives; it is not a measured AI ROI model. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Traces Microsoft’s developer-tool history to frame its contemporary position in editors, repositories and AI assistance. not_asserted 2026-10-11 2025-01-21 NOT_PERFORMED Industry/practitioner publication — historical industry commentary EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Economics Identifier frozen from the previous catalogue; not renumbered. Traces Microsoft’s developer-tool history to frame its contemporary position in editors, repositories and AI assistance. practitioner_article Microsoft’s developer tools roots Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The historical narrative offers context for platform incentives and dependency, rather than a formal competition or AI-return-on-investment study. Developer-platform history contextualizes dependency and distribution incentives; it is not a measured AI ROI model. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-01-21 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-01-21 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Developer-tool history and distribution strategy support economic/organizational context, not antitrust adjudication. Industry/practitioner publication — historical industry commentary 12.8;11.3 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/microsofts-developer-tools-roots historical_industry_commentary newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/microsofts-developer-tools-roots true Traces Microsoft’s developer-tool history to frame its contemporary position in editors, repositories and AI assistance. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/microsofts-developer-tools-roots 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P020","kind":"practitioner_article","label":"Taking on Google search: Perplexity and Kagi","limitation":"Article accompanied subscriber offers; Orosz discloses no compensation or commercial affiliation. Descriptions are historical, not current product recommendations. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C07"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Compares engineering cultures, search infrastructure, product choices and evaluation practices at two companies challenging established search products.","topics":["K:Architecture and modularity","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/perplexity-and-kagi","volumes":[],"year":"2025-01-28"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C05;C07 Search-product engineering and evaluation are adjacent to, but different from, using AI to develop software. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Compares engineering cultures, search infrastructure, product choices and evaluation practices at two companies challenging established search products. not_asserted 2026-10-11 2025-01-28 NOT_PERFORMED Industry/practitioner publication — comparative company cases SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Compares engineering cultures, search infrastructure, product choices and evaluation practices at two companies challenging established search products. practitioner_article Taking on Google search: Perplexity and Kagi Article accompanied subscriber offers; Orosz discloses no compensation or commercial affiliation. Descriptions are historical, not current product recommendations. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Provides contrasting accounts of building search and AI products. Company testimony and product growth do not establish coding-assistant effectiveness. Search-product engineering and evaluation are adjacent to, but different from, using AI to develop software. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-01-28 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-01-28 Canonical article edition date; earlier identified parent-issue date retained separately SE_FOR_AI 2026-10-11 RETAINED Search-product architecture is engineering AI systems; promotions and vendor descriptions are not benchmark validation. Industry/practitioner publication — comparative company cases 5.5;7.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/perplexity-and-kagi comparative_company_cases newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/perplexity-and-kagi true Compares engineering cultures, search infrastructure, product choices and evaluation practices at two companies challenging established search products. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/perplexity-and-kagi 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P021","kind":"practitioner_article","label":"Cross-platform mobile development with Expo","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C05"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"Interviews Expo’s team about developer tooling, React Native integration, build services and production deployment workflows.","topics":["K:Architecture and modularity","K:Developer workflow and adoption"],"url":"https://newsletter.pragmaticengineer.com/p/expo","volumes":[],"year":"2025-02-04"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson C05;C02 Expo illustrates developer-platform integration and delivery friction without establishing AI-related effects. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews Expo’s team about developer tooling, React Native integration, build services and production deployment workflows. not_asserted 2026-10-11 2025-02-04 NOT_PERFORMED Industry/practitioner publication — reported company case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Interviews Expo’s team about developer tooling, React Native integration, build services and production deployment workflows. practitioner_article Cross-platform mobile development with Expo Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The public cases illustrate how tooling and incremental adoption affect development experience; they are not AI-tool evaluations. Expo illustrates developer-platform integration and delivery friction without establishing AI-related effects. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-02-04 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-02-04 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Expo team case supports mobile architecture; contemporary adoption claims are historical reports, not current recommendations. Industry/practitioner publication — reported company case 5.5;2.7 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/expo reported_company_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/expo true Interviews Expo’s team about developer tooling, React Native integration, build services and production deployment workflows. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/expo 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P022","kind":"catalogue_context_article","label":"The Pragmatic Engineer 100K Giveaway","limitation":" Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Announces a subscriber milestone and a time-limited giveaway of books and newsletter subscriptions.","topics":[],"url":"https://blog.pragmaticengineer.com/the-pragmatic-engineer-100k-giveaway/","volumes":[],"year":"2025-02-05"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz A giveaway announcement belongs in the source inventory, not in the engineering evidence synthesis. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Announces a subscriber milestone and a time-limited giveaway of books and newsletter subscriptions. not_asserted 2026-10-11 2025-02-05 NOT_PERFORMED Industry/practitioner publication — promotional announcement EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Catalogue-only material Identifier frozen from the previous catalogue; not renumbered. Announces a subscriber milestone and a time-limited giveaway of books and newsletter subscriptions. catalogue_context_article The Pragmatic Engineer 100K Giveaway Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Promotional catalogue record only; it supplies no engineering findings or effectiveness evidence. A giveaway announcement belongs in the source inventory, not in the engineering evidence synthesis. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-02-05 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-02-05 Canonical article edition date; earlier identified parent-issue date retained separately CATALOGUE_ONLY 2026-10-11 RETAINED Channel milestone and giveaway remain catalogue-only. Industry/practitioner publication — promotional announcement NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/the-pragmatic-engineer-100k-giveaway/ promotional_announcement blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/the-pragmatic-engineer-100k-giveaway/ true Announces a subscriber milestone and a time-limited giveaway of books and newsletter subscriptions. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/the-pragmatic-engineer-100k-giveaway/ 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P023","kind":"practitioner_article","label":"Where did TikTok’s software engineers go?","limitation":"This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-02-06. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles"],"summary":"Reports destinations of departing TikTok engineers using Live Data Technologies’ professional-mobility data.","topics":["K:Employment and early-career roles","K:Dataset provenance and dependency"],"url":"https://blog.pragmaticengineer.com/where-did-tiktoks-software-engineers-go/","volumes":[],"year":"2025-02-06"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 Observed employer transitions concern mobility; they do not reveal each worker's motives or an AI displacement mechanism. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Reports destinations of departing TikTok engineers using Live Data Technologies’ professional-mobility data. not_asserted 2026-10-11 2025-02-06 NOT_PERFORMED Industry/practitioner publication — secondary labor market analysis SECONDARY_OR_PROVIDER_DATA_ANALYSIS Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Reports destinations of departing TikTok engineers using Live Data Technologies’ professional-mobility data. practitioner_article Where did TikTok’s software engineers go? This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-02-06. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Observed moves favor large established employers in the presented data. Proposed motives such as uncertainty or liquid compensation are interpretations, not directly measured reasons. Observed employer transitions concern mobility; they do not reveal each worker's motives or an AI displacement mechanism. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-02-06 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-123 not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-02-06 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Employee-movement provider data does not establish motives for switching employers. Industry/practitioner publication — secondary labor market analysis 12.5 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/where-did-tiktoks-software-engineers-go/ secondary_labor_market_analysis blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/where-did-tiktoks-software-engineers-go/ false Reports destinations of departing TikTok engineers using Live Data Technologies’ professional-mobility data. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/where-did-tiktoks-software-engineers-go/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P024","kind":"practitioner_article","label":"Is Big Tech becoming more cutthroat?","limitation":"Mixture of reported company actions, other journalism and author interpretation. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11","C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Engineering structure"],"summary":"Discusses performance-management changes, layoffs and employer expectations at large technology companies, contrasting contemporary practices with earlier periods.","topics":["K:Employment and early-career roles","K:Ownership and knowledge transfer"],"url":"https://newsletter.pragmaticengineer.com/p/is-big-tech-becoming-more-cutthroat","volumes":[],"year":"2025-02-11"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C11;C12 Workplace incentives and management practices shape engineering conditions; the commentary is not a causal intervention study. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Discusses performance-management changes, layoffs and employer expectations at large technology companies, contrasting contemporary practices with earlier periods. not_asserted 2026-10-11 2025-02-11 NOT_PERFORMED Industry/practitioner publication — industry organizational commentary EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Discusses performance-management changes, layoffs and employer expectations at large technology companies, contrasting contemporary practices with earlier periods. practitioner_article Is Big Tech becoming more cutthroat? Mixture of reported company actions, other journalism and author interpretation. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Provides organizational and labor-market context; the public account does not isolate AI as the cause of changing employment practices. Workplace incentives and management practices shape engineering conditions; the commentary is not a causal intervention study. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-02-11 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-02-11 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Performance-management reporting concerns organizational incentives; evidence does not identify an isolated AI effect. Industry/practitioner publication — industry organizational commentary 11.2;12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/is-big-tech-becoming-more-cutthroat industry_organizational_commentary newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/is-big-tech-becoming-more-cutthroat true Discusses performance-management changes, layoffs and employer expectations at large technology companies, contrasting contemporary practices with earlier periods. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/is-big-tech-becoming-more-cutthroat 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P025","kind":"practitioner_article","label":"State of the startup and scaleup hiring markets in 2025 – as seen by recruiters","limitation":"Purposefully selected specialist agencies; their business volumes are not population hiring rates. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Economics"],"summary":"Contrasts broad job-listing declines with two specialist recruiters’ accounts of demand for startup engineers and engineering leaders.","topics":["K:Employment and early-career roles","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/startup-market-in-2025","volumes":[],"year":"2025-02-18"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 Recruiter perspectives are qualitative signals about market segments, not population estimates. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Contrasts broad job-listing declines with two specialist recruiters’ accounts of demand for startup engineers and engineering leaders. not_asserted 2026-10-11 2025-02-18 NOT_PERFORMED Industry/practitioner publication — recruiter interview synthesis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Contrasts broad job-listing declines with two specialist recruiters’ accounts of demand for startup engineers and engineering leaders. practitioner_article State of the startup and scaleup hiring markets in 2025 – as seen by recruiters Purposefully selected specialist agencies; their business volumes are not population hiring rates. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Different recruitment segments can move in opposite directions; boutique recruiter experience cannot overturn broad indicators without aligning populations and denominators. Recruiter perspectives are qualitative signals about market segments, not population estimates. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-02-18 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-02-18 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Two recruiting businesses report segment-specific hiring; do not generalize their client mix to the entire labor market. Industry/practitioner publication — recruiter interview synthesis 12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/startup-market-in-2025 recruiter_interview_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/startup-market-in-2025 true Contrasts broad job-listing declines with two specialist recruiters’ accounts of demand for startup engineers and engineering leaders. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/startup-market-in-2025 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P026","kind":"practitioner_article","label":"Software engineering job openings hit five-year low?","limitation":"Updated 5 May 2025. Legal/tax timing assertions require separate verification before reuse. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-02-13. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Economics"],"summary":"Examines Indeed/FRED vacancy indices across countries and discusses competing explanations for the decline, including the post-pandemic correction and AI expectations.","topics":["K:Employment and early-career roles","K:Dataset provenance and dependency"],"url":"https://blog.pragmaticengineer.com/software-engineer-jobs-five-year-low/","volumes":[],"year":"2025-02-20"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 Vacancy trends frame competing labor-market explanations; they cannot alone establish employment loss caused by AI. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Examines Indeed/FRED vacancy indices across countries and discusses competing explanations for the decline, including the post-pandemic correction and AI expectations. not_asserted 2026-10-11 2025-02-13 NOT_PERFORMED Industry/practitioner publication — secondary labor market analysis SECONDARY_OR_PROVIDER_DATA_ANALYSIS Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Examines Indeed/FRED vacancy indices across countries and discusses competing explanations for the decline, including the post-pandemic correction and AI expectations. practitioner_article Software engineering job openings hit five-year low? Updated 5 May 2025. Legal/tax timing assertions require separate verification before reuse. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-02-13. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Job-posting counts are not employment counts. Cross-country similarities weaken a single-policy explanation and do not identify AI as the cause. Vacancy trends frame competing labor-market explanations; they cannot alone establish employment loss caused by AI. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-02-13 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-124 not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-02-20 Canonical article edition date; earlier identified parent-issue date retained separately W139 LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Indeed/FRED vacancy indices are not employment totals; article itself acknowledges incomplete coverage and causal ambiguity. Industry/practitioner publication — secondary labor market analysis 12.5;12.6 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/software-engineer-jobs-five-year-low/ secondary_labor_market_analysis blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/software-engineer-jobs-five-year-low/ false Examines Indeed/FRED vacancy indices across countries and discusses competing explanations for the decline, including the post-pandemic correction and AI expectations. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/software-engineer-jobs-five-year-low/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Sandor Felber","category":null,"collection":"P","id":"P027","kind":"practitioner_article","label":"Robotics for software engineers: Part 1","limitation":"Adjacent engineering domain; not direct evidence about AI coding tools. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C10"],"printed":false,"streams":["T:Skills & learning","T:Engineering structure"],"summary":"Sandor Felber introduces robotics through project planning, controls, simulation, deployment, testing and day-to-day engineering work.","topics":["K:Skills formation and teaching","K:Architecture and modularity"],"url":"https://newsletter.pragmaticengineer.com/p/robotics","volumes":[],"year":"2025-02-25"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Sandor Felber Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Sandor Felber C10;C05 Robotics introduces hardware and physical-system constraints; transfer to coding-agent engineering is an analogy only. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Sandor Felber introduces robotics through project planning, controls, simulation, deployment, testing and day-to-day engineering work. not_asserted 2026-10-11 2025-02-25 NOT_PERFORMED Industry/practitioner publication — guest technical tutorial EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Skills & learning Identifier frozen from the previous catalogue; not renumbered. Sandor Felber introduces robotics through project planning, controls, simulation, deployment, testing and day-to-day engineering work. practitioner_article Robotics for software engineers: Part 1 Adjacent engineering domain; not direct evidence about AI coding tools. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The public outline highlights the gap between simulations and physical deployment and distinguishes academic work from industrial delivery. Robotics introduces hardware and physical-system constraints; transfer to coding-agent engineering is an analogy only. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-02-25 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-02-25 Canonical article edition date; earlier identified parent-issue date retained separately ADJACENT_ENGINEERING 2026-10-11 RETAINED Robotics domain is adjacent engineering; retain Sandor Felber credit and avoid coding-agent efficacy claims. Industry/practitioner publication — guest technical tutorial 10.5;5.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/robotics guest_technical_tutorial newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/robotics true Sandor Felber introduces robotics through project planning, controls, simulation, deployment, testing and day-to-day engineering work. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/robotics 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P028","kind":"practitioner_article","label":"Trimodal Nature of Tech Compensation in the US, UK and India","limitation":"Self-reported and verified platform data, not a representative labor-force sample; no mixture-model replication performed. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Economics","T:Jobs & roles"],"summary":"Analyzes Levels.fyi compensation submissions by geography, experience and employer tier, distinguishing salary from total compensation and equity value.","topics":["K:Economic costs and return","K:Employment and early-career roles","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/trimodal","volumes":[],"year":"2025-03-04"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 Compensation tiers describe segment structure; the article does not statistically establish three distributional modes. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Analyzes Levels.fyi compensation submissions by geography, experience and employer tier, distinguishing salary from total compensation and equity value. not_asserted 2026-10-11 2025-03-04 NOT_PERFORMED Industry/practitioner publication — observational compensation data analysis SECONDARY_OR_PROVIDER_DATA_ANALYSIS Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Economics Identifier frozen from the previous catalogue; not renumbered. Analyzes Levels.fyi compensation submissions by geography, experience and employer tier, distinguishing salary from total compensation and equity value. practitioner_article Trimodal Nature of Tech Compensation in the US, UK and India Self-reported and verified platform data, not a representative labor-force sample; no mixture-model replication performed. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Illustrates labor-market heterogeneity. Employer tiers are an analytical grouping and should not be confused with statistically validated three-mode distributions or an AI effect. Compensation tiers describe segment structure; the article does not statistically establish three distributional modes. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-03-04 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-03-04 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Compensation tiers are a practitioner labor-market framework, not a universal causal salary model. Industry/practitioner publication — observational compensation data analysis 12.8;12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/trimodal observational_compensation_data_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/trimodal true Analyzes Levels.fyi compensation submissions by geography, experience and employer tier, distinguishing salary from total compensation and equity value. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/trimodal 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P029","kind":"practitioner_article","label":"AI fakers exposed in tech dev recruitment: postmortem","limitation":"Single-company account; suspicion, observed behavior and alleged attacker attribution must remain distinct. Recording or identity-check proposals require separate privacy and legal assessment. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Verification & review"],"summary":"Reports a security startup’s account of suspected impersonation during remote hiring and the changes it made to candidate verification.","topics":["K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/ai-fakers","volumes":[],"year":"2025-03-11"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 A reported hiring-fraud incident concerns candidate identity and assessment integrity, not production coding-agent performance. Attacker attribution remains uncertain. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Reports a security startup’s account of suspected impersonation during remote hiring and the changes it made to candidate verification. not_asserted 2026-10-11 2025-03-11 NOT_PERFORMED Industry/practitioner publication — reported security case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Reports a security startup’s account of suspected impersonation during remote hiring and the changes it made to candidate verification. practitioner_article AI fakers exposed in tech dev recruitment: postmortem Single-company account; suspicion, observed behavior and alleged attacker attribution must remain distinct. Recording or identity-check proposals require separate privacy and legal assessment. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible incidents motivate stronger identity and competency checks; attribution to a coordinated foreign operation remains a hypothesis rather than a demonstrated conclusion. A reported hiring-fraud incident concerns candidate identity and assessment integrity, not production coding-agent performance. Attacker attribution remains uncertain. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-03-11 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-03-11 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Recruitment-fraud case is employer-reported; no population fraud rate or independently tested detection protocol. Industry/practitioner publication — reported security case AI_HIRING_AND_ASSESSMENT 12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/ai-fakers reported_security_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/ai-fakers true Reports a security startup’s account of suspected impersonation during remote hiring and the changes it made to candidate verification. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/ai-fakers 2025 Public main article available; classification-bearing passages reviewed public_text [{"url": "https://blog.pragmaticengineer.com/survey-whats-in-your-tech-stack/", "title": "Survey: What's in your tech stack?", "date": "2025-03-18", "source_ref": "turn366045view1", "relation": "alternate_publication", "reason": "Author-confirmed excerpt/republication; retain the more complete canonical article."}] https://blog.pragmaticengineer.com/survey-whats-in-your-tech-stack/ {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P030","kind":"source_methodology_article","label":"Survey: What’s in your tech stack?","limitation":"No survey findings are reported in this invitation. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Invites readers to report their languages, frameworks, platforms and tools and outlines plans for publishing results.","topics":["K:Dataset provenance and dependency","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/what-is-in-your-tech-stack","volumes":[],"year":"2025-03-18"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson A survey invitation establishes recruitment provenance, not findings; it links to the later three-part results series. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Invites readers to report their languages, frameworks, platforms and tools and outlines plans for publishing results. not_asserted 2026-10-11 2025-03-18 NOT_PERFORMED Industry/practitioner publication — survey recruitment EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Methods and provenance Identifier frozen from the previous catalogue; not renumbered. Invites readers to report their languages, frameworks, platforms and tools and outlines plans for publishing results. source_methodology_article Survey: What’s in your tech stack? No survey findings are reported in this invitation. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. This is a recruitment and methods record, not a results article; it establishes a connection to the subsequent tooling-survey series. A survey invitation establishes recruitment provenance, not findings; it links to the later three-part results series. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-03-18 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-03-18 Canonical article edition date; earlier identified parent-issue date retained separately METHODS_AND_PROVENANCE 2026-10-11 RETAINED Survey invitation is recruitment/provenance, not results; plans to publish in May are not actual result dates. Industry/practitioner publication — survey recruitment NO_PULSE_ORIGIN_IDENTIFIED DATA:P:TECHSTACK_2025 https://newsletter.pragmaticengineer.com/p/what-is-in-your-tech-stack survey_recruitment newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/what-is-in-your-tech-stack true Invites readers to report their languages, frameworks, platforms and tools and outlines plans for publishing results. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/what-is-in-your-tech-stack 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Alexey Komissarouk","category":null,"collection":"P","id":"P031","kind":"practitioner_article","label":"What is Growth Engineering?","limitation":"Revenue and experimental effects are contributor-reported and not independently replicated here. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C04"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"Alexey Komissarouk describes experimentation-driven engineering that prioritizes learning about business outcomes, supported by product analytics, feature flags and organizational ownership.","topics":["K:Specifications and governance","K:Output versus shipped value","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/what-is-growth-engineering","volumes":[],"year":"2025-03-20"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Alexey Komissarouk Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Alexey Komissarouk C04;C02 Growth engineering connects product hypotheses to measured outcomes rather than treating feature output as value. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Alexey Komissarouk describes experimentation-driven engineering that prioritizes learning about business outcomes, supported by product analytics, feature flags and organizational ownership. not_asserted 2026-10-11 2025-03-20 NOT_PERFORMED Industry/practitioner publication — guest practitioner guidance EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Alexey Komissarouk describes experimentation-driven engineering that prioritizes learning about business outcomes, supported by product analytics, feature flags and organizational ownership. practitioner_article What is Growth Engineering? Revenue and experimental effects are contributor-reported and not independently replicated here. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Offers a useful contrast between shipping to learn and building for longevity. Reported business experiments are not evaluations of AI-assisted development. Growth engineering connects product hypotheses to measured outcomes rather than treating feature output as value. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-03-20 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-03-20 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Growth engineering concerns experiments and product outcomes; guest guidance is not an AI development trial. Industry/practitioner publication — guest practitioner guidance 4.1;2.1 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/what-is-growth-engineering guest_practitioner_guidance newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/what-is-growth-engineering true Alexey Komissarouk describes experimentation-driven engineering that prioritizes learning about business outcomes, supported by product analytics, feature flags and organizational ownership. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/what-is-growth-engineering 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P032","kind":"practitioner_article","label":"AI Engineering in the real world","limitation":"Orosz discloses investments in incident.io and Wordsmith, both included in the article. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C07"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Seven company accounts describe engineers building LLM products, including evaluation, nondeterminism, privacy, latency, bespoke tooling and usage-driven costs.","topics":["K:Architecture and modularity","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/ai-engineering-in-the-real-world","volumes":[],"year":"2025-03-25"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C05;C07 The cases concern building AI-enabled products; their operational lessons are not evidence of coding-agent productivity. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Seven company accounts describe engineers building LLM products, including evaluation, nondeterminism, privacy, latency, bespoke tooling and usage-driven costs. not_asserted 2026-10-11 2025-03-25 NOT_PERFORMED Industry/practitioner publication — reported multi company cases SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Seven company accounts describe engineers building LLM products, including evaluation, nondeterminism, privacy, latency, bespoke tooling and usage-driven costs. practitioner_article AI Engineering in the real world Orosz discloses investments in incident.io and Wordsmith, both included in the article. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The accessible cases distinguish easy prototypes from production obligations; they concern building AI products and cannot directly quantify coding-assistant productivity. The cases concern building AI-enabled products; their operational lessons are not evidence of coding-agent productivity. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-03-25 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-03-25 Canonical article edition date; earlier identified parent-issue date retained separately SE_FOR_AI 2026-10-11 RETAINED Seven AI-product cases address evaluation, privacy and latency; principal domain remains engineering AI systems. Industry/practitioner publication — reported multi company cases 5.5;7.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/ai-engineering-in-the-real-world reported_multi_company_cases newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/ai-engineering-in-the-real-world true Seven company accounts describe engineers building LLM products, including evaluation, nondeterminism, privacy, latency, bespoke tooling and usage-driven costs. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/ai-engineering-in-the-real-world 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Evan King; Stefan Mai","category":null,"collection":"P","id":"P033","kind":"practitioner_article","label":"The Reality of Tech Interviews in 2025","limitation":"Contributors cofound Hello Interview; claims about a one-standard-deviation increase in hiring standards are not supported by a validated common scale in the preview. Interview-platform traffic and an asserted higher hiring bar have distinct, incompletely specified denominators; neither is a population employment statistic. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Interview-preparation founders discuss selective hiring recovery, changing interview difficulty, domain specialization and differences between startup and large-company hiring.","topics":["K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/the-reality-of-tech-interviews","volumes":[],"year":"2025-04-01"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Evan King; Stefan Mai Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Evan King; Stefan Mai C12 Interview preparation and assessment methods concern competence signals; commercial interests and selection limit generalization. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interview-preparation founders discuss selective hiring recovery, changing interview difficulty, domain specialization and differences between startup and large-company hiring. not_asserted 2026-10-11 2025-04-01 NOT_PERFORMED Industry/practitioner publication — guest industry analysis EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Interview-preparation founders discuss selective hiring recovery, changing interview difficulty, domain specialization and differences between startup and large-company hiring. practitioner_article The Reality of Tech Interviews in 2025 Contributors cofound Hello Interview; claims about a one-standard-deviation increase in hiring standards are not supported by a validated common scale in the preview. Interview-platform traffic and an asserted higher hiring bar have distinct, incompletely specified denominators; neither is a population employment statistic. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible account highlights variation by experience and specialty. Platform activity is only a proxy for demand and cannot establish population-wide hiring rates. Interview preparation and assessment methods concern competence signals; commercial interests and selection limit generalization. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-04-01 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-04-01 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 MAPPING_REVISED Principal subject is hiring/recruiting; harmonize with other hiring records rather than a general-engineering catch-all. Retain engineering-practice relevance as a non-exclusive secondary facet. Interview-format and hiring-market observations do not evaluate delayed retention or engineering-fluency measures. Locate interview-selection methods in recruitment without implying validation of retained-skill measurement. Industry/practitioner publication — guest industry analysis GENERAL_SE 12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/the-reality-of-tech-interviews guest_industry_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/the-reality-of-tech-interviews true Interview-preparation founders discuss selective hiring recovery, changing interview difficulty, domain specialization and differences between startup and large-company hiring. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/the-reality-of-tech-interviews 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P034","kind":"practitioner_article","label":"MCP Protocol: a new AI dev tools building block","limitation":"Protocol and implementation descriptions are dated April 2025, not a security assessment of every later MCP implementation. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C03","C:C06"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Explains MCP using a database-tool example and an interview with a protocol co-creator.","topics":["K:Architecture and modularity","K:Agent context and persistent memory","K:Dependencies and agent supply chain"],"url":"https://newsletter.pragmaticengineer.com/p/mcp","volumes":[],"year":"2025-04-08"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C03;C06 The database/tool example explains how coding assistants acquire context and capabilities through MCP. Security and authorization remain separate design duties; this is not an empirical security evaluation. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Explains MCP using a database-tool example and an interview with a protocol co-creator. not_asserted 2026-10-11 2025-04-08 NOT_PERFORMED Industry/practitioner publication — technical explainer and creator interview SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Explains MCP using a database-tool example and an interview with a protocol co-creator. practitioner_article MCP Protocol: a new AI dev tools building block Protocol and implementation descriptions are dated April 2025, not a security assessment of every later MCP implementation. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The public demonstration illustrates improved access to context and tools while warning that capability expansion does not provide a security boundary. The database/tool example explains how coding assistants acquire context and capabilities through MCP. Security and authorization remain separate design duties; this is not an empirical security evaluation. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-04-08 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-04-08 Canonical article edition date; earlier identified parent-issue date retained separately O040;O014 AI_FOR_SE 2026-10-11 RETAINED Developer-tool integration focus supports AI-assisted development; the protocol does not itself confer authorization or safety. Industry/practitioner publication — technical explainer and creator interview SE_FOR_AI 3.2;6.7 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/mcp technical_explainer_and_creator_interview newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/mcp true Explains MCP using a database-tool example and an interview with a protocol co-creator. Connects client-server architecture and IDE extensibility to credential-access risks. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/mcp 2025 Public preview and blog excerpt; complete newsletter not reviewed paid_preview_plus_public_excerpt [{"url": "https://blog.pragmaticengineer.com/tech-hiring-is-this-an-inflection-point/", "title": "Tech hiring: is this an inflection point?", "date": "2025-04-15", "source_ref": "turn366045view0", "relation": "alternate_publication", "reason": "Author-confirmed excerpt/republication; retain the more complete canonical article."}] https://blog.pragmaticengineer.com/tech-hiring-is-this-an-inflection-point/ {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P035","kind":"practitioner_article","label":"Tech hiring: is this an inflection point?","limitation":"Orosz discloses an investment in Maestro, one of the companies discussed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Verification & review"],"summary":"Discusses employer experiences with automated applications and AI-assisted interview deception, alongside possible changes to remote hiring, trial periods and work samples.","topics":["K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/tech-hiring-inflection-point","volumes":[],"year":"2025-04-15"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 Employer experiences with AI-assisted applications and interviews inform hiring policy; the blog is only a partial alternate edition and no software-delivery effect is estimated. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Discusses employer experiences with automated applications and AI-assisted interview deception, alongside possible changes to remote hiring, trial periods and work samples. not_asserted 2026-10-11 2025-04-15 NOT_PERFORMED Industry/practitioner publication — reported multi company cases SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Discusses employer experiences with automated applications and AI-assisted interview deception, alongside possible changes to remote hiring, trial periods and work samples. practitioner_article Tech hiring: is this an inflection point? Orosz discloses an investment in Maestro, one of the companies discussed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible cases suggest that hiring signals require reassessment; they do not demonstrate that remote interviews universally fail or in-person hiring is inevitable. Employer experiences with AI-assisted applications and interviews inform hiring policy; the blog is only a partial alternate edition and no software-delivery effect is estimated. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-04-15 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-04-15 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Employer account of application volume and AI-assisted interviews is contextual, not causal labor-market estimation. Industry/practitioner publication — reported multi company cases AI_HIRING_AND_ASSESSMENT 12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/tech-hiring-inflection-point reported_multi_company_cases newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/tech-hiring-inflection-point true Discusses employer experiences with automated applications and AI-assisted interview deception, alongside possible changes to remote hiring, trial periods and work samples. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/tech-hiring-inflection-point 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P036","kind":"source_methodology_article","label":"More than one million readers","limitation":"2,395 voluntary responses reported for a 2024 reader survey; not a census or random sample of software engineers. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"A publication retrospective includes a 2024 reader survey describing respondents’ roles, employers, location and education, alongside the newsletter’s growth.","topics":["K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/one-million","volumes":[],"year":"2025-04-22"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz A readership survey helps characterize the publication's audience and selection, not the entire engineering workforce. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION A publication retrospective includes a 2024 reader survey describing respondents’ roles, employers, location and education, alongside the newsletter’s growth. not_asserted 2026-10-11 2025-04-22 NOT_PERFORMED Industry/practitioner publication — publication retrospective and reader survey ORIGINAL_VOLUNTARY_OBSERVATIONAL_SURVEY Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Methods and provenance Identifier frozen from the previous catalogue; not renumbered. A publication retrospective includes a 2024 reader survey describing respondents’ roles, employers, location and education, alongside the newsletter’s growth. source_methodology_article More than one million readers 2,395 voluntary responses reported for a 2024 reader survey; not a census or random sample of software engineers. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The self-selected readership profile helps assess transferability of later reader surveys; subscriber growth itself is not software-engineering evidence. A readership survey helps characterize the publication's audience and selection, not the entire engineering workforce. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-04-22 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-04-22 Canonical article edition date; earlier identified parent-issue date retained separately METHODS_AND_PROVENANCE 2026-10-11 RETAINED Subscriber milestone gives publication provenance, not evidence of engineering outcomes or representative survey sampling. Industry/practitioner publication — publication retrospective and reader survey NO_PULSE_ORIGIN_IDENTIFIED DATA:P:READER_PROFILE_2024 https://newsletter.pragmaticengineer.com/p/one-million publication_retrospective_and_reader_survey newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/one-million true A publication retrospective includes a 2024 reader survey describing respondents’ roles, employers, location and education, alongside the newsletter’s growth. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/one-million 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Sandor Felber","category":null,"collection":"P","id":"P037","kind":"practitioner_article","label":"Humanoid robots for software engineers (Robotics for software engineers, Part 2)","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C10"],"printed":false,"streams":["T:Skills & learning","T:Engineering structure"],"summary":"Sandor Felber explains humanoid-robot hardware constraints, state estimation, real-time control and optimization, with an outline of learning-based methods.","topics":["K:Skills formation and teaching","K:Architecture and modularity"],"url":"https://newsletter.pragmaticengineer.com/p/humanoid-robots","volumes":[],"year":"2025-04-29"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Sandor Felber Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Sandor Felber C10;C05 Humanoid-robot development provides adjacent systems context, not evidence that software-agent autonomy transfers to physical systems. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Sandor Felber explains humanoid-robot hardware constraints, state estimation, real-time control and optimization, with an outline of learning-based methods. not_asserted 2026-10-11 2025-04-29 NOT_PERFORMED Industry/practitioner publication — guest technical tutorial EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Skills & learning Identifier frozen from the previous catalogue; not renumbered. Sandor Felber explains humanoid-robot hardware constraints, state estimation, real-time control and optimization, with an outline of learning-based methods. practitioner_article Humanoid robots for software engineers (Robotics for software engineers, Part 2) Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Provides domain background for software engineers entering robotics; its AI concerns concern robotic control, not autonomous software development. Humanoid-robot development provides adjacent systems context, not evidence that software-agent autonomy transfers to physical systems. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-04-29 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-04-29 Canonical article edition date; earlier identified parent-issue date retained separately ADJACENT_ENGINEERING 2026-10-11 RETAINED Humanoid hardware/control challenges belong to adjacent robotics, not direct coding-agent research. Industry/practitioner publication — guest technical tutorial 10.5;5.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/humanoid-robots guest_technical_tutorial newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/humanoid-robots true Sandor Felber explains humanoid-robot hardware constraints, state estimation, real-time control and optimization, with an outline of learning-based methods. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/humanoid-robots 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P038","kind":"practitioner_article","label":"What’s Changed in 50 Years of Computing: Part 4","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C01","C:C02"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"Revisits Brooks’s account of tooling, debugging, project schedules and documentation against contemporary engineering practice.","topics":["K:Output versus shipped value","K:Specifications and governance"],"url":"https://newsletter.pragmaticengineer.com/p/mythical-man-month-part-4","volumes":[],"year":"2025-05-06"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C01;C02 Historical comparison frames durable engineering judgment; it is not a controlled estimate of modern AI effects. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Revisits Brooks’s account of tooling, debugging, project schedules and documentation against contemporary engineering practice. not_asserted 2026-10-11 2025-05-06 NOT_PERFORMED Industry/practitioner publication — historical conceptual commentary EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Revisits Brooks’s account of tooling, debugging, project schedules and documentation against contemporary engineering practice. practitioner_article What’s Changed in 50 Years of Computing: Part 4 Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The accessible outline supports continuity in engineering responsibilities despite technological change; historical comparisons do not establish an AI-specific effect. Historical comparison frames durable engineering judgment; it is not a controlled estimate of modern AI effects. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-05-06 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-05-06 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Modern rereading of Brooks is distinct 2025 commentary; original book is older and not a new experiment. Industry/practitioner publication — historical conceptual commentary 1.3;2.1 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/mythical-man-month-part-4 historical_conceptual_commentary newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/mythical-man-month-part-4 true Revisits Brooks’s account of tooling, debugging, project schedules and documentation against contemporary engineering practice. Distinguishes improvements in tools from persistent coordination and specification problems. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/mythical-man-month-part-4 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P039","kind":"practitioner_article","label":"Building, launching, and scaling ChatGPT Images","limitation":"Company-reported launch experience; primarily engineering an AI product. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C07"],"printed":false,"streams":["T:Engineering structure"],"summary":"Interviews OpenAI engineering leaders about an image-generation launch, asynchronous execution, isolation, load testing and bottlenecks beyond GPU capacity.","topics":["K:Architecture and modularity","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/chatgpt-images","volumes":[],"year":"2025-05-13"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C05;C07 Launching an image-generation service concerns AI-product infrastructure, evaluation and deployment rather than AI-for-coding performance. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews OpenAI engineering leaders about an image-generation launch, asynchronous execution, isolation, load testing and bottlenecks beyond GPU capacity. not_asserted 2026-10-11 2025-05-13 NOT_PERFORMED Industry/practitioner publication — reported company case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Interviews OpenAI engineering leaders about an image-generation launch, asynchronous execution, isolation, load testing and bottlenecks beyond GPU capacity. practitioner_article Building, launching, and scaling ChatGPT Images Company-reported launch experience; primarily engineering an AI product. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible account emphasizes operational preparation and adaptation under unexpected demand. Growth numbers describe the product launch, not coding-assistant effectiveness. Launching an image-generation service concerns AI-product infrastructure, evaluation and deployment rather than AI-for-coding performance. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-05-13 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-05-13 Canonical article edition date; earlier identified parent-issue date retained separately SE_FOR_AI 2026-10-11 RETAINED Team interview describes AI-product rollout and architecture; launch/scaling claims remain attributed. Industry/practitioner publication — reported company case 5.5;7.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/chatgpt-images reported_company_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/chatgpt-images true Interviews OpenAI engineering leaders about an image-generation launch, asynchronous execution, isolation, load testing and bottlenecks beyond GPU capacity. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/chatgpt-images 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P040","kind":"practitioner_article","label":"Stack overflow is almost dead","limitation":"Updated 19 May 2025. The causal contribution of LLMs is not identified by the time series. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-05-15. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C09","C:C10"],"printed":false,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"Updates an earlier analysis of falling Stack Overflow question counts, considering moderation history, alternative communities and LLM-based assistance.","topics":["K:System understanding and rationale","K:Ownership and knowledge transfer"],"url":"https://blog.pragmaticengineer.com/stack-overflow-is-almost-dead/","volumes":[],"year":"2025-05-15"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C09;C10 The follow-up concerns knowledge-community activity; fewer questions do not prove disappearance of all usage or knowledge value. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Updates an earlier analysis of falling Stack Overflow question counts, considering moderation history, alternative communities and LLM-based assistance. not_asserted 2026-10-11 2025-05-15 NOT_PERFORMED Industry/practitioner publication — secondary data commentary SECONDARY_OR_PROVIDER_DATA_ANALYSIS Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit System knowledge & memory Identifier frozen from the previous catalogue; not renumbered. Updates an earlier analysis of falling Stack Overflow question counts, considering moderation history, alternative communities and LLM-based assistance. practitioner_article Stack overflow is almost dead Updated 19 May 2025. The causal contribution of LLMs is not identified by the time series. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-05-15. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The observations concern new questions, not all site usage or knowledge value. The headline and shutdown forecast go beyond what the descriptive series demonstrates. The follow-up concerns knowledge-community activity; fewer questions do not prove disappearance of all usage or knowledge value. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-05-15 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-134 not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-05-15 Canonical article edition date; earlier identified parent-issue date retained separately AI_FOR_SE 2026-10-11 RETAINED Question-count decline is not equivalent to company closure or independently identified AI causation. Industry/practitioner publication — secondary data commentary 9.4;10.5 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/stack-overflow-is-almost-dead/ secondary_data_commentary blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/stack-overflow-is-almost-dead/ false Updates an earlier analysis of falling Stack Overflow question counts, considering moderation history, alternative communities and LLM-based assistance. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/stack-overflow-is-almost-dead/ 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz; Chip Huyen","category":null,"collection":"P","id":"P041","kind":"practitioner_article","label":"The AI Engineering Stack","limitation":"Excerpt credited to Chip Huyen; primarily software engineering for AI, not AI-assisted software engineering. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C07"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Chip Huyen’s book excerpt distinguishes application, model and infrastructure layers and compares AI engineering with machine-learning and full-stack engineering.","topics":["K:Architecture and modularity","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/the-ai-engineering-stack","volumes":[],"year":"2025-05-20"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Chip Huyen Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Chip Huyen C05;C07 An introduced technical book excerpt explains the AI-product stack; distinguish application engineering from coding assistance. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Chip Huyen’s book excerpt distinguishes application, model and infrastructure layers and compares AI engineering with machine-learning and full-stack engineering. not_asserted 2026-10-11 2025-05-20 NOT_PERFORMED Industry/practitioner publication — guest book excerpt ADAPTED_OR_EXCERPTED_WORK Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Chip Huyen’s book excerpt distinguishes application, model and infrastructure layers and compares AI engineering with machine-learning and full-stack engineering. practitioner_article The AI Engineering Stack Excerpt credited to Chip Huyen; primarily software engineering for AI, not AI-assisted software engineering. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Provides an architectural vocabulary for building AI products; it should not be treated as evidence that using AI improves software-development productivity. An introduced technical book excerpt explains the AI-product stack; distinguish application engineering from coding assistance. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-05-20 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-05-20 Canonical article edition date; earlier identified parent-issue date retained separately SE_FOR_AI 2026-10-11 RETAINED Chip Huyen book material addresses AI-application architecture; distinguish source-book authorship from editorial introduction. Industry/practitioner publication — guest book excerpt 5.5;7.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/the-ai-engineering-stack guest_book_excerpt newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/the-ai-engineering-stack true Chip Huyen’s book excerpt distinguishes application, model and infrastructure layers and compares AI engineering with machine-learning and full-stack engineering. Evaluation and interfaces are central application concerns. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/the-ai-engineering-stack 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P042","kind":"practitioner_article","label":"Microsoft is dogfooding AI dev tools’ future","limitation":"Author reports self-funded travel; situated interviews and demonstrations are not a representative evaluation. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"Reports observations at Microsoft BUILD, including supervised coding agents, public failures on the .NET codebase and platform incentives behind optimistic AI messaging.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration"],"url":"https://newsletter.pragmaticengineer.com/p/microsoft-ai-dev-tools","volumes":[],"year":"2025-05-27"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C11;C02 Internal use and conference examples illustrate adoption mechanisms, not independently measured organization-wide gains. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Reports observations at Microsoft BUILD, including supervised coding agents, public failures on the .NET codebase and platform incentives behind optimistic AI messaging. not_asserted 2026-10-11 2025-05-27 NOT_PERFORMED Industry/practitioner publication — conference field report SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Reports observations at Microsoft BUILD, including supervised coding agents, public failures on the .NET codebase and platform incentives behind optimistic AI messaging. practitioner_article Microsoft is dogfooding AI dev tools’ future Author reports self-funded travel; situated interviews and demonstrations are not a representative evaluation. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The public outline contrasts bounded demonstrations with brownfield difficulties and keeps developers responsible for agent output. Internal use and conference examples illustrate adoption mechanisms, not independently measured organization-wide gains. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-05-27 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-05-27 Canonical article edition date; earlier identified parent-issue date retained separately AI_FOR_SE 2026-10-11 RETAINED Conference observations and demonstrations are not measured deployment productivity. Industry/practitioner publication — conference field report 11.1;2.4 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/microsoft-ai-dev-tools conference_field_report newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/microsoft-ai-dev-tools true Reports observations at Microsoft BUILD, including supervised coding agents, public failures on the .NET codebase and platform incentives behind optimistic AI messaging. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/microsoft-ai-dev-tools 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P043","kind":"practitioner_article","label":"Vibe Coding as a software engineer","limitation":"Definitions differ among quoted practitioners; no measured production benefit is established. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C08","C:C10"],"printed":false,"streams":["T:Verification & review","T:Skills & learning"],"summary":"Examines competing definitions of vibe coding, contrasts prototypes with production systems, and discusses cases where developers resume direct control to finish an application.","topics":["K:Independent verification and oracles","K:System understanding and rationale"],"url":"https://newsletter.pragmaticengineer.com/p/vibe-coding-as-a-software-engineer","volumes":[],"year":"2025-06-03"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson C08;C10 Exploratory generation and accountable engineering differ in verification and retained understanding. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Examines competing definitions of vibe coding, contrasts prototypes with production systems, and discusses cases where developers resume direct control to finish an application. not_asserted 2026-10-11 2025-06-03 NOT_PERFORMED Industry/practitioner publication — practitioner conceptual analysis EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Verification & review Identifier frozen from the previous catalogue; not renumbered. Examines competing definitions of vibe coding, contrasts prototypes with production systems, and discusses cases where developers resume direct control to finish an application. practitioner_article Vibe Coding as a software engineer Definitions differ among quoted practitioners; no measured production benefit is established. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The accessible text makes review, security, performance and engineering judgment the boundary between a useful prototype and accountable delivery. Exploratory generation and accountable engineering differ in verification and retained understanding. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-06-03 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-06-03 Canonical article edition date; earlier identified parent-issue date retained separately O028;W113 AI_FOR_SE 2026-10-11 RETAINED Vibe coding versus inspected AI-assisted coding is an operational distinction; no validated universal outcome comparison. Industry/practitioner publication — practitioner conceptual analysis 8.9;10.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/vibe-coding-as-a-software-engineer practitioner_conceptual_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/vibe-coding-as-a-software-engineer true Examines competing definitions of vibe coding, contrasts prototypes with production systems, and discusses cases where developers resume direct control to finish an application. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/vibe-coding-as-a-software-engineer 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P044","kind":"practitioner_article","label":"Real-world engineering challenges: building Cursor","limitation":"Company interview; detailed implementation claims beyond the preview remain unverified. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C09"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Reports engineering choices behind Cursor, including code-context synchronization, execution isolation, orchestration infrastructure and latency-sensitive development workflows.","topics":["K:Architecture and modularity","K:Agent context and persistent memory"],"url":"https://newsletter.pragmaticengineer.com/p/cursor","volumes":[],"year":"2025-06-10"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C05;C09 A tool-builder architecture case: repository synchronization, context and execution infrastructure. It has a secondary AI-assisted-development connection but is not a developer-productivity trial. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Reports engineering choices behind Cursor, including code-context synchronization, execution isolation, orchestration infrastructure and latency-sensitive development workflows. not_asserted 2026-10-11 2025-06-10 NOT_PERFORMED Industry/practitioner publication — reported company case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Reports engineering choices behind Cursor, including code-context synchronization, execution isolation, orchestration infrastructure and latency-sensitive development workflows. practitioner_article Real-world engineering challenges: building Cursor Company interview; detailed implementation claims beyond the preview remain unverified. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible outline illustrates the substantial infrastructure behind coding assistance; it does not demonstrate that adoption or vendor growth equals developer productivity. A tool-builder architecture case: repository synchronization, context and execution infrastructure. It has a secondary AI-assisted-development connection but is not a developer-productivity trial. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-06-10 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-06-10 Canonical article edition date; earlier identified parent-issue date retained separately O031 SE_FOR_AI 2026-10-11 RETAINED Cursor infrastructure is principally engineering an AI product; prior IDE survey reuse must not count as new respondents. Industry/practitioner publication — reported company case AI_FOR_SE 5.5;9.4 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/cursor reported_company_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/cursor true Reports engineering choices behind Cursor, including code-context synchronization, execution isolation, orchestration infrastructure and latency-sensitive development workflows. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/cursor 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P045","kind":"practitioner_article","label":"Builder.ai did not “fake AI with 700 engineers”","limitation":"Claims about internal operations are attributed to former staff; corporate-failure explanations remain interpretations. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-06-12. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11"],"printed":false,"streams":["T:Engineering structure"],"summary":"Investigates claims that Builder.ai was merely a human-operated substitute for AI.","topics":["K:Human-agent collaboration","K:Dataset provenance and dependency"],"url":"https://blog.pragmaticengineer.com/builder-ai-did-not-fake-ai/","volumes":[],"year":"2025-06-12"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C11 Industry fact-checking distinguishes reported AI code generation from human fulfilment. Neither a hypothetical architecture nor employee accounts validate a capability benchmark. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Investigates claims that Builder.ai was merely a human-operated substitute for AI. not_asserted 2026-10-11 2025-06-12 NOT_PERFORMED Industry/practitioner publication — reported investigation SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Investigates claims that Builder.ai was merely a human-operated substitute for AI. practitioner_article Builder.ai did not “fake AI with 700 engineers” Claims about internal operations are attributed to former staff; corporate-failure explanations remain interpretations. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-06-12. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The account challenges a simplified corporate narrative. It does not independently verify the product’s reliability, staffing, financial history or productivity. Industry fact-checking distinguishes reported AI code generation from human fulfilment. Neither a hypothetical architecture nor employee accounts validate a capability benchmark. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-06-12 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-137 not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-06-12 Canonical article edition date; earlier identified parent-issue date retained separately AI_ECOSYSTEM 2026-10-11 RETAINED Corrective reporting challenges a specific fake-AI narrative; it does not independently settle every allegation about the company. Industry/practitioner publication — reported investigation AI_FOR_SE 11.2 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/builder-ai-did-not-fake-ai/ reported_investigation blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/builder-ai-did-not-fake-ai/ false Investigates claims that Builder.ai was merely a human-operated substitute for AI. Former-employee accounts describe a code-generation product alongside human fulfilment; a hypothetical human-operated design is an explanatory contrast, not a verified internal architecture. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/builder-ai-did-not-fake-ai/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Chaitali Narla","category":null,"collection":"P","id":"P046","kind":"practitioner_article","label":"Being an “Intrapreneur” as a software engineer","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Skills & learning"],"summary":"Chaitali Narla discusses identifying valuable problems, taking ownership, building relationships and finding sponsorship for change within an organization.","topics":["K:Ownership and knowledge transfer","K:Specifications and governance"],"url":"https://newsletter.pragmaticengineer.com/p/being-an-intrapreneur-as-a-software","volumes":[],"year":"2025-06-17"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Chaitali Narla Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Chaitali Narla C11;C04 Internal entrepreneurship concerns ownership and organizational adoption rather than AI capability. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Chaitali Narla discusses identifying valuable problems, taking ownership, building relationships and finding sponsorship for change within an organization. not_asserted 2026-10-11 2025-06-17 NOT_PERFORMED Industry/practitioner publication — guest practitioner guidance EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Chaitali Narla discusses identifying valuable problems, taking ownership, building relationships and finding sponsorship for change within an organization. practitioner_article Being an “Intrapreneur” as a software engineer Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible guidance connects engineering impact with initiative and organizational support. It is general career guidance, not evidence of AI effectiveness. Internal entrepreneurship concerns ownership and organizational adoption rather than AI capability. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-06-17 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-06-17 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Intrapreneurship is career/product practice, not an AI automation experiment. Industry/practitioner publication — guest practitioner guidance 11.2;4.1 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/being-an-intrapreneur-as-a-software guest_practitioner_guidance newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/being-an-intrapreneur-as-a-software true Chaitali Narla discusses identifying valuable problems, taking ownership, building relationships and finding sponsorship for change within an organization. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/being-an-intrapreneur-as-a-software 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Birgitta Böckeler","category":null,"collection":"P","id":"P047","kind":"practitioner_article","label":"Learnings from two years of using AI tools for software engineering","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C10"],"printed":false,"streams":["T:Skills & learning","T:Productivity"],"summary":"Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness.","topics":["K:Developer workflow and adoption","K:System understanding and rationale","K:Skills formation and teaching"],"url":"https://newsletter.pragmaticengineer.com/p/two-years-of-using-ai","volumes":[],"year":"2025-06-24"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Birgitta Böckeler Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Birgitta Böckeler C10;C02 Longitudinal practitioner experience informs adaptation and comprehension, but does not substitute for controlled measurement. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. not_asserted 2026-10-11 2025-06-24 NOT_PERFORMED Industry/practitioner publication — guest practitioner synthesis EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Skills & learning Identifier frozen from the previous catalogue; not renumbered. Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. practitioner_article Learnings from two years of using AI tools for software engineering Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The public outline emphasizes adapting engineering practices alongside tools; two years of experience does not establish a longitudinal controlled study. Longitudinal practitioner experience informs adaptation and comprehension, but does not substitute for controlled measurement. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-06-24 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-06-24 Canonical article edition date; earlier identified parent-issue date retained separately O003;W118 AI_FOR_SE 2026-10-11 RETAINED Böckeler's accumulated practitioner experience is not a two-year longitudinal controlled study. Industry/practitioner publication — guest practitioner synthesis 10.5;2.7 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/two-years-of-using-ai guest_practitioner_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/two-years-of-using-ai true Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/two-years-of-using-ai 2025 Public main article available; classification-bearing passages reviewed public_text [{"url": "https://blog.pragmaticengineer.com/software-engineering-with-llms-in-2025/", "title": "Software engineering with LLMs in 2025: temperature check", "date": "2025-07-05", "source_ref": "turn119578view2", "relation": "alternate_publication", "reason": "Public short introduction and direct pointer to the same conference talk and longer newsletter synthesis; collapsed, not independent evidence."}] https://blog.pragmaticengineer.com/software-engineering-with-llms-in-2025/ {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P048","kind":"practitioner_article","label":"Software engineering with LLMs in 2025: reality check","limitation":"Interview selection and conference synthesis are not a controlled estimate of productivity. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C01","C:C02"],"printed":false,"streams":["T:Productivity","T:Engineering structure"],"summary":"Contrasts executive expectations with developers’ experiences of LLM-assisted work, drawing on interviews and a conference presentation.","topics":["K:Output versus shipped value","K:Developer workflow and adoption"],"url":"https://newsletter.pragmaticengineer.com/p/software-engineering-with-llms-in-2025","volumes":[],"year":"2025-07-01"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C02;C01 The synthesis separates demonstrated tool potential from organization-level delivery outcomes. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Contrasts executive expectations with developers’ experiences of LLM-assisted work, drawing on interviews and a conference presentation. not_asserted 2026-10-11 2025-07-01 NOT_PERFORMED Industry/practitioner publication — interview based synthesis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Productivity Identifier frozen from the previous catalogue; not renumbered. Contrasts executive expectations with developers’ experiences of LLM-assisted work, drawing on interviews and a conference presentation. practitioner_article Software engineering with LLMs in 2025: reality check Interview selection and conference synthesis are not a controlled estimate of productivity. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The accessible report presents uneven benefits and continuing engineering oversight, rather than a universal productivity multiplier. The synthesis separates demonstrated tool potential from organization-level delivery outcomes. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-07-01 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-07-01 Canonical article edition date; earlier identified parent-issue date retained separately W010 AI_FOR_SE 2026-10-11 RETAINED Written keynote is Deepdives and distinct from the embedded video; cross-post alias remains consolidated. Industry/practitioner publication — interview based synthesis 2.5;1.9 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/software-engineering-with-llms-in-2025 interview_based_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/software-engineering-with-llms-in-2025 true Contrasts executive expectations with developers’ experiences of LLM-assisted work, drawing on interviews and a conference presentation. Examines adoption, review obligations and the gap between demonstrations and dependable delivery. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/software-engineering-with-llms-in-2025 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Sandor Felber","category":null,"collection":"P","id":"P049","kind":"practitioner_article","label":"Skills useful to learn for robotics engineering (Robotics for software engineers, Part 3)","limitation":"Guest discloses his robotics startup and hiring interests. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C10"],"printed":false,"streams":["T:Skills & learning","T:Engineering structure"],"summary":"Sandor Felber outlines software, AI and robotics skills for work involving real-time control and physical constraints.","topics":["K:Skills formation and teaching","K:Architecture and modularity"],"url":"https://newsletter.pragmaticengineer.com/p/skills-useful-to-learn-for-robotics","volumes":[],"year":"2025-07-08"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Sandor Felber Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Sandor Felber C10;C05 Robotics skill development provides adjacent engineering education, not a tested coding-agent training intervention. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Sandor Felber outlines software, AI and robotics skills for work involving real-time control and physical constraints. not_asserted 2026-10-11 2025-07-08 NOT_PERFORMED Industry/practitioner publication — guest practitioner guidance EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Skills & learning Identifier frozen from the previous catalogue; not renumbered. Sandor Felber outlines software, AI and robotics skills for work involving real-time control and physical constraints. practitioner_article Skills useful to learn for robotics engineering (Robotics for software engineers, Part 3) Guest discloses his robotics startup and hiring interests. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The guidance illustrates multidisciplinary learning and performance requirements. Physical robotics autonomy is not the same construct as coding-agent autonomy. Robotics skill development provides adjacent engineering education, not a tested coding-agent training intervention. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-07-08 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-07-08 Canonical article edition date; earlier identified parent-issue date retained separately ADJACENT_ENGINEERING 2026-10-11 RETAINED Third robotics skills installment retains source dependency and adjacent-domain classification. Industry/practitioner publication — guest practitioner guidance 10.5;5.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/skills-useful-to-learn-for-robotics guest_practitioner_guidance newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/skills-useful-to-learn-for-robotics true Sandor Felber outlines software, AI and robotics skills for work involving real-time control and physical constraints. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/skills-useful-to-learn-for-robotics 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P050","kind":"practitioner_article","label":"The Pragmatic Engineer 2025 Survey: What’s in your tech stack? Part 1","limitation":"Same dataset as Parts 2 and 3; do not interpret mentions as causal productivity effects. The reported gross 3,000-plus submissions and cleaned 2,997 retained responses refer to stages of the same reader survey, not separate datasets. No microdata recount was performed. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"The survey reports tool usage and sentiment across languages, coding assistants, IDEs, delivery infrastructure and cloud platforms.","topics":["K:Architecture and modularity","K:Developer workflow and adoption","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey","volumes":[],"year":"2025-07-15"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson C11;C02 A broad, self-selected technology-stack survey with an AI-tooling subsection. Retain AI as a secondary facet; the same respondents underlie Parts 2 and 3. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION The survey reports tool usage and sentiment across languages, coding assistants, IDEs, delivery infrastructure and cloud platforms. not_asserted 2026-10-11 2025-07-15 NOT_PERFORMED Industry/practitioner publication — reader survey analysis ORIGINAL_VOLUNTARY_OBSERVATIONAL_SURVEY Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. The survey reports tool usage and sentiment across languages, coding assistants, IDEs, delivery infrastructure and cloud platforms. practitioner_article The Pragmatic Engineer 2025 Survey: What’s in your tech stack? Part 1 Same dataset as Parts 2 and 3; do not interpret mentions as causal productivity effects. The reported gross 3,000-plus submissions and cleaned 2,997 retained responses refer to stages of the same reader survey, not separate datasets. No microdata recount was performed. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. This is a self-selected readership sample with 2,997 retained responses, not a random industry census. Cross-year differences can reflect changing respondents. A broad, self-selected technology-stack survey with an AI-tooling subsection. Retain AI as a secondary facet; the same respondents underlie Parts 2 and 3. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-07-15 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-07-15 Canonical article edition date; earlier identified parent-issue date retained separately W022 GENERAL_SE 2026-10-11 ANNOTATION_QUALIFIED The reported gross 3,000-plus submissions and cleaned 2,997 retained responses refer to stages of the same reader survey, not separate datasets. No microdata recount was performed. Industry/practitioner publication — reader survey analysis AI_FOR_SE 11.1;2.4 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:TECHSTACK_2025 https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey reader_survey_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey true The survey reports tool usage and sentiment across languages, coding assistants, IDEs, delivery infrastructure and cloud platforms. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P051","kind":"practitioner_article","label":"Why reliability is hard at scale: learnings from infrastructure outages","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C11"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"An editorial comparison of infrastructure outages considers update controls, global configuration, database behavior and incident transparency.","topics":["K:Architecture and modularity","K:Specifications and governance"],"url":"https://newsletter.pragmaticengineer.com/p/why-reliability-is-hard-at-scale","volumes":[],"year":"2025-07-22"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C05;C11 Infrastructure incidents illustrate reliability and escalation; applying them to agents is a marked engineering analogy. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION An editorial comparison of infrastructure outages considers update controls, global configuration, database behavior and incident transparency. not_asserted 2026-10-11 2025-07-22 NOT_PERFORMED Industry/practitioner publication — postmortem synthesis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Code quality & security Identifier frozen from the previous catalogue; not renumbered. An editorial comparison of infrastructure outages considers update controls, global configuration, database behavior and incident transparency. practitioner_article Why reliability is hard at scale: learnings from infrastructure outages Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Failure containment and learning from prior incidents matter as systems scale. Some causal details are Orosz’s reconstruction rather than provider-confirmed facts. Infrastructure incidents illustrate reliability and escalation; applying them to agents is a marked engineering analogy. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-07-22 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-07-22 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Incident synthesis is reliability context; repeated failure mechanisms are not an estimated industry failure rate. Industry/practitioner publication — postmortem synthesis 5.6;11.6 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/why-reliability-is-hard-at-scale postmortem_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/why-reliability-is-hard-at-scale true An editorial comparison of infrastructure outages considers update controls, global configuration, database behavior and incident transparency. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/why-reliability-is-hard-at-scale 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P052","kind":"practitioner_article","label":"Cursor makes developers less effective?","limitation":"P052 says 136 issues and implies assignment by developer. METR’s primary methodology reports 246 issues and issue-level randomization, with developers working in both conditions. Do not reproduce the secondary account’s conflicting design description. A primary abstract/methodology check was performed, not a full-paper audit or statistical replication. This is a retitled Pulse excerpt; preserve its existing series provenance. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02"],"printed":true,"streams":["T:Productivity"],"summary":"Discusses METR’s experienced-maintainer experiment and possible workflow explanations.","topics":["K:Controlled productivity evidence","K:Evaluation methodology and baselines"],"url":"https://blog.pragmaticengineer.com/cursor-makes-developers-less-effective/","volumes":[],"year":"2025-07-24"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz C02 This is secondary commentary on W023, not a replication; the all-tools extrapolation and causal learning-curve explanation are unsupported. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Discusses METR’s experienced-maintainer experiment and possible workflow explanations. not_asserted 2026-10-11 2025-07-17 NOT_PERFORMED Industry/practitioner publication — secondary research commentary SECONDARY_RESEARCH_REPORTING Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Productivity Identifier frozen from the previous catalogue; not renumbered. Discusses METR’s experienced-maintainer experiment and possible workflow explanations. practitioner_article Cursor makes developers less effective? P052 says 136 issues and implies assignment by developer. METR’s primary methodology reports 246 issues and issue-level randomization, with developers working in both conditions. Do not reproduce the secondary account’s conflicting design description. A primary abstract/methodology check was performed, not a full-paper audit or statistical replication. This is a retitled Pulse excerpt; preserve its existing series provenance. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The primary study reports slower completion in this specific early-2025 setting. P052’s broader all-tools inference and proposed familiarity explanation remain interpretations; neither is independent causal validation. This is secondary commentary on W023, not a replication; the all-tools extrapolation and causal learning-curve explanation are unsupported. ACTUAL_APPENDIX_B_ONLY PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-07-17 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-140 not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-07-24 Canonical article edition date; earlier identified parent-issue date retained separately W023 AI_FOR_SE 2026-10-11 RETAINED Secondary article still says 136 issues and developer-group assignment; preserve correction from primary METR methods. Industry/practitioner publication — secondary research commentary 2.2;2.3 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/cursor-makes-developers-less-effective/ secondary_research_commentary blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/cursor-makes-developers-less-effective/ false Discusses METR’s experienced-maintainer experiment and possible workflow explanations. A targeted primary-source check confirms 16 developers and 246 issues randomized by issue to AI allowed or disallowed, not separate developer treatment groups. TARGETED_PRIMARY_METHODS_AND_ABSTRACT_CHECK_NOT_REPLICATION https://blog.pragmaticengineer.com/cursor-makes-developers-less-effective/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Quentin Pradet","category":null,"collection":"P","id":"P053","kind":"practitioner_article","label":"Building great SDKs","limitation":"A section explicitly discusses LLM-assisted SDK generation; it is secondary to the broader SDK design guidance. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C04","C:C05"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Quentin Pradet examines API-first design, SDK generation, documentation and ongoing maintenance for human and model consumers.","topics":["K:Architecture and modularity","K:Code reuse and duplication","K:Specifications and governance"],"url":"https://newsletter.pragmaticengineer.com/p/building-great-sdks","volumes":[],"year":"2025-07-29"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Quentin Pradet Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Quentin Pradet C05;C04 SDK contracts and reusable interfaces support maintainable systems without directly measuring AI-generated code quality. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Quentin Pradet examines API-first design, SDK generation, documentation and ongoing maintenance for human and model consumers. not_asserted 2026-10-11 2025-07-29 NOT_PERFORMED Industry/practitioner publication — guest practitioner guidance EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Code quality & security Identifier frozen from the previous catalogue; not renumbered. Quentin Pradet examines API-first design, SDK generation, documentation and ongoing maintenance for human and model consumers. practitioner_article Building great SDKs A section explicitly discusses LLM-assisted SDK generation; it is secondary to the broader SDK design guidance. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Clear contracts and robust libraries reduce integration friction; translating an SDK with an LLM does not remove language-specific correctness and maintenance work. SDK contracts and reusable interfaces support maintainable systems without directly measuring AI-generated code quality. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-07-29 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-07-29 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED SDK-maintainer guidance supports API quality and compatibility, not AI-tool productivity claims. Industry/practitioner publication — guest practitioner guidance AI_FOR_SE 5.5;4.3 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/building-great-sdks guest_practitioner_guidance newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/building-great-sdks true Quentin Pradet examines API-first design, SDK generation, documentation and ongoing maintenance for human and model consumers. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/building-great-sdks 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P054","kind":"practitioner_article","label":"What are Forward Deployed Engineers, and why are they so in demand?","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11","C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Engineering structure"],"summary":"Interviews and job descriptions explain customer-embedded engineering, product feedback and AI integration responsibilities.","topics":["K:Employment and early-career roles","K:Human-agent collaboration"],"url":"https://newsletter.pragmaticengineer.com/p/forward-deployed-engineers","volumes":[],"year":"2025-08-12"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12;C11 FDE role design links technical integration to customer work; demand claims do not establish universal career advantages. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews and job descriptions explain customer-embedded engineering, product feedback and AI integration responsibilities. not_asserted 2026-10-11 2025-08-12 NOT_PERFORMED Industry/practitioner publication — role analysis with interviews SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Interviews and job descriptions explain customer-embedded engineering, product feedback and AI integration responsibilities. practitioner_article What are Forward Deployed Engineers, and why are they so in demand? Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The role combines implementation and domain discovery, with substantial variation between employers; demand examples are not a universal career forecast. FDE role design links technical integration to customer work; demand claims do not establish universal career advantages. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-08-12 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-08-12 Canonical article edition date; earlier identified parent-issue date retained separately AI_ECOSYSTEM 2026-10-11 RETAINED FDE role includes customer integration beyond AI; AI-ecosystem framing is valid but not exclusive. Industry/practitioner publication — role analysis with interviews 12.5;11.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/forward-deployed-engineers role_analysis_with_interviews newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/forward-deployed-engineers true Interviews and job descriptions explain customer-embedded engineering, product feedback and AI integration responsibilities. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/forward-deployed-engineers 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P055","kind":"practitioner_article","label":"New trend: extreme hours at AI startups","limitation":"Non-Pulse-titled excerpt. Updated 23 October 2025; legal assertions are not adopted as guidance. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-08-14. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11","C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Engineering structure"],"summary":"Collects public hiring language and leadership accounts of demanding work schedules at AI companies, questioning the incentives used to justify them.","topics":["K:Human cognitive load","K:Employment and early-career roles"],"url":"https://blog.pragmaticengineer.com/new-trend-extreme-hours-at-ai-startups/","volumes":[],"year":"2025-08-14"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C11;C12 Reported working hours and incentives are organizational conditions, not productivity measurements or labor-law conclusions. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Collects public hiring language and leadership accounts of demanding work schedules at AI companies, questioning the incentives used to justify them. not_asserted 2026-10-11 2025-08-14 NOT_PERFORMED Industry/practitioner publication — reported work culture analysis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Collects public hiring language and leadership accounts of demanding work schedules at AI companies, questioning the incentives used to justify them. practitioner_article New trend: extreme hours at AI startups Non-Pulse-titled excerpt. Updated 23 October 2025; legal assertions are not adopted as guidance. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-08-14. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Illustrates organizational pressure and sustainability risks; selected examples do not quantify prevalence or prove a causal productivity effect. Reported working hours and incentives are organizational conditions, not productivity measurements or labor-law conclusions. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-08-14 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-142 not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-08-14 Canonical article edition date; earlier identified parent-issue date retained separately AI_ECOSYSTEM 2026-10-11 RETAINED Long-hours accounts and burnout arguments are selected reporting, not a measured hours-to-output function. Industry/practitioner publication — reported work culture analysis 11.2;12.7 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/new-trend-extreme-hours-at-ai-startups/ reported_work_culture_analysis blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/new-trend-extreme-hours-at-ai-startups/ false Collects public hiring language and leadership accounts of demanding work schedules at AI companies, questioning the incentives used to justify them. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/new-trend-extreme-hours-at-ai-startups/ 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P056","kind":"practitioner_article","label":"The Pragmatic Engineer 2025 Survey: What’s in your tech stack? Part 2","limitation":"Same April–May 2025 respondent cohort as Parts 1 and 3. The reported gross 3,000-plus submissions and cleaned 2,997 retained responses refer to stages of the same reader survey, not separate datasets. No microdata recount was performed. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"The second installment of the reader survey covers collaboration, project management, databases and backend infrastructure.","topics":["K:Developer workflow and adoption","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-2","volumes":[],"year":"2025-08-19"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson C11;C02 The second tools-survey installment describes the same respondent cohort's infrastructure choices. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION The second installment of the reader survey covers collaboration, project management, databases and backend infrastructure. not_asserted 2026-10-11 2025-08-19 NOT_PERFORMED Industry/practitioner publication — reader survey analysis ORIGINAL_VOLUNTARY_OBSERVATIONAL_SURVEY Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. The second installment of the reader survey covers collaboration, project management, databases and backend infrastructure. practitioner_article The Pragmatic Engineer 2025 Survey: What’s in your tech stack? Part 2 Same April–May 2025 respondent cohort as Parts 1 and 3. The reported gross 3,000-plus submissions and cleaned 2,997 retained responses refer to stages of the same reader survey, not separate datasets. No microdata recount was performed. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Reported use and sentiment differ across tool categories and company sizes; these observations are not controlled tool comparisons. The second tools-survey installment describes the same respondent cohort's infrastructure choices. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-08-19 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-08-19 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 ANNOTATION_QUALIFIED The reported gross 3,000-plus submissions and cleaned 2,997 retained responses refer to stages of the same reader survey, not separate datasets. No microdata recount was performed. Industry/practitioner publication — reader survey analysis 11.1;2.4 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:TECHSTACK_2025 https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-2 reader_survey_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-2 true The second installment of the reader survey covers collaboration, project management, databases and backend infrastructure. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-2 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P057","kind":"practitioner_article","label":"Creative ways to fund open source projects","limitation":"Updated 22 August 2025. No legal-compliance conclusion is independently evaluated. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-08-21. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11","C:C12"],"printed":false,"streams":["T:Economics","T:Engineering structure"],"summary":"Examines maintenance-fee and other funding mechanisms for open-source work, including the burden of supporting users and reviewing contributions.","topics":["K:Economic costs and return","K:Review capacity and maintainers"],"url":"https://blog.pragmaticengineer.com/creative-ways-to-fund-open-source-projects/","volumes":[],"year":"2025-08-21"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12;C11 Open-source funding affects maintenance capacity; the cases do not independently quantify AI's effects on sustainability. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Examines maintenance-fee and other funding mechanisms for open-source work, including the burden of supporting users and reviewing contributions. not_asserted 2026-10-11 2025-08-21 NOT_PERFORMED Industry/practitioner publication — reported maintenance economics SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Economics Identifier frozen from the previous catalogue; not renumbered. Examines maintenance-fee and other funding mechanisms for open-source work, including the burden of supporting users and reviewing contributions. practitioner_article Creative ways to fund open source projects Updated 22 August 2025. No legal-compliance conclusion is independently evaluated. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-08-21. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Separates software availability from the recurring cost of stewardship. The examples do not establish that a particular fee model generalizes to every project. Open-source funding affects maintenance capacity; the cases do not independently quantify AI's effects on sustainability. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-08-21 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-143 not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-08-21 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED OSS sustainability examples are financing practices, not randomized economic comparisons. Industry/practitioner publication — reported maintenance economics 12.8;11.7 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/creative-ways-to-fund-open-source-projects/ reported_maintenance_economics blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/creative-ways-to-fund-open-source-projects/ false Examines maintenance-fee and other funding mechanisms for open-source work, including the burden of supporting users and reviewing contributions. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/creative-ways-to-fund-open-source-projects/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Mike Mroczka","category":null,"collection":"P","id":"P058","kind":"practitioner_article","label":"How experienced engineers get unstuck in coding interviews","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C10","C:C12"],"printed":false,"streams":["T:Skills & learning","T:Jobs & roles"],"summary":"Mike Mroczka presents structured problem-solving and practice advice against a changing interview landscape affected by AI assistance.","topics":["K:Skills formation and teaching","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/how-to-get-unstuck-during-coding-interviews","volumes":[],"year":"2025-08-26"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Mike Mroczka Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Mike Mroczka C10;C12 Interview problem-solving guidance addresses competence demonstration rather than retained learning or AI-tool efficacy. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Mike Mroczka presents structured problem-solving and practice advice against a changing interview landscape affected by AI assistance. not_asserted 2026-10-11 2025-08-26 NOT_PERFORMED Industry/practitioner publication — guest practitioner guidance EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Skills & learning Identifier frozen from the previous catalogue; not renumbered. Mike Mroczka presents structured problem-solving and practice advice against a changing interview landscape affected by AI assistance. practitioner_article How experienced engineers get unstuck in coding interviews Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Preparation can improve interview performance, but interview success and real-world engineering competence are distinct constructs. Interview problem-solving guidance addresses competence demonstration rather than retained learning or AI-tool efficacy. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-08-26 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-08-26 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Interview problem-solving guidance remains general skills; avoid treating coaching advice as validated hiring outcomes. Industry/practitioner publication — guest practitioner guidance 10.8;12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/how-to-get-unstuck-during-coding-interviews guest_practitioner_guidance newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/how-to-get-unstuck-during-coding-interviews true Mike Mroczka presents structured problem-solving and practice advice against a changing interview landscape affected by AI assistance. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/how-to-get-unstuck-during-coding-interviews 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P059","kind":"practitioner_article","label":"State of the software engineering job market in 2025, part 1, what the data says","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Economics"],"summary":"Recruitment and employment datasets are assembled to examine engineering hiring, AI roles, tenure, location and management layers.","topics":["K:Employment and early-career roles","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/state-of-the-tech-market-in-2025","volumes":[],"year":"2025-09-02"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 The data-led labor report requires separating vacancy, workforce and seniority measures before causal interpretation. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Recruitment and employment datasets are assembled to examine engineering hiring, AI roles, tenure, location and management layers. not_asserted 2026-10-11 2025-09-02 NOT_PERFORMED Industry/practitioner publication — labor market data report SECONDARY_OR_PROVIDER_DATA_ANALYSIS Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Recruitment and employment datasets are assembled to examine engineering hiring, AI roles, tenure, location and management layers. practitioner_article State of the software engineering job market in 2025, part 1, what the data says Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Coverage differs between job postings, observed employment changes and company headcounts. Their trends do not isolate AI effects on employment. The data-led labor report requires separating vacancy, workforce and seniority measures before causal interpretation. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-09-02 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-09-02 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Provider-specific vacancy and employment data have distinct denominators and selection mechanisms. Industry/practitioner publication — labor market data report 12.5;12.6 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/state-of-the-tech-market-in-2025 labor_market_data_report newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/state-of-the-tech-market-in-2025 true Recruitment and employment datasets are assembled to examine engineering hiring, AI roles, tenure, location and management layers. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/state-of-the-tech-market-in-2025 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P060","kind":"practitioner_article","label":"Inside Google's Engineering Culture: Part 1","limitation":"Outline-level preview; shared research with Part 2. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C09","C:C11"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Research and interviews with current and former Google engineers describe roles, hiring, career structures and shared engineering practices.","topics":["K:Ownership and knowledge transfer","K:Developer workflow and adoption"],"url":"https://newsletter.pragmaticengineer.com/p/google","volumes":[],"year":"2025-09-09"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson C11;C09 Google interview accounts contextualize engineering coordination and ownership, not a representative industry baseline. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Research and interviews with current and former Google engineers describe roles, hiring, career structures and shared engineering practices. not_asserted 2026-10-11 2025-09-09 NOT_PERFORMED Industry/practitioner publication — reported company case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Research and interviews with current and former Google engineers describe roles, hiring, career structures and shared engineering practices. practitioner_article Inside Google's Engineering Culture: Part 1 Outline-level preview; shared research with Part 2. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible overview emphasizes common infrastructure alongside team variation. Detailed company claims behind the paywall remain unverified in this review. Google interview accounts contextualize engineering coordination and ownership, not a representative industry baseline. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-09-09 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-09-09 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Company culture overview explicitly cannot represent all teams; retain sampling and within-company variation caveats. Industry/practitioner publication — reported company case 11.2;9.4 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:GOOGLE_INTERVIEWS_2025 https://newsletter.pragmaticengineer.com/p/google reported_company_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/google true Research and interviews with current and former Google engineers describe roles, hiring, career structures and shared engineering practices. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/google 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":["C:C02"],"authors":"Gergely Orosz; Laura Tacho","category":null,"collection":"P","id":"P061","kind":"practitioner_article","label":"How tech companies measure the impact of AI on software development","limitation":"At publication Orosz disclosed investment in DX and Tacho was DX CTO; article states it was not sponsored. The source discloses Laura Tacho’s DX role and Orosz’s investment in DX. Company measurement practices are not a new randomized causal estimate. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C12"],"printed":true,"streams":["T:Productivity","T:Economics"],"summary":"Laura Tacho presents company measurement practices combining adoption, delivery, quality and developer experience, with baseline and segmentation guidance.","topics":["K:Output versus shipped value","K:Evaluation methodology and baselines","K:Economic costs and return"],"url":"https://newsletter.pragmaticengineer.com/p/how-tech-companies-measure-the-impact-of-ai","volumes":["V06"],"year":"2025-09-16"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Laura Tacho Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged 2.8 app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz; Laura Tacho C02;C12 Multi-company measurement practices combine delivery, quality and developer experience; commercial affiliations remain explicit. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Laura Tacho presents company measurement practices combining adoption, delivery, quality and developer experience, with baseline and segmentation guidance. not_asserted 2026-10-11 2025-09-16 NOT_PERFORMED Industry/practitioner publication — multi company measurement report SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Productivity Identifier frozen from the previous catalogue; not renumbered. Laura Tacho presents company measurement practices combining adoption, delivery, quality and developer experience, with baseline and segmentation guidance. practitioner_article How tech companies measure the impact of AI on software development At publication Orosz disclosed investment in DX and Tacho was DX CTO; article states it was not sponsored. The source discloses Laura Tacho’s DX role and Orosz’s investment in DX. Company measurement practices are not a new randomized causal estimate. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Metrics should constrain one another: output alone cannot establish net value. The framework and cases are practitioner evidence, not a new randomized evaluation. Multi-company measurement practices combine delivery, quality and developer experience; commercial affiliations remain explicit. ACTUAL_MAIN_TEXT_AND_APPENDIX_B PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation ["C:C02"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-09-16 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-09-16 Canonical article edition date; earlier identified parent-issue date retained separately W023;W010;W145 AI_FOR_SE 2026-10-11 RETAINED Measurement guidance is not a causal effect estimate; preserve DX relationships and underlying-source dependencies. Industry/practitioner publication — multi company measurement report 2.8;12.4 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/how-tech-companies-measure-the-impact-of-ai multi_company_measurement_report newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/how-tech-companies-measure-the-impact-of-ai true Laura Tacho presents company measurement practices combining adoption, delivery, quality and developer experience, with baseline and segmentation guidance. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/how-tech-companies-measure-the-impact-of-ai 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P062","kind":"practitioner_article","label":"How Claude Code is built","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C03","C:C11"],"printed":false,"streams":["T:What agents can do","T:Engineering structure"],"summary":"Interviews with founding engineers explain tool access, stack choices, rapid prototyping, subagents and internal verification practices.","topics":["K:Long-running agent execution","K:Human-agent collaboration"],"url":"https://newsletter.pragmaticengineer.com/p/how-claude-code-is-built","volumes":[],"year":"2025-09-23"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C03;C11 The creator case explains harness and feedback design, without independently validating vendor effectiveness claims. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews with founding engineers explain tool access, stack choices, rapid prototyping, subagents and internal verification practices. not_asserted 2026-10-11 2025-09-23 NOT_PERFORMED Industry/practitioner publication — reported company case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit What agents can do Identifier frozen from the previous catalogue; not renumbered. Interviews with founding engineers explain tool access, stack choices, rapid prototyping, subagents and internal verification practices. practitioner_article How Claude Code is built Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The case links capability to the surrounding harness and team workflow. Company estimates of generated code and release speed are not controlled productivity results. The creator case explains harness and feedback design, without independently validating vendor effectiveness claims. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-09-23 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-09-23 Canonical article edition date; earlier identified parent-issue date retained separately O013 AI_FOR_SE 2026-10-11 RETAINED Mixed product/tool-building and internal AI-first workflow account; add AI-product engineering as a secondary facet. Industry/practitioner publication — reported company case SE_FOR_AI 3.6;11.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/how-claude-code-is-built reported_company_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/how-claude-code-is-built true Interviews with founding engineers explain tool access, stack choices, rapid prototyping, subagents and internal verification practices. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/how-claude-code-is-built 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P063","kind":"practitioner_article","label":"Inside Google’s Engineering Culture: the Tech Stack (Part 2)","limitation":"Shares interviews and research with Google culture Part 1; not an independent replication. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C09"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Interviews and source research describe Google’s internal infrastructure, monorepo, development tools and AI integration.","topics":["K:Architecture and modularity","K:Ownership and knowledge transfer","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/google-part-2","volumes":[],"year":"2025-09-30"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson C05;C09 The second Google installment extends shared interview reporting into tooling and architecture. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews and source research describe Google’s internal infrastructure, monorepo, development tools and AI integration. not_asserted 2026-10-11 2025-09-30 NOT_PERFORMED Industry/practitioner publication — reported company case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Interviews and source research describe Google’s internal infrastructure, monorepo, development tools and AI integration. practitioner_article Inside Google’s Engineering Culture: the Tech Stack (Part 2) Shares interviews and research with Google culture Part 1; not an independent replication. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. A coherent internal platform can support scale while imposing complexity on new projects. Company-specific practices require contextual transfer. The second Google installment extends shared interview reporting into tooling and architecture. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-09-30 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-09-30 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Google's internal stack is a company-specific case; no automatic transfer to smaller teams. Industry/practitioner publication — reported company case AI_FOR_SE 5.5;9.4 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:GOOGLE_INTERVIEWS_2025 https://newsletter.pragmaticengineer.com/p/google-part-2 reported_company_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/google-part-2 true Interviews and source research describe Google’s internal infrastructure, monorepo, development tools and AI integration. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/google-part-2 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P064","kind":"practitioner_article","label":"State of the software engineering jobs market, 2025, part 2 what hiring managers see","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles"],"summary":"Interviews with hiring managers and recruiters examine application volumes, referrals, product-engineering demand and fraudulent applicants.","topics":["K:Employment and early-career roles"],"url":"https://newsletter.pragmaticengineer.com/p/state-of-the-tech-market-in-2025-hiring-managers","volumes":[],"year":"2025-10-07"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews with hiring managers and recruiters examine application volumes, referrals, product-engineering demand and fraudulent applicants. not_asserted 2026-10-11 2025-10-07 NOT_PERFORMED Industry/practitioner publication — labor market interviews SECONDARY_OR_PROVIDER_DATA_ANALYSIS Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Interviews with hiring managers and recruiters examine application volumes, referrals, product-engineering demand and fraudulent applicants. practitioner_article State of the software engineering jobs market, 2025, part 2 what hiring managers see Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The reporting challenges a single-cause AI explanation for difficult hiring. Employer testimony is not representative population evidence. Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-10-07 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-10-07 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Hiring managers' accounts are contextual and selected; article does not isolate AI as the market's cause. Industry/practitioner publication — labor market interviews AI_HIRING_AND_ASSESSMENT 12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/state-of-the-tech-market-in-2025-hiring-managers labor_market_interviews newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/state-of-the-tech-market-in-2025-hiring-managers true Interviews with hiring managers and recruiters examine application volumes, referrals, product-engineering demand and fraudulent applicants. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/state-of-the-tech-market-in-2025-hiring-managers 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P065","kind":"practitioner_article","label":"The Pragmatic Engineer 2025 Survey: What’s in your tech stack? Part 3","limitation":"Same April–May 2025 survey cohort as Parts 1 and 2; do not count as independent studies. The reported gross 3,000-plus submissions and cleaned 2,997 retained responses refer to stages of the same reader survey, not separate datasets. No microdata recount was performed. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11"],"printed":false,"streams":["T:Engineering structure"],"summary":"The final part of the 2025 reader survey covers observability, incident management, frontend tools and experimentation platforms.","topics":["K:Developer workflow and adoption","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-3","volumes":[],"year":"2025-10-14"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson C11 The third tools-survey installment extends the same dataset to observability and frontend systems. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION The final part of the 2025 reader survey covers observability, incident management, frontend tools and experimentation platforms. not_asserted 2026-10-11 2025-10-14 NOT_PERFORMED Industry/practitioner publication — reader survey analysis ORIGINAL_VOLUNTARY_OBSERVATIONAL_SURVEY Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. The final part of the 2025 reader survey covers observability, incident management, frontend tools and experimentation platforms. practitioner_article The Pragmatic Engineer 2025 Survey: What’s in your tech stack? Part 3 Same April–May 2025 survey cohort as Parts 1 and 2; do not count as independent studies. The reported gross 3,000-plus submissions and cleaned 2,997 retained responses refer to stages of the same reader survey, not separate datasets. No microdata recount was performed. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Tool mentions describe the responding readership; popularity is not evidence of technical superiority or measured productivity. The third tools-survey installment extends the same dataset to observability and frontend systems. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-10-14 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-10-14 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 ANNOTATION_QUALIFIED The reported gross 3,000-plus submissions and cleaned 2,997 retained responses refer to stages of the same reader survey, not separate datasets. No microdata recount was performed. Industry/practitioner publication — reader survey analysis 11.1 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:TECHSTACK_2025 https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-3 reader_survey_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-3 true The final part of the 2025 reader survey covers observability, incident management, frontend tools and experimentation platforms. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-3 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Matthew Hawthorne","category":null,"collection":"P","id":"P066","kind":"practitioner_article","label":"What is good software architecture?","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05"],"printed":false,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"Matthew Hawthorne discusses architectural tradeoffs, operational learning and shared responsibility using Netflix examples.","topics":["K:Architecture and modularity","K:Technical debt and complexity"],"url":"https://newsletter.pragmaticengineer.com/p/what-is-good-software-architecture","volumes":[],"year":"2025-10-21"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Matthew Hawthorne Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Matthew Hawthorne C05 Architectural principles clarify long-term changeability; they are not an empirical comparison of agent designs. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Matthew Hawthorne discusses architectural tradeoffs, operational learning and shared responsibility using Netflix examples. not_asserted 2026-10-11 2025-10-21 NOT_PERFORMED Industry/practitioner publication — guest practitioner guidance EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Matthew Hawthorne discusses architectural tradeoffs, operational learning and shared responsibility using Netflix examples. practitioner_article What is good software architecture? Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Architecture should improve the problems a team faces rather than merely reorganize code; formal architect titles are not a prerequisite. Architectural principles clarify long-term changeability; they are not an empirical comparison of agent designs. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-10-21 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-10-21 Canonical article edition date; earlier identified parent-issue date retained separately W059 GENERAL_SE 2026-10-11 RETAINED Hawthorne's architectural guidance is experience-based, not a validated universal architecture ranking. Industry/practitioner publication — guest practitioner guidance 5.5;5.9 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/what-is-good-software-architecture guest_practitioner_guidance newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/what-is-good-software-architecture true Matthew Hawthorne discusses architectural tradeoffs, operational learning and shared responsibility using Netflix examples. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/what-is-good-software-architecture 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P067","kind":"practitioner_article","label":"What caused the large AWS outage?","limitation":"This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-23. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C11"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Explains a DynamoDB DNS race and the cascading effects of shared service dependencies using the provider’s incident account.","topics":["K:Architecture and modularity","K:Specifications and governance"],"url":"https://blog.pragmaticengineer.com/aws-outage-us-east-1/","volumes":[],"year":"2025-10-23"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C05;C11 The outage concerns a conventional infrastructure failure; no AI origin or AI-specific causal mechanism is inferred. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Explains a DynamoDB DNS race and the cascading effects of shared service dependencies using the provider’s incident account. not_asserted 2026-10-11 2025-10-23 NOT_PERFORMED Industry/practitioner publication — incident analysis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Code quality & security Identifier frozen from the previous catalogue; not renumbered. Explains a DynamoDB DNS race and the cascading effects of shared service dependencies using the provider’s incident account. practitioner_article What caused the large AWS outage? This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-23. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Useful for illustrating stale concurrent actions, dependency amplification and recovery design. It does not demonstrate an AI-caused incident. The outage concerns a conventional infrastructure failure; no AI origin or AI-specific causal mechanism is inferred. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-10-23 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-aws-takes-down-a-good-part not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-10-23 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Secondary interpretation of AWS postmortem; incident-specific chronology is not a general failure probability. Industry/practitioner publication — incident analysis 5.6;11.6 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/aws-outage-us-east-1/ incident_analysis blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/aws-outage-us-east-1/ false Explains a DynamoDB DNS race and the cascading effects of shared service dependencies using the provider’s incident account. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/aws-outage-us-east-1/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P068","kind":"practitioner_article","label":"San Francisco is back as the world’s leading tech hub","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Economics"],"summary":"Visits to AI companies and local events inform an account of development practices, hiring and geographic concentration.","topics":["K:Employment and early-career roles","K:Economic costs and return"],"url":"https://newsletter.pragmaticengineer.com/p/san-francisco-is-back","volumes":[],"year":"2025-10-28"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 Field observations concern geographic concentration of AI-related activity, not a quantified global ranking. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Visits to AI companies and local events inform an account of development practices, hiring and geographic concentration. not_asserted 2026-10-11 2025-10-28 NOT_PERFORMED Industry/practitioner publication — field visit report SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Visits to AI companies and local events inform an account of development practices, hiring and geographic concentration. practitioner_article San Francisco is back as the world’s leading tech hub Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The piece offers situated observations about a technology cluster, not a systematic ranking of cities or a causal test of colocation. Field observations concern geographic concentration of AI-related activity, not a quantified global ranking. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-10-28 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-10-28 Canonical article edition date; earlier identified parent-issue date retained separately AI_ECOSYSTEM 2026-10-11 RETAINED Site visits support AI-ecosystem context; geographic dominance and growth remain attributed interpretations. Industry/practitioner publication — field visit report AI_FOR_SE 12.8;12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/san-francisco-is-back field_visit_report newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/san-francisco-is-back true Visits to AI companies and local events inform an account of development practices, hiring and geographic concentration. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/san-francisco-is-back 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P069","kind":"practitioner_article","label":"Comparing interviews at 8 large tech companies","limitation":"Excerpt of Pulse #149, retained because its standalone title is not The Pulse. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. The interview counts concern one pseudonymous candidate across multiple companies, not dozens of independent candidates. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C10","C:C12"],"printed":false,"streams":["T:Skills & learning","T:Jobs & roles"],"summary":"Compares a principal-level candidate’s interviews, emphasizing systems design, behavioral assessment and company-specific processes.","topics":["K:Evaluation methodology and baselines","K:Skills formation and teaching"],"url":"https://blog.pragmaticengineer.com/comparing-interviews-at-8-large-tech-companies/","volumes":[],"year":"2025-10-30"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C10;C12 One candidate's multi-company comparison illustrates assessment variation and cannot estimate industry prevalence. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Compares a principal-level candidate’s interviews, emphasizing systems design, behavioral assessment and company-specific processes. not_asserted 2026-10-11 2025-10-09 NOT_PERFORMED Industry/practitioner publication — single participant interview report SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Skills & learning Identifier frozen from the previous catalogue; not renumbered. Compares a principal-level candidate’s interviews, emphasizing systems design, behavioral assessment and company-specific processes. practitioner_article Comparing interviews at 8 large tech companies Excerpt of Pulse #149, retained because its standalone title is not The Pulse. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. The interview counts concern one pseudonymous candidate across multiple companies, not dozens of independent candidates. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Demonstrates variation in assessment and leveling from one candidate’s experience, not comparative company hiring success rates. One candidate's multi-company comparison illustrates assessment variation and cannot estimate industry prevalence. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-10-09 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-149-new-trend-programming not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-10-30 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED One candidate's multi-company comparison supports interview-context illustration, not company-level representative estimates. Industry/practitioner publication — single participant interview report 10.8;12.5 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/comparing-interviews-at-8-large-tech-companies/ single_participant_interview_report blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/comparing-interviews-at-8-large-tech-companies/ false Compares a principal-level candidate’s interviews, emphasizing systems design, behavioral assessment and company-specific processes. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/comparing-interviews-at-8-large-tech-companies/ 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P070","kind":"practitioner_article","label":"New trend: programming by kicking off parallel AI agents","limitation":"Excerpt of Pulse #149; shares that issue, not the content of the separate interview-comparison article. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. The public account explicitly reuses the Sid Bidasaria conversation reported in P062. It is a different article, not independent interview evidence. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C03","C:C11"],"printed":false,"streams":["T:What agents can do","T:Engineering structure"],"summary":"Discusses concurrent coding-agent workflows through practitioner accounts, contrasting parallel task execution with the serial attention needed to review and land changes.","topics":["K:Long-running agent execution","K:Human-agent collaboration","K:Agent failure and escalation"],"url":"https://blog.pragmaticengineer.com/new-trend-programming-by-kicking-off-parallel-ai-agents/","volumes":[],"year":"2025-10-30"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C03;C11 Parallel agent dispatch creates coordination and verification demands; number of agents is not proof of productivity. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Discusses concurrent coding-agent workflows through practitioner accounts, contrasting parallel task execution with the serial attention needed to review and land changes. not_asserted 2026-10-11 2025-10-09 NOT_PERFORMED Industry/practitioner publication — reported practice commentary SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit What agents can do Identifier frozen from the previous catalogue; not renumbered. Discusses concurrent coding-agent workflows through practitioner accounts, contrasting parallel task execution with the serial attention needed to review and land changes. practitioner_article New trend: programming by kicking off parallel AI agents Excerpt of Pulse #149; shares that issue, not the content of the separate interview-comparison article. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. The public account explicitly reuses the Sid Bidasaria conversation reported in P062. It is a different article, not independent interview evidence. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Suggests task partitioning and coordination skills may matter more as agents multiply. Benefits and cognitive costs are hypotheses rather than measured comparative outcomes. Parallel agent dispatch creates coordination and verification demands; number of agents is not proof of productivity. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-10-09 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-149-new-trend-programming not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-10-30 Canonical article edition date; earlier identified parent-issue date retained separately O025;O010 AI_FOR_SE 2026-10-11 RETAINED Article explicitly leaves parallel-agent productivity unresolved; retain review-capacity and selection caveats. Industry/practitioner publication — reported practice commentary 3.7;11.5 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/new-trend-programming-by-kicking-off-parallel-ai-agents/ reported_practice_commentary blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/new-trend-programming-by-kicking-off-parallel-ai-agents/ false Discusses concurrent coding-agent workflows through practitioner accounts, contrasting parallel task execution with the serial attention needed to review and land changes. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/new-trend-programming-by-kicking-off-parallel-ai-agents/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P071","kind":"practitioner_article","label":"Tech jobs market 2025, part 3: job seekers’ stories","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles"],"summary":"Job-seeker interviews and recruitment-platform observations describe uneven demand by experience, specialization and location.","topics":["K:Employment and early-career roles"],"url":"https://newsletter.pragmaticengineer.com/p/tech-jobs-market-2025-part-3","volumes":[],"year":"2025-11-04"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Job-seeker interviews and recruitment-platform observations describe uneven demand by experience, specialization and location. not_asserted 2026-10-11 2025-11-04 NOT_PERFORMED Industry/practitioner publication — labor market reporting SECONDARY_OR_PROVIDER_DATA_ANALYSIS Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Job-seeker interviews and recruitment-platform observations describe uneven demand by experience, specialization and location. practitioner_article Tech jobs market 2025, part 3: job seekers’ stories Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Applicant experience and platform activity reveal different parts of the market. They do not by themselves identify AI-caused displacement. Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-11-04 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-11-04 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Job-seeker accounts and platform statistics are distinct sources; not an isolated AI displacement estimate. Industry/practitioner publication — labor market reporting AI_HIRING_AND_ASSESSMENT 12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/tech-jobs-market-2025-part-3 labor_market_reporting newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/tech-jobs-market-2025-part-3 true Job-seeker interviews and recruitment-platform observations describe uneven demand by experience, specialization and location. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/tech-jobs-market-2025-part-3 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P072","kind":"catalogue_context_article","label":"Four years on writing a tech book: pitching to a publisher","limitation":" Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Recounts technical-book pitching, publisher collaboration, commercial terms and the eventual choice to self-publish.","topics":[],"url":"https://blog.pragmaticengineer.com/four-years-on-writing-a-tech-book-pitching-to-a-publisher/","volumes":[],"year":"2025-11-11"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz The author explains book pitching; keep the publishing record separate from software-engineering evidence. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Recounts technical-book pitching, publisher collaboration, commercial terms and the eventual choice to self-publish. not_asserted 2026-10-11 2025-11-11 NOT_PERFORMED Industry/practitioner publication — first person publishing case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Catalogue-only material Identifier frozen from the previous catalogue; not renumbered. Recounts technical-book pitching, publisher collaboration, commercial terms and the eventual choice to self-publish. catalogue_context_article Four years on writing a tech book: pitching to a publisher Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Offers an individual publishing case and editorial lessons, not evidence about AI-assisted software engineering. The author explains book pitching; keep the publishing record separate from software-engineering evidence. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-11-11 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-11-11 Canonical article edition date; earlier identified parent-issue date retained separately CATALOGUE_ONLY 2026-10-11 RETAINED Publishing retrospective remains catalogue-only; historical experiences do not change article publication eligibility. Industry/practitioner publication — first person publishing case NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/four-years-on-writing-a-tech-book-pitching-to-a-publisher/ first_person_publishing_case blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/four-years-on-writing-a-tech-book-pitching-to-a-publisher/ true Recounts technical-book pitching, publisher collaboration, commercial terms and the eventual choice to self-publish. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/four-years-on-writing-a-tech-book-pitching-to-a-publisher/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Ethan Evans","category":null,"collection":"P","id":"P073","kind":"practitioner_article","label":"Career paths for software engineers at large tech companies","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C10","C:C11"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Ethan Evans discusses progression through technical and management tracks, independent execution and organizational scope.","topics":["K:Employment and early-career roles","K:Ownership and knowledge transfer"],"url":"https://newsletter.pragmaticengineer.com/p/career-paths-for-software-engineers","volumes":[],"year":"2025-11-18"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Ethan Evans Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Ethan Evans C11;C10 Career-path advice concerns scope and responsibility, without demonstrating measured productivity or learning effects. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Ethan Evans discusses progression through technical and management tracks, independent execution and organizational scope. not_asserted 2026-10-11 2025-11-18 NOT_PERFORMED Industry/practitioner publication — guest practitioner guidance EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Ethan Evans discusses progression through technical and management tracks, independent execution and organizational scope. practitioner_article Career paths for software engineers at large tech companies Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Career expectations depend on role and company context. Retrospective promotion advice is not a validated competence rubric or an AI-specific labor forecast. Career-path advice concerns scope and responsibility, without demonstrating measured productivity or learning effects. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-11-18 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-11-18 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Promotion advice based on one former executive's experience is not validated career-outcome evidence. Industry/practitioner publication — guest practitioner guidance 11.2;10.7 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/career-paths-for-software-engineers guest_practitioner_guidance newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/career-paths-for-software-engineers true Ethan Evans discusses progression through technical and management tracks, independent execution and organizational scope. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/career-paths-for-software-engineers 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P074","kind":"catalogue_context_article","label":"A startup in Mongolia translated my book","limitation":"Author has a direct interest in the book; updated 24 November 2025. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Describes Nasha Tech’s staged translation and technical review of the author’s book, alongside observations of its development tools and local product work.","topics":[],"url":"https://blog.pragmaticengineer.com/traveling-to-mongolia/","volumes":[],"year":"2025-11-21"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz A translation announcement concerns access to a book; it provides no evaluated learning outcome. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Describes Nasha Tech’s staged translation and technical review of the author’s book, alongside observations of its development tools and local product work. not_asserted 2026-10-11 2025-11-21 NOT_PERFORMED Industry/practitioner publication — first person company visit EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Catalogue-only material Identifier frozen from the previous catalogue; not renumbered. Describes Nasha Tech’s staged translation and technical review of the author’s book, alongside observations of its development tools and local product work. catalogue_context_article A startup in Mongolia translated my book Author has a direct interest in the book; updated 24 November 2025. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Shows one organization investing in shared engineering knowledge and language access. No measured learning or productivity effect is established. A translation announcement concerns access to a book; it provides no evaluated learning outcome. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-11-21 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-11-21 Canonical article edition date; earlier identified parent-issue date retained separately CATALOGUE_ONLY 2026-10-11 RETAINED Book translation/travel account remains catalogue-only. Industry/practitioner publication — first person company visit NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/traveling-to-mongolia/ first_person_company_visit blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/traveling-to-mongolia/ true Describes Nasha Tech’s staged translation and technical review of the author’s book, alongside observations of its development tools and local product work. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/traveling-to-mongolia/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Hamel Husain","category":null,"collection":"P","id":"P075","kind":"practitioner_article","label":"A pragmatic guide to LLM evals for devs","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C07"],"printed":false,"streams":["T:Verification & review","T:Engineering structure"],"summary":"Hamel Husain describes error analysis, deterministic checks, judge evaluation and production feedback for LLM applications.","topics":["K:Independent verification and oracles","K:Evaluation methodology and baselines","K:Automation bias and trust"],"url":"https://newsletter.pragmaticengineer.com/p/evals","volumes":[],"year":"2025-12-02"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Hamel Husain Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Hamel Husain C07 LLM application evaluation offers transferable checker-design ideas, but software acceptance requires software-specific oracles. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Hamel Husain describes error analysis, deterministic checks, judge evaluation and production feedback for LLM applications. not_asserted 2026-10-11 2025-12-02 NOT_PERFORMED Industry/practitioner publication — guest practitioner method EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Verification & review Identifier frozen from the previous catalogue; not renumbered. Hamel Husain describes error analysis, deterministic checks, judge evaluation and production feedback for LLM applications. practitioner_article A pragmatic guide to LLM evals for devs Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Judge outputs need comparison with human expertise and held-out data; an apparent successful demonstration is not a robust evaluation. LLM application evaluation offers transferable checker-design ideas, but software acceptance requires software-specific oracles. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-12-02 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-12-02 Canonical article edition date; earlier identified parent-issue date retained separately W084;W102 SE_FOR_AI 2026-10-11 RETAINED LLM evals guidance primarily concerns AI applications; not a coding-agent acceptance experiment. Industry/practitioner publication — guest practitioner method 7.2;7.7 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/evals guest_practitioner_method newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/evals true Hamel Husain describes error analysis, deterministic checks, judge evaluation and production feedback for LLM applications. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/evals 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P076","kind":"practitioner_article","label":"Downdetector and the real cost of no upstream dependencies","limitation":"Non-Pulse-titled public excerpt of Pulse #154. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-11-20. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C12"],"printed":false,"streams":["T:Economics","T:Engineering structure"],"summary":"Uses an interview with Downdetector engineering leadership to examine why a multi-cloud monitoring service still depended on Cloudflare.","topics":["K:Economic costs and return","K:Dependencies and agent supply chain","K:Architecture and modularity"],"url":"https://blog.pragmaticengineer.com/downdetector-and-the-real-cost-of-no-upstream-dependencies/","volumes":[],"year":"2025-12-05"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12;C05 An availability architecture trades dependency risk against operational cost; it is not an AI-specific ROI study. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Uses an interview with Downdetector engineering leadership to examine why a multi-cloud monitoring service still depended on Cloudflare. not_asserted 2026-10-11 2025-11-20 NOT_PERFORMED Industry/practitioner publication — reported architecture case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Economics Identifier frozen from the previous catalogue; not renumbered. Uses an interview with Downdetector engineering leadership to examine why a multi-cloud monitoring service still depended on Cloudflare. practitioner_article Downdetector and the real cost of no upstream dependencies Non-Pulse-titled public excerpt of Pulse #154. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-11-20. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Reliability depends on the complete dependency chain; removing a dependency can carry substantial cost and operational burden. This is a contextual trade-off, not proof that redundancy is unnecessary. An availability architecture trades dependency risk against operational cost; it is not an AI-specific ROI study. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-11-20 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-154 not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-12-05 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Pulse-derived excerpt explicitly preserved; multi-cloud architecture can retain a common upstream dependency. Industry/practitioner publication — reported architecture case 12.1;5.5 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/downdetector-and-the-real-cost-of-no-upstream-dependencies/ reported_architecture_case blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/downdetector-and-the-real-cost-of-no-upstream-dependencies/ false Uses an interview with Downdetector engineering leadership to examine why a multi-cloud monitoring service still depended on Cloudflare. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/downdetector-and-the-real-cost-of-no-upstream-dependencies/ 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P077","kind":"practitioner_article","label":"Building MCP servers in the real world","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C03","C:C06"],"printed":false,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"Developer accounts and maintainer interviews examine internal MCP adoption, debugging, legacy systems and tool-interface design.","topics":["K:Architecture and modularity","K:Dependencies and agent supply chain","K:Agent context and persistent memory"],"url":"https://newsletter.pragmaticengineer.com/p/mcp-deepdive","volumes":[],"year":"2025-12-09"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Elin Nilsson C06;C03 Accounts from MCP implementers and maintainers explain interface design, integration and trust boundaries. Security is important but not the sole subject; detailed paid content remains unreviewed. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Developer accounts and maintainer interviews examine internal MCP adoption, debugging, legacy systems and tool-interface design. not_asserted 2026-10-11 2025-12-09 NOT_PERFORMED Industry/practitioner publication — multi practitioner survey and interviews SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Developer accounts and maintainer interviews examine internal MCP adoption, debugging, legacy systems and tool-interface design. practitioner_article Building MCP servers in the real world Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Internal use can differ from public visibility; expanded tool access also requires security boundaries. The collected accounts are not a representative adoption census. Accounts from MCP implementers and maintainers explain interface design, integration and trust boundaries. Security is important but not the sole subject; detailed paid content remains unreviewed. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-12-09 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-12-09 Canonical article edition date; earlier identified parent-issue date retained separately O040 AI_FOR_SE 2026-10-11 RETAINED 46 developer contributors and expert interviews are reported practice; protocol adoption is not proof of secure deployment. Industry/practitioner publication — multi practitioner survey and interviews SE_FOR_AI 6.7;3.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/mcp-deepdive multi_practitioner_survey_and_interviews newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/mcp-deepdive true Developer accounts and maintainer interviews examine internal MCP adoption, debugging, legacy systems and tool-interface design. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/mcp-deepdive 2025 Public main article available; classification-bearing passages reviewed public_text [] {"actual":["C:C11"],"authors":"Gergely Orosz (introduction/interview); Nicole Forsgren; Abi Noda (excerpts)","category":null,"collection":"P","id":"P078","kind":"practitioner_article","label":"Frictionless: why great developer experience can help teams win in the ‘AI age’","limitation":" Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C11"],"printed":true,"streams":["T:Productivity","T:Engineering structure"],"summary":"An interview and excerpts from Nicole Forsgren and Abi Noda connect developer friction, organizational change and meaningful measurement.","topics":["K:Developer workflow and adoption","K:Output versus shipped value","K:Human cognitive load"],"url":"https://newsletter.pragmaticengineer.com/p/frictionless-why-great-developer","volumes":["V06"],"year":"2025-12-10"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz (introduction/interview); Nicole Forsgren; Abi Noda (excerpts) Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged 11.1 app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz (introduction/interview); Nicole Forsgren; Abi Noda (excerpts) C02;C11 Developer-friction guidance connects individual workflow to organizational delivery; a book excerpt is not a fresh experiment. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION An interview and excerpts from Nicole Forsgren and Abi Noda connect developer friction, organizational change and meaningful measurement. not_asserted 2026-10-11 2025-12-10 NOT_PERFORMED Industry/practitioner publication — introduced guest book excerpt ADAPTED_OR_EXCERPTED_WORK Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Productivity Identifier frozen from the previous catalogue; not renumbered. An interview and excerpts from Nicole Forsgren and Abi Noda connect developer friction, organizational change and meaningful measurement. practitioner_article Frictionless: why great developer experience can help teams win in the ‘AI age’ Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Faster generation need not remove delivery bottlenecks. The introduced book explicitly distinguishes practitioner guidance from the research foundations of Accelerate. Developer-friction guidance connects individual workflow to organizational delivery; a book excerpt is not a fresh experiment. ACTUAL_MAIN_TEXT_AND_APPENDIX_B PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation ["C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-12-10 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-12-10 Canonical article edition date; earlier identified parent-issue date retained separately W024 AI_FOR_SE 2026-10-11 RETAINED Forsgren/Noda book excerpts require original-author roles; Orosz's introduction is a separate contribution. Industry/practitioner publication — introduced guest book excerpt 2.7;11.1 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/frictionless-why-great-developer introduced_guest_book_excerpt newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/frictionless-why-great-developer true An interview and excerpts from Nicole Forsgren and Abi Noda connect developer friction, organizational change and meaningful measurement. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/frictionless-why-great-developer 2025 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P079","kind":"practitioner_article","label":"How AWS deals with a major outage","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C11"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"An incident responder explains AWS’s October outage, mitigation coordination, lock contention and planned verification improvements.","topics":["K:Specifications and governance","K:Ownership and knowledge transfer"],"url":"https://newsletter.pragmaticengineer.com/p/how-aws-deals-with-a-major-outage","volumes":[],"year":"2025-12-16"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C11;C05 Incident-response reporting illustrates operational coordination and learning, without testing AI-generated recovery strategies. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION An incident responder explains AWS’s October outage, mitigation coordination, lock contention and planned verification improvements. not_asserted 2026-10-11 2025-12-16 NOT_PERFORMED Industry/practitioner publication — incident response interview SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Code quality & security Identifier frozen from the previous catalogue; not renumbered. An incident responder explains AWS’s October outage, mitigation coordination, lock contention and planned verification improvements. practitioner_article How AWS deals with a major outage Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The account grounds reliability in system behavior and response practices rather than unsupported staffing explanations. It is an insider post-incident account, not an AI productivity study. Incident-response reporting illustrates operational coordination and learning, without testing AI-generated recovery strategies. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2025-12-16 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2025-12-16 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Named incident responder's account adds perspective to P067, not an independent incident sample. Industry/practitioner publication — incident response interview 11.6;5.6 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/how-aws-deals-with-a-major-outage incident_response_interview newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/how-aws-deals-with-a-major-outage true An incident responder explains AWS’s October outage, mitigation coordination, lock contention and planned verification improvements. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/how-aws-deals-with-a-major-outage 2025 Public main article available; classification-bearing passages reviewed public_text [{"url": "https://blog.pragmaticengineer.com/the-grief-when-ai-writes-most-of-the-code/", "title": "The grief when AI writes most of the code", "date": "2026-01-07", "source_ref": "turn319030view2", "relation": "alternate_publication", "reason": "Author-confirmed excerpt/republication; retain the more complete canonical article."}] https://blog.pragmaticengineer.com/the-grief-when-ai-writes-most-of-the-code/ {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P080","kind":"practitioner_article","label":"When AI writes almost all code, what happens to software engineering?","limitation":"Originally paid; made public September 24. Use original January publication date. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C01","C:C10"],"printed":false,"streams":["T:Engineering structure","T:Skills & learning"],"summary":"Orosz combines bounded personal experiments and practitioner accounts to discuss the shift from typing code toward product judgment, verification and coordination.","topics":["K:Human-agent collaboration","K:System understanding and rationale"],"url":"https://newsletter.pragmaticengineer.com/p/when-ai-writes-almost-all-code-what","volumes":[],"year":"2026-01-06"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C01;C10 Changed code-production practices redistribute work and identity while retaining the need for understanding. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Orosz combines bounded personal experiments and practitioner accounts to discuss the shift from typing code toward product judgment, verification and coordination. not_asserted 2026-10-11 2026-01-06 NOT_PERFORMED Industry/practitioner publication — practitioner forecast EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Orosz combines bounded personal experiments and practitioner accounts to discuss the shift from typing code toward product judgment, verification and coordination. practitioner_article When AI writes almost all code, what happens to software engineering? Originally paid; made public September 24. Use original January publication date. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The essay forecasts role changes while acknowledging quality and workload risks; low-risk tested examples do not prove equivalent results in all production settings. Changed code-production practices redistribute work and identity while retaining the need for understanding. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-01-06 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-01-06 Canonical article edition date; earlier identified parent-issue date retained separately O005 AI_FOR_SE 2026-10-11 RETAINED First-person production example includes review and tests; it does not measure universal autonomous-code reliability. Industry/practitioner publication — practitioner forecast 1.3;10.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/when-ai-writes-almost-all-code-what practitioner_forecast newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/when-ai-writes-almost-all-code-what true Orosz combines bounded personal experiments and practitioner accounts to discuss the shift from typing code toward product judgment, verification and coordination. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/when-ai-writes-almost-all-code-what 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Michael Abernethy","category":null,"collection":"P","id":"P081","kind":"practitioner_article","label":"Design Systems for Software Engineers","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C09"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"A Rubrik practitioner account explains shared UI components, ownership and when a design-system investment makes sense, including AI-assisted implementation.","topics":["K:Architecture and modularity","K:Code reuse and duplication","K:Agent context and persistent memory"],"url":"https://newsletter.pragmaticengineer.com/p/design-systems-for-software-engineers","volumes":[],"year":"2026-01-13"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Michael Abernethy Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Michael Abernethy C05;C09 Design-system architecture, component reuse and ownership are general software-engineering concerns. A secondary AI-assisted-development section offers context, not an AI-specific controlled comparison. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION A Rubrik practitioner account explains shared UI components, ownership and when a design-system investment makes sense, including AI-assisted implementation. not_asserted 2026-10-11 2026-01-13 NOT_PERFORMED Industry/practitioner publication — guest practitioner case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. A Rubrik practitioner account explains shared UI components, ownership and when a design-system investment makes sense, including AI-assisted implementation. practitioner_article Design Systems for Software Engineers Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Consistent components and design rules require maintained shared knowledge; generating UI code alone does not create a coherent design system. Design-system architecture, component reuse and ownership are general software-engineering concerns. A secondary AI-assisted-development section offers context, not an AI-specific controlled comparison. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-01-13 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-01-13 Canonical article edition date; earlier identified parent-issue date retained separately O018 GENERAL_SE 2026-10-11 RETAINED Design-system guidance is principally general engineering with an AI facet; do not force AI-only classification. Industry/practitioner publication — guest practitioner case AI_FOR_SE 5.5;9.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/design-systems-for-software-engineers guest_practitioner_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/design-systems-for-software-engineers true A Rubrik practitioner account explains shared UI components, ownership and when a design-system investment makes sense, including AI-assisted implementation. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/design-systems-for-software-engineers 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":["C:C04"],"authors":"Gergely Orosz (interview/introduction); Drew Hoskins (excerpt)","category":null,"collection":"P","id":"P082","kind":"practitioner_article","label":"The Product-Minded Engineer: The importance of good errors and warnings","limitation":" Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C04","C:C05"],"printed":true,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"An interview and Drew Hoskins book excerpt examine diagnostics as a user interface, including feedback consumed by autonomous agents.","topics":["K:Specifications and governance","K:Independent verification and oracles"],"url":"https://newsletter.pragmaticengineer.com/p/the-product-minded-engineer","volumes":["V06"],"year":"2026-01-20"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz (interview/introduction); Drew Hoskins (excerpt) Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged 4.3 app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz (interview/introduction); Drew Hoskins (excerpt) C04;C05 Good error behavior links product intention to observable contracts and failure handling. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION An interview and Drew Hoskins book excerpt examine diagnostics as a user interface, including feedback consumed by autonomous agents. not_asserted 2026-10-11 2026-01-20 NOT_PERFORMED Industry/practitioner publication — introduced guest book excerpt ADAPTED_OR_EXCERPTED_WORK Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. An interview and Drew Hoskins book excerpt examine diagnostics as a user interface, including feedback consumed by autonomous agents. practitioner_article The Product-Minded Engineer: The importance of good errors and warnings Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Useful errors and scenario-based thinking connect implementation to user intent and actionable feedback; the advice is not an experimental comparison. Good error behavior links product intention to observable contracts and failure handling. ACTUAL_MAIN_TEXT_AND_APPENDIX_B PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation ["C:C04"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-01-20 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-01-20 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Drew Hoskins book excerpt concerns product judgment; preserve original content authorship and editorial introduction. Industry/practitioner publication — introduced guest book excerpt 4.3;5.1 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/the-product-minded-engineer introduced_guest_book_excerpt newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/the-product-minded-engineer true An interview and Drew Hoskins book excerpt examine diagnostics as a user interface, including feedback consumed by autonomous agents. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/the-product-minded-engineer 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P083","kind":"practitioner_article","label":"Inside a five-year-old startup’s rapid AI makeover","limitation":"Author discloses a family relationship with Craft’s founder and no financial interest. Paywall removed in June; original publication remains January 27. Craft’s founder is identified as Orosz’s brother. This disclosed relationship and later update material must remain visible when using the company case. A June 27, 2026 access/acquisition update is separate from the January 2026 edition date; later promotional context must not be retroactively dated to the original article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"Craft’s move toward a shared visual agent interface is reported through workflows spanning engineering and nontechnical teams.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration"],"url":"https://newsletter.pragmaticengineer.com/p/ai-first-makeover-craft","volumes":[],"year":"2026-01-27"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C11;C02 A disclosed family-linked startup case illustrates adoption and workload redistribution, not a neutral representative sample. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Craft’s move toward a shared visual agent interface is reported through workflows spanning engineering and nontechnical teams. not_asserted 2026-10-11 2026-01-27 NOT_PERFORMED Industry/practitioner publication — reported company case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Craft’s move toward a shared visual agent interface is reported through workflows spanning engineering and nontechnical teams. practitioner_article Inside a five-year-old startup’s rapid AI makeover Author discloses a family relationship with Craft’s founder and no financial interest. Paywall removed in June; original publication remains January 27. Craft’s founder is identified as Orosz’s brother. This disclosed relationship and later update material must remain visible when using the company case. A June 27, 2026 access/acquisition update is separate from the January 2026 edition date; later promotional context must not be retroactively dated to the original article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The case illustrates workflow redesign and changing ownership. Delivery improvements and counterfactual timelines are company testimony, not controlled measurements. A disclosed family-linked startup case illustrates adoption and workload redistribution, not a neutral representative sample. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-01-27 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-01-27 Canonical article edition date; earlier identified parent-issue date retained separately W007 AI_FOR_SE 2026-10-11 ANNOTATION_QUALIFIED A June 27, 2026 access/acquisition update is separate from the January 2026 edition date; later promotional context must not be retroactively dated to the original article. Industry/practitioner publication — reported company case 11.1;2.4 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/ai-first-makeover-craft reported_company_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/ai-first-makeover-craft true Craft’s move toward a shared visual agent interface is reported through workflows spanning engineering and nontechnical teams. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/ai-first-makeover-craft 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":["C:C12"],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P084","kind":"practitioner_article","label":"I replaced a $120/year micro-SaaS in 20 minutes with LLM-generated code","limitation":"The reported replacement covers the personal functionality the author used, not the complete SaaS product; lifecycle maintenance and opportunity costs were not measured. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":true,"streams":["T:Economics","T:Productivity"],"summary":"Reports rebuilding a small testimonials feature with Codex, including planning, modular data, testing and deployment.","topics":["K:Economic costs and return","K:Output versus shipped value"],"url":"https://blog.pragmaticengineer.com/i-replaced-a-120-year-micro-saas-in-20-minutes-with-llm-generated-code/","volumes":["V06"],"year":"2026-01-29"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged 12.4 app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz C12 The personal build-versus-buy experiment has a narrow scope; the headline omits long-term maintenance and service equivalence. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Reports rebuilding a small testimonials feature with Codex, including planning, modular data, testing and deployment. not_asserted 2026-10-11 2026-01-29 NOT_PERFORMED Industry/practitioner publication — first person case report SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Economics Identifier frozen from the previous catalogue; not renumbered. Reports rebuilding a small testimonials feature with Codex, including planning, modular data, testing and deployment. practitioner_article I replaced a $120/year micro-SaaS in 20 minutes with LLM-generated code The reported replacement covers the personal functionality the author used, not the complete SaaS product; lifecycle maintenance and opportunity costs were not measured. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Demonstrates a bounded build-versus-buy example, not the general replacement of SaaS. Maintenance, verification and changing compliance obligations remain outside the headline time comparison. The personal build-versus-buy experiment has a narrow scope; the headline omits long-term maintenance and service equivalence. ACTUAL_MAIN_TEXT_AND_APPENDIX_B PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-01-29 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-01-29 Canonical article edition date; earlier identified parent-issue date retained separately O045;W145 AI_FOR_SE 2026-10-11 RETAINED One personal replacement demonstrates a build-versus-buy example; headline implementation minutes do not include lifecycle costs. Industry/practitioner publication — first person case report 12.1;12.4 NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/i-replaced-a-120-year-micro-saas-in-20-minutes-with-llm-generated-code/ first_person_case_report blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/i-replaced-a-120-year-micro-saas-in-20-minutes-with-llm-generated-code/ true Reports rebuilding a small testimonials feature with Codex, including planning, modular data, testing and deployment. The replacement covered a narrower personal use case than the original service. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/i-replaced-a-120-year-micro-saas-in-20-minutes-with-llm-generated-code/ 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P085","kind":"practitioner_article","label":"Deepdive: How 10 tech companies choose the next generation of dev tools","limitation":"Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C03"],"printed":false,"streams":["T:Productivity","T:Verification & review"],"summary":"Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints.","topics":["K:Evaluation methodology and baselines","K:Developer workflow and adoption"],"url":"https://newsletter.pragmaticengineer.com/p/measuring-ai-dev-tools","volumes":[],"year":"2026-02-03"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C02;C03 Choosing coding tools requires fit-for-purpose evaluation; this is procurement/evaluation rather than primarily code review. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. not_asserted 2026-10-11 2026-02-03 NOT_PERFORMED Industry/practitioner publication — multi company case study SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Productivity Identifier frozen from the previous catalogue; not renumbered. Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. practitioner_article Deepdive: How 10 tech companies choose the next generation of dev tools Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Tools differ by codebase and evaluation criteria. Reported comment scoring is more informative than raw usage, but the cases do not establish a universal vendor ranking. Choosing coding tools requires fit-for-purpose evaluation; this is procurement/evaluation rather than primarily code review. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-02-03 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-02-03 Canonical article edition date; earlier identified parent-issue date retained separately W008 AI_FOR_SE 2026-10-11 RETAINED Selected company interviews, including anonymous contributors, describe procurement choices; not a randomized vendor comparison. Industry/practitioner publication — multi company case study 2.8;3.9 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/measuring-ai-dev-tools multi_company_case_study newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/measuring-ai-dev-tools true Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/measuring-ai-dev-tools 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P086","kind":"practitioner_article","label":"Steve Yegge on AI Agents and the Future of Software Engineering","limitation":"Yegge’s eight stages are a provocative practitioner ladder, not a validated maturity scale and not Osmani’s independent agency/orchestration axes. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C03","C:C11"],"printed":false,"streams":["T:What agents can do","T:Jobs & roles"],"summary":"A written interview explores Yegge’s autonomy ladder, multi-agent work, fatigue and predictions about engineering employment.","topics":["K:Long-running agent execution","K:Human-agent collaboration"],"url":"https://newsletter.pragmaticengineer.com/p/steve-yegge-on-ai-agents-and-the","volumes":[],"year":"2026-02-10"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C03;C11 Yegge's levels and forecasts describe a practitioner's model of agent work, not a validated maturity scale. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION A written interview explores Yegge’s autonomy ladder, multi-agent work, fatigue and predictions about engineering employment. not_asserted 2026-10-11 2026-02-10 NOT_PERFORMED Industry/practitioner publication — practitioner interview SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit What agents can do Identifier frozen from the previous catalogue; not renumbered. A written interview explores Yegge’s autonomy ladder, multi-agent work, fatigue and predictions about engineering employment. practitioner_article Steve Yegge on AI Agents and the Future of Software Engineering Yegge’s eight stages are a provocative practitioner ladder, not a validated maturity scale and not Osmani’s independent agency/orchestration axes. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. These are provocative practitioner forecasts, not validated maturity levels or labor-market estimates. Higher autonomy is not established as inherently better. Yegge's levels and forecasts describe a practitioner's model of agent work, not a validated maturity scale. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-02-10 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-02-10 Canonical article edition date; earlier identified parent-issue date retained separately O010 AI_FOR_SE 2026-10-11 RETAINED Yegge's stages are an interviewee framework, distinct from Osmani's agency/orchestration axes and not validated maturity levels. Industry/practitioner publication — practitioner interview 3.7;11.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/steve-yegge-on-ai-agents-and-the practitioner_interview newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/steve-yegge-on-ai-agents-and-the true A written interview explores Yegge’s autonomy ladder, multi-agent work, fatigue and predictions about engineering employment. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/steve-yegge-on-ai-agents-and-the 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P087","kind":"practitioner_article","label":"How Codex is built","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C03","C:C07"],"printed":false,"streams":["T:What agents can do","T:Engineering structure"],"summary":"Interviews with Codex builders describe the agent loop, language choices, evaluation, internal use and tiered code review.","topics":["K:Long-running agent execution","K:Independent verification and oracles"],"url":"https://newsletter.pragmaticengineer.com/p/how-codex-is-built","volumes":[],"year":"2026-02-17"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C03;C07 The Codex case explains tool and verification design; vendor reports are not independent evaluations. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews with Codex builders describe the agent loop, language choices, evaluation, internal use and tiered code review. not_asserted 2026-10-11 2026-02-17 NOT_PERFORMED Industry/practitioner publication — reported company case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit What agents can do Identifier frozen from the previous catalogue; not renumbered. Interviews with Codex builders describe the agent loop, language choices, evaluation, internal use and tiered code review. practitioner_article How Codex is built Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The case connects capability with harness design and verification; team estimates of generated code and counterfactual delivery time should not be treated as measured causal effects. The Codex case explains tool and verification design; vendor reports are not independent evaluations. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-02-17 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-02-17 Canonical article edition date; earlier identified parent-issue date retained separately W095 AI_FOR_SE 2026-10-11 RETAINED Codex interviews mix agent-product architecture and internal development workflow; retain both subject facets and separate them from measured effects. Industry/practitioner publication — reported company case SE_FOR_AI 3.6;7.8 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/how-codex-is-built reported_company_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/how-codex-is-built true Interviews with Codex builders describe the agent loop, language choices, evaluation, internal use and tiered code review. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/how-codex-is-built 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P088","kind":"practitioner_article","label":"The Future of Software Engineering with AI: Six Predictions","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11","C:C12"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles"],"summary":"Conference and workshop reporting considers organizational health, engineering careers, refactoring and Agile practices under AI adoption.","topics":["K:Human-agent collaboration","K:Employment and early-career roles"],"url":"https://newsletter.pragmaticengineer.com/p/the-future-of-software-engineering-with-ai","volumes":[],"year":"2026-02-24"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C11;C12 Conference forecasts concern potential changes in engineering roles; they should remain forecasts. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Conference and workshop reporting considers organizational health, engineering careers, refactoring and Agile practices under AI adoption. not_asserted 2026-10-11 2026-02-24 NOT_PERFORMED Industry/practitioner publication — conference synthesis EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Conference and workshop reporting considers organizational health, engineering careers, refactoring and Agile practices under AI adoption. practitioner_article The Future of Software Engineering with AI: Six Predictions Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The synthesis argues that existing organizational conditions influence outcomes. Forecasts and quoted vendor data are not independent experiments. Conference forecasts concern potential changes in engineering roles; they should remain forecasts. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-02-24 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-02-24 Canonical article edition date; earlier identified parent-issue date retained separately AI_FOR_SE 2026-10-11 RETAINED Reporting draws on the Pragmatic Summit and a separate roughly 50-person workshop; selected participants are not an industry-wide consensus sample. Industry/practitioner publication — conference synthesis 11.2;12.8 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/the-future-of-software-engineering-with-ai conference_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/the-future-of-software-engineering-with-ai true Conference and workshop reporting considers organizational health, engineering careers, refactoring and Agile practices under AI adoption. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/the-future-of-software-engineering-with-ai 2026 Public main article available; separate paid supplementary material not reviewed public_article_paid_extras [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P089","kind":"practitioner_article","label":"AI Tooling for Software Engineers in 2026","limitation":"Survey ran January 27–February 17, 2026; same cohort as the two impact follow-ups. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. The same page calls the paid supplement 65 pages near the beginning and 35 pages near the end. It also pairs 55% regular agent usage with 507 people; 507/906 is about 56%, so the response denominator or rounding needs clarification. Neither discrepancy is silently corrected. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C11"],"printed":true,"streams":["T:Productivity","T:Engineering structure"],"summary":"A survey of newsletter readers examines coding-tool adoption, model preferences, seniority and organizational differences.","topics":["K:Developer workflow and adoption","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/ai-tooling-2026","volumes":[],"year":"2026-03-03"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz; Elin Nilsson C02;C11 The reader survey measures reported usage and sentiment, not causal productivity or population-wide adoption. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION A survey of newsletter readers examines coding-tool adoption, model preferences, seniority and organizational differences. not_asserted 2026-10-11 2026-03-03 NOT_PERFORMED Industry/practitioner publication — reader survey analysis ORIGINAL_VOLUNTARY_OBSERVATIONAL_SURVEY Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Productivity Identifier frozen from the previous catalogue; not renumbered. A survey of newsletter readers examines coding-tool adoption, model preferences, seniority and organizational differences. practitioner_article AI Tooling for Software Engineers in 2026 Survey ran January 27–February 17, 2026; same cohort as the two impact follow-ups. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. The same page calls the paid supplement 65 pages near the beginning and 35 pages near the end. It also pairs 55% regular agent usage with 507 people; 507/906 is about 56%, so the response denominator or rounding needs clarification. Neither discrepancy is silently corrected. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The volunteer survey reports associations among tool use, role, company size and sentiment. Procurement explanations are author hypotheses, not identified causes; neither population market share nor causal productivity follows from these responses. The reader survey measures reported usage and sentiment, not causal productivity or population-wide adoption. ACTUAL_APPENDIX_B_ONLY PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-03-03 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-03-03 Canonical article edition date; earlier identified parent-issue date retained separately W020 AI_FOR_SE 2026-10-11 MAPPING_REVISED All eight advertised survey sections and demographics are visible; paid material is an additional report. Adoption and organizational patterns inform observational adoption and team work, not a measured comprehension-debt claim. Avoid treating the author's procurement explanation as an established causal result. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. The same page calls the paid supplement 65 pages near the beginning and 35 pages near the end. It also pairs 55% regular agent usage with 507 people; 507/906 is about 56%, so the response denominator or rounding needs clarification. Neither discrepancy is silently corrected. Industry/practitioner publication — reader survey analysis 2.4;11.1 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:AI_SURVEY_2026 https://newsletter.pragmaticengineer.com/p/ai-tooling-2026 reader_survey_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/ai-tooling-2026 true A survey of newsletter readers examines coding-tool adoption, model preferences, seniority and organizational differences. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/ai-tooling-2026 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P090","kind":"practitioner_article","label":"How Uber uses AI for development: inside look","limitation":"Original publication March 10; updated March 11. Reported adoption percentages use different denominators. Author discloses former employment at Uber. The source’s correction distinguishes 84% agentic-tool adoption from 65–72% IDE code-generation figures and CLI-specific measures; those denominators must not be interchanged. An author correction in the March 12, 2026 Pulse distinguishes the IDE-generated-code share from an earlier erroneous percentage. Original date, updated text and company-level denominators remain separate. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C09","C:C11"],"printed":false,"streams":["T:System knowledge & memory","T:Engineering structure"],"summary":"An industry case describes Uber’s AI development platform, shared context, internal agents and review-related tooling.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer"],"url":"https://newsletter.pragmaticengineer.com/p/how-uber-uses-ai-for-development","volumes":[],"year":"2026-03-10"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C09;C11 Uber's internal integration and company context are operational conditions that limit transfer of reported results. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION An industry case describes Uber’s AI development platform, shared context, internal agents and review-related tooling. not_asserted 2026-10-11 2026-03-10 NOT_PERFORMED Industry/practitioner publication — reported company case SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit System knowledge & memory Identifier frozen from the previous catalogue; not renumbered. An industry case describes Uber’s AI development platform, shared context, internal agents and review-related tooling. practitioner_article How Uber uses AI for development: inside look Original publication March 10; updated March 11. Reported adoption percentages use different denominators. Author discloses former employment at Uber. The source’s correction distinguishes 84% agentic-tool adoption from 65–72% IDE code-generation figures and CLI-specific measures; those denominators must not be interchanged. An author correction in the March 12, 2026 Pulse distinguishes the IDE-generated-code share from an earlier erroneous percentage. Original date, updated text and company-level denominators remain separate. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The report describes internal tools, organizational context and patterns of agent adoption at Uber. These accounts suggest engineering dependencies worth testing elsewhere, but do not isolate the causal effect of platform integration on delivery outcomes. Uber's internal integration and company context are operational conditions that limit transfer of reported results. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-03-10 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-03-10 Canonical article edition date; earlier identified parent-issue date retained separately O002 AI_FOR_SE 2026-10-11 ANNOTATION_QUALIFIED Replace a causal-sounding platform claim with an attributed company observation. An author correction in the March 12, 2026 Pulse distinguishes the IDE-generated-code share from an earlier erroneous percentage. Original date, updated text and company-level denominators remain separate. Industry/practitioner publication — reported company case 9.5;11.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/how-uber-uses-ai-for-development reported_company_case newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/how-uber-uses-ai-for-development true An industry case describes Uber’s AI development platform, shared context, internal agents and review-related tooling. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/how-uber-uses-ai-for-development 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P091","kind":"practitioner_article","label":"Are AI agents actually slowing us down?","limitation":"Observed product bugs and the author’s inference that AI caused them are different claims. Visible anecdotes do not identify a causal quality effect. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C08"],"printed":false,"streams":["T:Productivity","T:Code quality & security"],"summary":"Orosz contrasts increased generation and pull-request activity with quality problems, cleanup, outages and organizational mandates.","topics":["K:Output versus shipped value","K:Technical debt and complexity","K:Review capacity and maintainers"],"url":"https://newsletter.pragmaticengineer.com/p/are-ai-agents-actually-slowing-us","volumes":[],"year":"2026-03-17"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C02;C08 The synthesis highlights downstream cleanup and review load rather than equating more generated changes with more value. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Orosz contrasts increased generation and pull-request activity with quality problems, cleanup, outages and organizational mandates. not_asserted 2026-10-11 2026-03-17 NOT_PERFORMED Industry/practitioner publication — reported practitioner analysis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Productivity Identifier frozen from the previous catalogue; not renumbered. Orosz contrasts increased generation and pull-request activity with quality problems, cleanup, outages and organizational mandates. practitioner_article Are AI agents actually slowing us down? Observed product bugs and the author’s inference that AI caused them are different claims. Visible anecdotes do not identify a causal quality effect. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Activity can rise without corresponding product value. Claims drawn from underlying studies require separate source verification before causal use. The synthesis highlights downstream cleanup and review load rather than equating more generated changes with more value. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-03-17 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-03-17 Canonical article edition date; earlier identified parent-issue date retained separately W004;W010 AI_FOR_SE 2026-10-11 RETAINED Reuses the Uber account and contrasts PR activity with quality; observational comparisons do not identify agent-caused changes. Industry/practitioner publication — reported practitioner analysis 2.6;8.1 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/are-ai-agents-actually-slowing-us reported_practitioner_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/are-ai-agents-actually-slowing-us true Orosz contrasts increased generation and pull-request activity with quality problems, cleanup, outages and organizational mandates. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/are-ai-agents-actually-slowing-us 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P092","kind":"practitioner_article","label":"“How to be a 10x engineer” – interview with a standout dev","limitation":"The 10x label is descriptive rhetoric around one selected developer, not a measured productivity multiplier. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C10","C:C11"],"printed":false,"streams":["T:Skills & learning","T:Engineering structure"],"summary":"Interviews with an experienced engineer and a former manager explore ownership, task decomposition, communication and collaboration.","topics":["K:System understanding and rationale","K:Ownership and knowledge transfer"],"url":"https://newsletter.pragmaticengineer.com/p/how-to-be-a-10x-engineer-interview","volumes":[],"year":"2026-03-24"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C10;C11 A standout engineer's experience motivates judgment and context; '10x' is not a measured effect size. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews with an experienced engineer and a former manager explore ownership, task decomposition, communication and collaboration. not_asserted 2026-10-11 2026-03-24 NOT_PERFORMED Industry/practitioner publication — practitioner interview SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Skills & learning Identifier frozen from the previous catalogue; not renumbered. Interviews with an experienced engineer and a former manager explore ownership, task decomposition, communication and collaboration. practitioner_article “How to be a 10x engineer” – interview with a standout dev The 10x label is descriptive rhetoric around one selected developer, not a measured productivity multiplier. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The account illustrates effectiveness beyond code activity; the “10x” label is rhetorical rather than a measured multiplier. A standout engineer's experience motivates judgment and context; '10x' is not a measured effect size. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-03-24 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-03-24 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED An anonymous engineer profile and former-manager account do not operationally measure a tenfold productivity effect. Industry/practitioner publication — practitioner interview 10.8;11.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/how-to-be-a-10x-engineer-interview practitioner_interview newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/how-to-be-a-10x-engineer-interview true Interviews with an experienced engineer and a former manager explore ownership, task decomposition, communication and collaboration. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/how-to-be-a-10x-engineer-interview 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P093","kind":"practitioner_article","label":"Is the FDE role becoming less desirable?","limitation":"Non-Pulse-titled blog excerpt; not a duplicate of the longer August 2025 Deepdive. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2026-03-19. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11","C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Engineering structure"],"summary":"Revisits forward-deployed engineering through two disappointed practitioners and external hiring coverage, contrasting role marketing with sales and customer-delivery duties.","topics":["K:Employment and early-career roles","K:Human-agent collaboration"],"url":"https://blog.pragmaticengineer.com/is-the-fde-role-becoming-less-desirable/","volumes":[],"year":"2026-03-27"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12;C11 A small set of dissatisfied accounts qualifies FDE enthusiasm; it does not estimate role-wide job satisfaction. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Revisits forward-deployed engineering through two disappointed practitioners and external hiring coverage, contrasting role marketing with sales and customer-delivery duties. not_asserted 2026-10-11 2026-03-19 NOT_PERFORMED Industry/practitioner publication — reported role analysis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Revisits forward-deployed engineering through two disappointed practitioners and external hiring coverage, contrasting role marketing with sales and customer-delivery duties. practitioner_article Is the FDE role becoming less desirable? Non-Pulse-titled blog excerpt; not a duplicate of the longer August 2025 Deepdive. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2026-03-19. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The examples qualify an earlier positive account: identical job titles can hide substantially different engineering responsibilities. They do not establish market-wide dissatisfaction rates. A small set of dissatisfied accounts qualifies FDE enthusiasm; it does not estimate role-wide job satisfaction. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-03-19 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/the-pulse-is-the-fde-role-becoming not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-03-27 Canonical article edition date; earlier identified parent-issue date retained separately AI_ECOSYSTEM 2026-10-11 RETAINED Retitled Pulse-derived discussion concerns the trade-offs and desirability of the FDE role; not a representative hiring-rate estimate. Industry/practitioner publication — reported role analysis 12.5;11.2 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/is-the-fde-role-becoming-less-desirable/ reported_role_analysis blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/is-the-fde-role-becoming-less-desirable/ false Revisits forward-deployed engineering through two disappointed practitioners and external hiring coverage, contrasting role marketing with sales and customer-delivery duties. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/is-the-fde-role-becoming-less-desirable/ 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz (introduction); Philip Kiely (guest excerpt)","category":null,"collection":"P","id":"P094","kind":"practitioner_article","label":"What is inference engineering? Deepdive","limitation":" Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C12"],"printed":false,"streams":["T:Engineering structure","T:Economics"],"summary":"An introduced excerpt by Philip Kiely explains serving models through batching, caching, quantization, parallel execution and autoscaling.","topics":["K:Architecture and modularity","K:Economic costs and return","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/what-is-inference-engineering","volumes":[],"year":"2026-03-31"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz (introduction); Philip Kiely (guest excerpt) Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz (introduction); Philip Kiely (guest excerpt) C05;C12 Inference serving is engineering of AI infrastructure, distinct from using AI to generate application code. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION An introduced excerpt by Philip Kiely explains serving models through batching, caching, quantization, parallel execution and autoscaling. not_asserted 2026-10-11 2026-03-31 NOT_PERFORMED Industry/practitioner publication — introduced guest book excerpt ADAPTED_OR_EXCERPTED_WORK Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. An introduced excerpt by Philip Kiely explains serving models through batching, caching, quantization, parallel execution and autoscaling. practitioner_article What is inference engineering? Deepdive Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Inference engineering involves explicit latency, throughput and cost tradeoffs. This is engineering AI infrastructure, not evidence that coding assistants improve developer productivity. Inference serving is engineering of AI infrastructure, distinct from using AI to generate application code. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-03-31 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-03-31 Canonical article edition date; earlier identified parent-issue date retained separately SE_FOR_AI 2026-10-11 RETAINED Philip Kiely's book excerpt is inference-engineering guidance; preserve original author and distinguish vendor context from benchmark evidence. Industry/practitioner publication — introduced guest book excerpt 5.5;12.1 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/what-is-inference-engineering introduced_guest_book_excerpt newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/what-is-inference-engineering true An introduced excerpt by Philip Kiely explains serving models through batching, caching, quantization, parallel execution and autoscaling. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/what-is-inference-engineering 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P095","kind":"practitioner_article","label":"The impact of AI on software engineers in 2026: key trends. Part 1","limitation":"Uses the same respondent cohort as AI Tooling 2026 and key trends Part 2; not independent replication. Builders, shippers and coasters are interpretive response groupings, not a validated psychological or competency typology. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11","C:C12"],"printed":true,"streams":["T:Economics","T:Jobs & roles"],"summary":"A follow-up analysis of the 2026 reader survey examines tool costs, usage limits, developer identity and uneven changes to engineering work.","topics":["K:Economic costs and return","K:Employment and early-career roles","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/the-impact-of-ai-on-software-engineers-2026","volumes":[],"year":"2026-04-14"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz; Elin Nilsson C12;C11 Cost and identity findings extend the shared 2026 survey; editorial respondent categories are not validated competence measures. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION A follow-up analysis of the 2026 reader survey examines tool costs, usage limits, developer identity and uneven changes to engineering work. not_asserted 2026-10-11 2026-04-14 NOT_PERFORMED Industry/practitioner publication — reader survey analysis ORIGINAL_VOLUNTARY_OBSERVATIONAL_SURVEY Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Economics Identifier frozen from the previous catalogue; not renumbered. A follow-up analysis of the 2026 reader survey examines tool costs, usage limits, developer identity and uneven changes to engineering work. practitioner_article The impact of AI on software engineers in 2026: key trends. Part 1 Uses the same respondent cohort as AI Tooling 2026 and key trends Part 2; not independent replication. Builders, shippers and coasters are interpretive response groupings, not a validated psychological or competency typology. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Reported attitudes and usage patterns vary substantially; editorial developer categories are not validated measures of ability. Cost and identity findings extend the shared 2026 survey; editorial respondent categories are not validated competence measures. ACTUAL_APPENDIX_B_ONLY PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-04-14 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-04-14 Canonical article edition date; earlier identified parent-issue date retained separately O045 AI_FOR_SE 2026-10-11 MAPPING_REVISED Cost constraints and respondent-role patterns inform economics and organization, not measured comprehension debt. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. Industry/practitioner publication — reader survey analysis 12.1;11.1 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:AI_SURVEY_2026 https://newsletter.pragmaticengineer.com/p/the-impact-of-ai-on-software-engineers-2026 reader_survey_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/the-impact-of-ai-on-software-engineers-2026 true A follow-up analysis of the 2026 reader survey examines tool costs, usage limits, developer identity and uneven changes to engineering work. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/the-impact-of-ai-on-software-engineers-2026 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz; Steve Huynh","category":null,"collection":"P","id":"P096","kind":"practitioner_article","label":"Learnings from conducting ~1,000 interviews at Amazon","limitation":"The guest’s approximately one thousand interviews describe experience and authority, not a published validation dataset for the proposed interview approach. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C10","C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Steve Huynh shares experience from technical and behavioral interviews, followed by an excerpt from his book.","topics":["K:Evaluation methodology and baselines","K:Skills formation and teaching"],"url":"https://newsletter.pragmaticengineer.com/p/learnings-from-conducting-1000-interviews","volumes":[],"year":"2026-04-21"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Steve Huynh Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Steve Huynh C10;C12 Experienced interviewer guidance concerns assessment quality, not a controlled test of interview validity. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Steve Huynh shares experience from technical and behavioral interviews, followed by an excerpt from his book. not_asserted 2026-10-11 2026-04-21 NOT_PERFORMED Industry/practitioner publication — guest practitioner essay and book excerpt ADAPTED_OR_EXCERPTED_WORK Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Steve Huynh shares experience from technical and behavioral interviews, followed by an excerpt from his book. practitioner_article Learnings from conducting ~1,000 interviews at Amazon The guest’s approximately one thousand interviews describe experience and authority, not a published validation dataset for the proposed interview approach. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Interview readiness includes explaining decisions and collaboration, not just solving coding tasks. Recollections and advice do not establish the predictive validity of an interview rubric. Experienced interviewer guidance concerns assessment quality, not a controlled test of interview validity. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-04-21 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-04-21 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Steve Huynh's interview experience supports practical coaching, not a controlled study with one thousand independent research participants. Industry/practitioner publication — guest practitioner essay and book excerpt 10.8;12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/learnings-from-conducting-1000-interviews guest_practitioner_essay_and_book_excerpt newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/learnings-from-conducting-1000-interviews true Steve Huynh shares experience from technical and behavioral interviews, followed by an excerpt from his book. The account emphasizes communication, demonstrated past work, role expectations and level calibration. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/learnings-from-conducting-1000-interviews 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P097","kind":"practitioner_article","label":"How will AI change operating systems? Part 1: Ubuntu and Linux","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C06"],"printed":false,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"An interview with Canonical explains accelerator support, local-model packaging, developer tooling and exploratory agent-friendly OS features.","topics":["K:Dependencies and agent supply chain","K:Architecture and modularity"],"url":"https://newsletter.pragmaticengineer.com/p/ubuntu-and-ai","volumes":[],"year":"2026-04-28"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C06;C05 Operating-system AI plans concern platform integration and trust; planned features are not completed security evaluations. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION An interview with Canonical explains accelerator support, local-model packaging, developer tooling and exploratory agent-friendly OS features. not_asserted 2026-10-11 2026-04-28 NOT_PERFORMED Industry/practitioner publication — company interview and platform report SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. An interview with Canonical explains accelerator support, local-model packaging, developer tooling and exploratory agent-friendly OS features. practitioner_article How will AI change operating systems? Part 1: Ubuntu and Linux Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Running models and agents reliably requires infrastructure support, not just prompts. Planned capabilities should not be treated as shipping features or measured safety guarantees. Operating-system AI plans concern platform integration and trust; planned features are not completed security evaluations. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-04-28 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-04-28 Canonical article edition date; earlier identified parent-issue date retained separately SE_FOR_AI 2026-10-11 RETAINED Canonical executive interview addresses operating-system permissions and agent execution, not an AI-assisted coding productivity experiment. Industry/practitioner publication — company interview and platform report AI_FOR_SE 6.7;5.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/ubuntu-and-ai company_interview_and_platform_report newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/ubuntu-and-ai true An interview with Canonical explains accelerator support, local-model packaging, developer tooling and exploratory agent-friendly OS features. The preview distinguishes present hardware enablement from longer-term workflow plans. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/ubuntu-and-ai 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz (introduction); Martin Kleppmann; Chris Riccomini (excerpts)","category":null,"collection":"P","id":"P098","kind":"practitioner_article","label":"Designing Data-Intensive Applications: The Cloud & Doing the Right Thing","limitation":"Displayed byline: Gergely Orosz. Excerpt authors: Martin Kleppmann and Chris Riccomini. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11","C:C12"],"printed":false,"streams":["T:Economics","T:Engineering structure"],"summary":"Orosz introduces authorized excerpts by Martin Kleppmann and Chris Riccomini on cloud versus self-hosting and engineers’ ethical responsibilities.","topics":["K:Economic costs and return","K:Architecture and modularity","K:Specifications and governance"],"url":"https://newsletter.pragmaticengineer.com/p/designing-data-intensive-applications-book-excerpt","volumes":[],"year":"2026-05-05"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz (introduction); Martin Kleppmann; Chris Riccomini (excerpts) Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz (introduction); Martin Kleppmann; Chris Riccomini (excerpts) C12;C11 The guest excerpts connect cloud choices and professional ethics to organizational constraints; credit the book's authors. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Orosz introduces authorized excerpts by Martin Kleppmann and Chris Riccomini on cloud versus self-hosting and engineers’ ethical responsibilities. not_asserted 2026-10-11 2026-05-05 NOT_PERFORMED Industry/practitioner publication — introduced guest book excerpt ADAPTED_OR_EXCERPTED_WORK Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Economics Identifier frozen from the previous catalogue; not renumbered. Orosz introduces authorized excerpts by Martin Kleppmann and Chris Riccomini on cloud versus self-hosting and engineers’ ethical responsibilities. practitioner_article Designing Data-Intensive Applications: The Cloud & Doing the Right Thing Displayed byline: Gergely Orosz. Excerpt authors: Martin Kleppmann and Chris Riccomini. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Build/buy and hosting choices depend on workload and organizational capabilities. Excerpt authorship must be credited; this is not an Orosz experiment or an evaluation of coding agents. The guest excerpts connect cloud choices and professional ethics to organizational constraints; credit the book's authors. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-05-05 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-05-05 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED The 2026 second-edition excerpt credits Martin Kleppmann and Chris Riccomini; edition date, original book history and Orosz introduction remain distinct. Industry/practitioner publication — introduced guest book excerpt 12.1;11.6 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/designing-data-intensive-applications-book-excerpt introduced_guest_book_excerpt newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/designing-data-intensive-applications-book-excerpt true Orosz introduces authorized excerpts by Martin Kleppmann and Chris Riccomini on cloud versus self-hosting and engineers’ ethical responsibilities. The visible discussion relates operational control, expertise, workload variability and cost. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/designing-data-intensive-applications-book-excerpt 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P099","kind":"catalogue_context_article","label":"TechPays has been acquired by Levels.fyi","limitation":"Updated 13 May 2026. The later acquisition must not be assumed to have existed when earlier salary articles were published. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Announces transfer of the author’s compensation-transparency project to Levels.fyi and discusses sustaining its data and maintenance.","topics":["K:Dataset provenance and dependency"],"url":"https://blog.pragmaticengineer.com/techpays-has-been-acquired-levels-fyi/","volumes":[],"year":"2026-05-12"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz The acquisition announcement records a later financial relationship relevant to source provenance, not new compensation research. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Announces transfer of the author’s compensation-transparency project to Levels.fyi and discusses sustaining its data and maintenance. not_asserted 2026-10-11 2026-05-12 NOT_PERFORMED Industry/practitioner publication — business announcement EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Catalogue-only material Identifier frozen from the previous catalogue; not renumbered. Announces transfer of the author’s compensation-transparency project to Levels.fyi and discusses sustaining its data and maintenance. catalogue_context_article TechPays has been acquired by Levels.fyi Updated 13 May 2026. The later acquisition must not be assumed to have existed when earlier salary articles were published. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Provides provenance and a disclosed business relationship relevant to salary-data commentary, not a new compensation study. The acquisition announcement records a later financial relationship relevant to source provenance, not new compensation research. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-05-12 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-05-12 Canonical article edition date; earlier identified parent-issue date retained separately CATALOGUE_ONLY 2026-10-11 RETAINED First-person TechPays acquisition announcement is catalogue context; it does not supply a new compensation dataset. Industry/practitioner publication — business announcement NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/techpays-has-been-acquired-levels-fyi/ business_announcement blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/techpays-has-been-acquired-levels-fyi/ true Announces transfer of the author’s compensation-transparency project to Levels.fyi and discusses sustaining its data and maintenance. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/techpays-has-been-acquired-levels-fyi/ 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P100","kind":"practitioner_article","label":"Revisiting “No Silver Bullets” in the age of AI","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C01","C:C02"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement.","topics":["K:Output versus shipped value","K:Technical debt and complexity"],"url":"https://newsletter.pragmaticengineer.com/p/revisiting-no-silver-bullets-in-the","volumes":[],"year":"2026-05-12"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C01;C02 Brooks's conceptual distinction helps separate code-production acceleration from fundamental design and coordination difficulty. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. not_asserted 2026-10-11 2026-05-12 NOT_PERFORMED Industry/practitioner publication — historical and conceptual essay EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. practitioner_article Revisiting “No Silver Bullets” in the age of AI Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Large increases in generated code are not automatically comparable gains in productivity, reliability or simplicity. The historical comparison is an argument, not a controlled test. Brooks's conceptual distinction helps separate code-production acceleration from fundamental design and coordination difficulty. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-05-12 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-05-12 Canonical article edition date; earlier identified parent-issue date retained separately O049 AI_FOR_SE 2026-10-11 RETAINED Reinterprets Brooks' argument in the AI context; analogy is not proof of a universal productivity ceiling or gain. Industry/practitioner publication — historical and conceptual essay 1.3;2.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/revisiting-no-silver-bullets-in-the historical_and_conceptual_essay newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/revisiting-no-silver-bullets-in-the true Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. The preview weighs AI against earlier developments such as reliability engineering, open source and collaboration tools. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/revisiting-no-silver-bullets-in-the 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Elin Nilsson","category":null,"collection":"P","id":"P101","kind":"practitioner_article","label":"AI’s impact on software engineers in 2026: key trends, Part 2","limitation":"Self-selected respondents and subjective reports; shared 2026 survey dataset with AI Tooling 2026 and key trends Part 1. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C10"],"printed":true,"streams":["T:Skills & learning","T:Code quality & security"],"summary":"The final analysis of the publication’s 2026 reader survey examines team adoption, codebase quality, less-experienced engineers and differing experiences of focus and cognitive load.","topics":["K:Cognitive offloading and skill debt","K:Technical debt and complexity","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/ai-impact-on-software-engineers-part-2","volumes":[],"year":"2026-05-19"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Elin Nilsson Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz; Elin Nilsson C10;C05 The same 2026 survey links reported adoption with learning and maintenance concerns, not measured retained skill. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION The final analysis of the publication’s 2026 reader survey examines team adoption, codebase quality, less-experienced engineers and differing experiences of focus and cognitive load. not_asserted 2026-10-11 2026-05-19 NOT_PERFORMED Industry/practitioner publication — reader survey analysis ORIGINAL_VOLUNTARY_OBSERVATIONAL_SURVEY Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Skills & learning Identifier frozen from the previous catalogue; not renumbered. The final analysis of the publication’s 2026 reader survey examines team adoption, codebase quality, less-experienced engineers and differing experiences of focus and cognitive load. practitioner_article AI’s impact on software engineers in 2026: key trends, Part 2 Self-selected respondents and subjective reports; shared 2026 survey dataset with AI Tooling 2026 and key trends Part 1. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Self-reported benefits coexist with maintenance and learning concerns. This is another analysis of the same survey cohort, not an independent replication of its earlier installments. The same 2026 survey links reported adoption with learning and maintenance concerns, not measured retained skill. ACTUAL_APPENDIX_B_ONLY PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-05-19 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-05-19 Canonical article edition date; earlier identified parent-issue date retained separately W117;W154 AI_FOR_SE 2026-10-11 ANNOTATION_QUALIFIED The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. Industry/practitioner publication — reader survey analysis 10.2;5.6 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:AI_SURVEY_2026 https://newsletter.pragmaticengineer.com/p/ai-impact-on-software-engineers-part-2 reader_survey_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/ai-impact-on-software-engineers-part-2 true The final analysis of the publication’s 2026 reader survey examines team adoption, codebase quality, less-experienced engineers and differing experiences of focus and cognitive load. It argues that existing engineering practices shape perceived benefits. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/ai-impact-on-software-engineers-part-2 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Jessica Salmon","category":null,"collection":"P","id":"P102","kind":"practitioner_article","label":"State of the software engineering job market in 2026","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Economics"],"summary":"The report uses job listings and workforce profiles to examine software and AI engineering demand across countries and employers.","topics":["K:Employment and early-career roles","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/state-of-the-job-market-2026","volumes":[],"year":"2026-05-26"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Jessica Salmon Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Jessica Salmon C12 The market report combines heterogeneous indicators and requires separating correlation, coverage and causation. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION The report uses job listings and workforce profiles to examine software and AI engineering demand across countries and employers. not_asserted 2026-10-11 2026-05-26 NOT_PERFORMED Industry/practitioner publication — industry data analysis SECONDARY_OR_PROVIDER_DATA_ANALYSIS Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. The report uses job listings and workforce profiles to examine software and AI engineering demand across countries and employers. practitioner_article State of the software engineering job market in 2026 Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The article states that the available data cannot answer replacement causally. Geography, employer coverage and the difference between posted vacancies and employment matter. The market report combines heterogeneous indicators and requires separating correlation, coverage and causation. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-05-26 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-05-26 Canonical article edition date; earlier identified parent-issue date retained separately W142 LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Job postings and employment datasets use different coverage and denominators; do not infer AI displacement from their juxtaposition. Industry/practitioner publication — industry data analysis 12.5;12.6 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/state-of-the-job-market-2026 industry_data_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/state-of-the-job-market-2026 true The report uses job listings and workforce profiles to examine software and AI engineering demand across countries and employers. The preview explicitly asks whether AI roles are replacing traditional software roles. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/state-of-the-job-market-2026 2026 Minimal introduction only; substantive conclusions unconfirmed minimal_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P103","kind":"practitioner_article","label":"Ideas: slow down to speed up when working with AI agents","limitation":"Do not conflate this early ideas post with the later June 23 keynote summary; related but separate publications. Only a short introduction is publicly visible. P107 explicitly develops this theme later; the overlap cannot be fully assessed without authorized access to P103. No detailed findings are inferred from its title. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":["T:Productivity"],"summary":"The accessible introduction announces draft keynote ideas about rising code production and possible consequences for quality, reliability and technical debt.","topics":[],"url":"https://newsletter.pragmaticengineer.com/p/ideas-slow-down-to-speed-up-when","volumes":[],"year":"2026-06-02"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz Only a short introduction is accessible; retain a provisional stream without inferring detailed methods, findings or section mappings. PROVISIONAL_MINIMAL_METADATA The accessible introduction announces draft keynote ideas about rising code production and possible consequences for quality, reliability and technical debt. not_asserted 2026-10-11 2026-06-02 NOT_PERFORMED Industry/practitioner publication — practitioner essay EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Productivity Identifier frozen from the previous catalogue; not renumbered. The accessible introduction announces draft keynote ideas about rising code production and possible consequences for quality, reliability and technical debt. practitioner_article Ideas: slow down to speed up when working with AI agents Do not conflate this early ideas post with the later June 23 keynote summary; related but separate publications. Only a short introduction is publicly visible. P107 explicitly develops this theme later; the overlap cannot be fully assessed without authorized access to P103. No detailed findings are inferred from its title. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. No substantive findings were accessible. Classification is provisional from the title, subtitle and short introduction, not a reconstruction of the paid text. Only a short introduction is accessible; retain a provisional stream without inferring detailed methods, findings or section mappings. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-06-02 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-06-02 Canonical article edition date; earlier identified parent-issue date retained separately AI_FOR_SE 2026-10-11 RETAINED Minimal public scheduling/conference introduction does not expose the substantive argument; retain metadata-only status and unresolved overlap with P107. Industry/practitioner publication — practitioner essay NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/ideas-slow-down-to-speed-up-when practitioner_essay newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/ideas-slow-down-to-speed-up-when true The accessible introduction announces draft keynote ideas about rising code production and possible consequences for quality, reliability and technical debt. The substantive argument is behind the subscriber boundary. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/ideas-slow-down-to-speed-up-when 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Jessica Salmon","category":null,"collection":"P","id":"P104","kind":"practitioner_article","label":"State of the software engineering job market in 2026, part 2","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Economics"],"summary":"The second labor-market report combines hiring-platform, workforce and interview-preparation data on specializations, seniority, compensation and management layers.","topics":["K:Employment and early-career roles","K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/the-job-market-in-2026-part-2","volumes":[],"year":"2026-06-09"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Jessica Salmon Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Jessica Salmon C12 Specialty and seniority indicators describe uneven demand, not a single estimated effect of AI on labor. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION The second labor-market report combines hiring-platform, workforce and interview-preparation data on specializations, seniority, compensation and management layers. not_asserted 2026-10-11 2026-06-09 NOT_PERFORMED Industry/practitioner publication — industry data analysis SECONDARY_OR_PROVIDER_DATA_ANALYSIS Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. The second labor-market report combines hiring-platform, workforce and interview-preparation data on specializations, seniority, compensation and management layers. practitioner_article State of the software engineering job market in 2026, part 2 Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Vacancies, coaching demand and employment profiles measure different constructs. They do not establish that AI directly caused every change in hiring or compensation. Specialty and seniority indicators describe uneven demand, not a single estimated effect of AI on labor. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-06-09 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-06-09 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 RETAINED Provider and interview observations concern jobs and company differences; no isolated causal AI employment effect is established. Industry/practitioner publication — industry data analysis 12.5;12.8 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/the-job-market-in-2026-part-2 industry_data_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/the-job-market-in-2026-part-2 true The second labor-market report combines hiring-platform, workforce and interview-preparation data on specializations, seniority, compensation and management layers. Its preview distinguishes strong AI demand from weaker entry-level and other specialist demand. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/the-job-market-in-2026-part-2 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P105","kind":"practitioner_article","label":"Why is Meta destroying its engineering organization?","limitation":"Claims about management intent and organizational consequences are attributed reporting; the article is not a controlled evaluation of AI or a verified causal explanation. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"Orosz contrasts Meta’s earlier engineering culture with reported AI-related restructuring, pressure on developers and weakening operational safeguards.","topics":["K:Specifications and governance","K:Ownership and knowledge transfer","K:Technical debt and complexity"],"url":"https://newsletter.pragmaticengineer.com/p/why-is-meta-destroying-its-engineering","volumes":[],"year":"2026-06-16"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C11;C05 The report raises an organizational-risk hypothesis; employee allegations and editorial causal interpretations remain attributed. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Orosz contrasts Meta’s earlier engineering culture with reported AI-related restructuring, pressure on developers and weakening operational safeguards. not_asserted 2026-10-11 2026-06-16 NOT_PERFORMED Industry/practitioner publication — investigative industry commentary EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Orosz contrasts Meta’s earlier engineering culture with reported AI-related restructuring, pressure on developers and weakening operational safeguards. practitioner_article Why is Meta destroying its engineering organization? Claims about management intent and organizational consequences are attributed reporting; the article is not a controlled evaluation of AI or a verified causal explanation. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The analysis raises a governance failure hypothesis: adoption pressure can undermine ownership and assurance. Its allegations and causal interpretation should remain attributed to the reporting. The report raises an organizational-risk hypothesis; employee allegations and editorial causal interpretations remain attributed. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-06-16 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-06-16 Canonical article edition date; earlier identified parent-issue date retained separately O005 AI_FOR_SE 2026-10-11 RETAINED Reported Meta organizational problems and motives require attribution to accounts and editorial interpretation, not treatment as independently adjudicated facts. Industry/practitioner publication — investigative industry commentary 11.6;5.6 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/why-is-meta-destroying-its-engineering investigative_industry_commentary newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/why-is-meta-destroying-its-engineering true Orosz contrasts Meta’s earlier engineering culture with reported AI-related restructuring, pressure on developers and weakening operational safeguards. The piece combines historical comparison and contemporary employee accounts. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/why-is-meta-destroying-its-engineering 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P106","kind":"practitioner_article","label":"Reliability fail: No automated zone failover for Coinbase’s global trading service","limitation":"Public non-Pulse-titled excerpt of a Pulse issue; retained under the requested title-prefix rule. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2026-06-11. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C11"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Analyses a May 2026 trading outage through the disclosed matching-engine architecture, zone dependence and manual recovery requirements.","topics":["K:Architecture and modularity","K:Specifications and governance"],"url":"https://blog.pragmaticengineer.com/coinbase-fail/","volumes":[],"year":"2026-06-23"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C05;C11 An outage and failover case illustrates engineering assurance; interrupted volume is not realized loss and AI causation is not inferred. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Analyses a May 2026 trading outage through the disclosed matching-engine architecture, zone dependence and manual recovery requirements. not_asserted 2026-10-11 2026-06-11 NOT_PERFORMED Industry/practitioner publication — incident analysis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Code quality & security Identifier frozen from the previous catalogue; not renumbered. Analyses a May 2026 trading outage through the disclosed matching-engine architecture, zone dependence and manual recovery requirements. practitioner_article Reliability fail: No automated zone failover for Coinbase’s global trading service Public non-Pulse-titled excerpt of a Pulse issue; retained under the requested title-prefix rule. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2026-06-11. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. The engineering lesson concerns tested recovery paths and explicit availability trade-offs; the estimated interrupted trading volume is not measured realized financial loss. An outage and failover case illustrates engineering assurance; interrupted volume is not realized loss and AI causation is not inferred. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-06-11 Canonical page re-opened; inspection scope and limitations recorded https://newsletter.pragmaticengineer.com/p/did-anthropics-new-model-just-boost not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-06-23 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Incident analysis concerns infrastructure concentration and trading interruption; business valuation or theoretical exposure is not realized financial loss. Industry/practitioner publication — incident analysis 5.6;11.6 CONFIRMED_RETITLED_PULSE_EXCERPT https://blog.pragmaticengineer.com/coinbase-fail/ incident_analysis blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/coinbase-fail/ false Analyses a May 2026 trading outage through the disclosed matching-engine architecture, zone dependence and manual recovery requirements. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/coinbase-fail/ 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P107","kind":"practitioner_article","label":"Slow down to speed up: so much has changed in 6 months’ time","limitation":"The article explicitly develops P103 and reuses the Meta discussion in P105. Distinct articles do not supply independent confirmations of the reused claims. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C08"],"printed":false,"streams":["T:Productivity","T:Code quality & security"],"summary":"A keynote-based synthesis contrasts rapid growth in agent-produced changes with review, reliability and team-productivity constraints.","topics":["K:Output versus shipped value","K:Review capacity and maintainers","K:Technical debt and complexity"],"url":"https://newsletter.pragmaticengineer.com/p/slow-down-to-speed-up","volumes":[],"year":"2026-06-23"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C02;C08 Keynote observations reinforce the distinction between generation, review capacity and stable delivery without identifying a causal effect. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION A keynote-based synthesis contrasts rapid growth in agent-produced changes with review, reliability and team-productivity constraints. not_asserted 2026-10-11 2026-06-23 NOT_PERFORMED Industry/practitioner publication — reported industry synthesis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Productivity Identifier frozen from the previous catalogue; not renumbered. A keynote-based synthesis contrasts rapid growth in agent-produced changes with review, reliability and team-productivity constraints. practitioner_article Slow down to speed up: so much has changed in 6 months’ time The article explicitly develops P103 and reuses the Meta discussion in P105. Distinct articles do not supply independent confirmations of the reused claims. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Individual output and organizational delivery are different outcomes. Alleged incident causes and broad industry trends require verification beyond the reported accounts. Keynote observations reinforce the distinction between generation, review capacity and stable delivery without identifying a causal effect. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-06-23 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-06-23 Canonical article edition date; earlier identified parent-issue date retained separately W021 AI_FOR_SE 2026-10-11 RETAINED Public keynote explicitly develops the earlier P103 draft and reader feedback; full overlap remains unresolved because P103 is restricted. Industry/practitioner publication — reported industry synthesis 2.5;8.1 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/slow-down-to-speed-up reported_industry_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/slow-down-to-speed-up true A keynote-based synthesis contrasts rapid growth in agent-produced changes with review, reliability and team-productivity constraints. The public material includes company accounts and platform activity metrics. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/slow-down-to-speed-up 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P108","kind":"source_methodology_article","label":"Pollen tried to remove my article about CEO Callum Negus-Fancey and CTO Bradley Wright, and Google is assisting with it","limitation":"Updated 8 July 2026. Do not turn the headline’s allegation into a verified finding. The headline attributes the deletion request to the CEO, but the body states the requester’s identity is unknown. Do not promote the headline attribution to an established fact. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Describes the author’s investigation of a copyright complaint that deindexed an earlier company investigation.","topics":["K:Dataset provenance and dependency"],"url":"https://blog.pragmaticengineer.com/pollen-tried-to-remove-my-article-about-callum-negus-fancey-and-google-is-assisting-to-it/","volumes":[],"year":"2026-06-28"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz The editorial account illustrates fragility of source access; it does not establish the identity of the complainant. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Describes the author’s investigation of a copyright complaint that deindexed an earlier company investigation. not_asserted 2026-10-11 2026-06-28 NOT_PERFORMED Industry/practitioner publication — first person editorial account EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Methods and provenance Identifier frozen from the previous catalogue; not renumbered. Describes the author’s investigation of a copyright complaint that deindexed an earlier company investigation. source_methodology_article Pollen tried to remove my article about CEO Callum Negus-Fancey and CTO Bradley Wright, and Google is assisting with it Updated 8 July 2026. Do not turn the headline’s allegation into a verified finding. The headline attributes the deletion request to the CEO, but the body states the requester’s identity is unknown. Do not promote the headline attribution to an established fact. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Illustrates evidence-custody and publication fragility. Despite the headline, the author explicitly does not know who filed the complaint; the suggested responsible parties remain speculation. The editorial account illustrates fragility of source access; it does not establish the identity of the complainant. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-06-28 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-06-28 Canonical article edition date; earlier identified parent-issue date retained separately METHODS_AND_PROVENANCE 2026-10-11 RETAINED Copyright-dispute reporting does not establish a complainant identity merely through an accusatory article title. Industry/practitioner publication — first person editorial account NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/pollen-tried-to-remove-my-article-about-callum-negus-fancey-and-google-is-assisting-to-it/ first_person_editorial_account blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/pollen-tried-to-remove-my-article-about-callum-negus-fancey-and-google-is-assisting-to-it/ true Describes the author’s investigation of a copyright complaint that deindexed an earlier company investigation. He disputes the complaint and discusses source availability. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/pollen-tried-to-remove-my-article-about-callum-negus-fancey-and-google-is-assisting-to-it/ 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P109","kind":"practitioner_article","label":"Tech jobs market in 2026, part 3: hiring managers & job seekers","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C12"],"printed":false,"streams":["T:Jobs & roles"],"summary":"Accounts from hiring managers and job seekers describe noisy applications, distrust of AI-enhanced credentials and sharply different demand across specialties and regions.","topics":["K:Employment and early-career roles"],"url":"https://newsletter.pragmaticengineer.com/p/tech-jobs-market-in-2026-part-3-hiring","volumes":[],"year":"2026-07-07"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12 Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Accounts from hiring managers and job seekers describe noisy applications, distrust of AI-enhanced credentials and sharply different demand across specialties and regions. not_asserted 2026-10-11 2026-07-07 NOT_PERFORMED Industry/practitioner publication — qualitative industry interviews SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Accounts from hiring managers and job seekers describe noisy applications, distrust of AI-enhanced credentials and sharply different demand across specialties and regions. practitioner_article Tech jobs market in 2026, part 3: hiring managers & job seekers Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Reported hiring friction can coexist with hard-to-fill positions. Interview accounts cannot estimate the industry-wide employment effect of AI or eliminate selection bias. Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-07-07 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-07-07 Canonical article edition date; earlier identified parent-issue date retained separately LABOR_MARKET_CONTEXT 2026-10-11 RETAINED More than fifty contributed accounts remain a selected reporting pool, not a probability sample of employed engineers. Industry/practitioner publication — qualitative industry interviews AI_HIRING_AND_ASSESSMENT 12.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/tech-jobs-market-in-2026-part-3-hiring qualitative_industry_interviews newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/tech-jobs-market-in-2026-part-3-hiring true Accounts from hiring managers and job seekers describe noisy applications, distrust of AI-enhanced credentials and sharply different demand across specialties and regions. This complements, rather than duplicates, the series’ vacancy-data analyses. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/tech-jobs-market-in-2026-part-3-hiring 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":["C:C03"],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P110","kind":"practitioner_article","label":"What is “loop engineering?”","limitation":"P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C03","C:C12"],"printed":true,"streams":["T:What agents can do","T:Engineering structure"],"summary":"Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Economic costs and return"],"url":"https://newsletter.pragmaticengineer.com/p/what-is-loop-engineering","volumes":["V06","V05"],"year":"2026-07-14"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged 3.6 app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz C03;C12 The critique challenges unnecessary custom orchestration, not the need for bounded execution, context and independent assurance. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. not_asserted 2026-10-11 2026-07-14 NOT_PERFORMED Industry/practitioner publication — reported practitioner analysis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit What agents can do Identifier frozen from the previous catalogue; not renumbered. Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. practitioner_article What is “loop engineering?” P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The article questions whether custom loops remain useful as harnesses absorb them. Context design, bounded scope and measurable benefit are more defensible than assuming that more looping improves results. The critique challenges unnecessary custom orchestration, not the need for bounded execution, context and independent assurance. ACTUAL_MAIN_TEXT_AND_APPENDIX_B PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation ["C:C03"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-07-14 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-07-14 Canonical article edition date; earlier identified parent-issue date retained separately O012;W095;W191 AI_FOR_SE 2026-10-11 RETAINED Accessible loop-engineering discussion refers to Osmani's website edition and weighs costs/complexity; it neither validates all loops nor refutes bounded-loop engineering. Industry/practitioner publication — reported practitioner analysis 3.6;12.3 NO_PULSE_ORIGIN_IDENTIFIED DATA:P:LOOP_REPLIES_2026 https://newsletter.pragmaticengineer.com/p/what-is-loop-engineering reported_practitioner_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/what-is-loop-engineering true Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. Developer accounts include useful maintenance automation alongside drift, token spending and disappointment with unnecessary orchestration. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/what-is-loop-engineering 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":["C:C12"],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P111","kind":"practitioner_article","label":"Pushing software engineering limits with “napkin math”","limitation":"The publication discloses that turbopuffer sponsors its podcast and states that this deepdive is editorially independent. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C12"],"printed":true,"streams":["T:Economics","T:Engineering structure"],"summary":"An interview with Simon Eskildsen connects back-of-the-envelope resource estimates, long-term systems experience and the design of turbopuffer.","topics":["K:Economic costs and return","K:Architecture and modularity","K:Evaluation methodology and baselines"],"url":"https://newsletter.pragmaticengineer.com/p/pushing-software-engineering-limits","volumes":["V06"],"year":"2026-07-21"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged 12.4 app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz C12;C05 Resource estimates checked against observation illustrate model calibration; startup savings are not coding-agent ROI evidence. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION An interview with Simon Eskildsen connects back-of-the-envelope resource estimates, long-term systems experience and the design of turbopuffer. not_asserted 2026-10-11 2026-07-21 NOT_PERFORMED Industry/practitioner publication — practitioner interview SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Economics Identifier frozen from the previous catalogue; not renumbered. An interview with Simon Eskildsen connects back-of-the-envelope resource estimates, long-term systems experience and the design of turbopuffer. practitioner_article Pushing software engineering limits with “napkin math” The publication discloses that turbopuffer sponsors its podcast and states that this deepdive is editorially independent. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. A gap between expected and measured performance can expose a bad benchmark or a bad model. Reported startup cost savings remain a case study, not an AI-productivity experiment. Resource estimates checked against observation illustrate model calibration; startup savings are not coding-agent ROI evidence. ACTUAL_MAIN_TEXT_AND_APPENDIX_B PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-07-21 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-07-21 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED Written edited discussion is labeled Deepdives despite an accompanying recording; the same section/form rule supports inclusion of P123. Industry/practitioner publication — practitioner interview 12.4;5.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/pushing-software-engineering-limits practitioner_interview newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/pushing-software-engineering-limits true An interview with Simon Eskildsen connects back-of-the-envelope resource estimates, long-term systems experience and the design of turbopuffer. Performance assumptions are checked against hardware limits and observed behavior. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/pushing-software-engineering-limits 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P112","kind":"practitioner_article","label":"How building software is changing at Anthropic","limitation":"Reported migration duration is compared with an estimated engineering counterfactual, not a controlled time-saving experiment. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"Interviews at Anthropic contrast accelerated migration and implementation with long-running infrastructure projects.","topics":["K:Human-agent collaboration","K:Output versus shipped value"],"url":"https://newsletter.pragmaticengineer.com/p/inside-anthropic","volumes":[],"year":"2026-07-28"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C11;C02 The company case retains planning and verification despite accelerated implementation; hypothetical pre-AI comparisons remain unvalidated. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews at Anthropic contrast accelerated migration and implementation with long-running infrastructure projects. not_asserted 2026-10-11 2026-07-28 NOT_PERFORMED Industry/practitioner publication — company case study SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Interviews at Anthropic contrast accelerated migration and implementation with long-running infrastructure projects. practitioner_article How building software is changing at Anthropic Reported migration duration is compared with an estimated engineering counterfactual, not a controlled time-saving experiment. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Faster implementation does not eliminate coordination or verification. Migration time and token figures are company reports with hypothetical pre-AI comparisons, not matched experimental results. The company case retains planning and verification despite accelerated implementation; hypothetical pre-AI comparisons remain unvalidated. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-07-28 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-07-28 Canonical article edition date; earlier identified parent-issue date retained separately O009 AI_FOR_SE 2026-10-11 RETAINED Anthropic team interviews are context-specific company reporting; selection and internal resources limit transferability. Industry/practitioner publication — company case study 11.1;2.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/inside-anthropic company_case_study newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/inside-anthropic true Interviews at Anthropic contrast accelerated migration and implementation with long-running infrastructure projects. The visible outline preserves planning, testing, small teams and engineering understanding despite changes in how code is produced. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/inside-anthropic 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Ivan Klaric; Jesse Spevack","category":null,"collection":"P","id":"P113","kind":"practitioner_article","label":"Software engineering at a proprietary trading company: Optiver","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"A company deepdive introduces trading-specific engineering incentives, tightly integrated hardware/software, platform ownership, risk management and AI adoption.","topics":["K:Architecture and modularity","K:Specifications and governance"],"url":"https://newsletter.pragmaticengineer.com/p/optiver","volumes":[],"year":"2026-08-11"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Ivan Klaric; Jesse Spevack Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Ivan Klaric; Jesse Spevack C05;C11 Trading-system constraints provide an important boundary case for engineering controls; do not generalize domain-specific incentives. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION A company deepdive introduces trading-specific engineering incentives, tightly integrated hardware/software, platform ownership, risk management and AI adoption. not_asserted 2026-10-11 2026-08-11 NOT_PERFORMED Industry/practitioner publication — company case study SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. A company deepdive introduces trading-specific engineering incentives, tightly integrated hardware/software, platform ownership, risk management and AI adoption. practitioner_article Software engineering at a proprietary trading company: Optiver Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Speed is constrained by the consequences of failure. Trading-specific architecture and incentives are useful boundary conditions, not a template for every development team. Trading-system constraints provide an important boundary case for engineering controls; do not generalize domain-specific incentives. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-08-11 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-08-11 Canonical article edition date; earlier identified parent-issue date retained separately GENERAL_SE 2026-10-11 RETAINED High-stakes trading-engineering practices contextualize quality and systems work; they are not causal AI-tool evidence. Industry/practitioner publication — company case study AI_FOR_SE;SE_FOR_AI 5.5;11.6 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/optiver company_case_study newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/optiver true A company deepdive introduces trading-specific engineering incentives, tightly integrated hardware/software, platform ownership, risk management and AI adoption. The public introduction contrasts low-latency execution with increasingly important predictive models. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/optiver 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P114","kind":"practitioner_article","label":"Headed for the Exit: the Great Engineering Leader Career Break","limitation":"Selected career-break interviews and the six-of-ten subgroup do not estimate a population departure rate. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C11","C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Engineering structure"],"summary":"Interviews with engineering leaders examine career breaks, founder expectations, cost pressure, changing team sizes and renewed interest in hands-on work.","topics":["K:Employment and early-career roles","K:Ownership and knowledge transfer"],"url":"https://newsletter.pragmaticengineer.com/p/the-great-engineering-leader-career-break","volumes":[],"year":"2026-08-18"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C12;C11 Leadership-break interviews concern ownership, incentives and transitions, without measuring the prevalence of AI-caused exits. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews with engineering leaders examine career breaks, founder expectations, cost pressure, changing team sizes and renewed interest in hands-on work. not_asserted 2026-10-11 2026-08-18 NOT_PERFORMED Industry/practitioner publication — qualitative industry interviews SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Jobs & roles Identifier frozen from the previous catalogue; not renumbered. Interviews with engineering leaders examine career breaks, founder expectations, cost pressure, changing team sizes and renewed interest in hands-on work. practitioner_article Headed for the Exit: the Great Engineering Leader Career Break Selected career-break interviews and the six-of-ten subgroup do not estimate a population departure rate. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The interviews identify plausible mechanisms and experiences, not the prevalence of leadership departures or a causal effect of AI on employment. Leadership-break interviews concern ownership, incentives and transitions, without measuring the prevalence of AI-caused exits. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-08-18 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-08-18 Canonical article edition date; earlier identified parent-issue date retained separately AI_ECOSYSTEM 2026-10-11 RETAINED Roughly twenty leadership interviews explain individual breaks; they do not estimate industry attrition or knowledge loss. Industry/practitioner publication — qualitative industry interviews 12.5;11.8 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/the-great-engineering-leader-career-break qualitative_industry_interviews newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/the-great-engineering-leader-career-break true Interviews with engineering leaders examine career breaks, founder expectations, cost pressure, changing team sizes and renewed interest in hands-on work. The preview highlights tension between rapid prototyping and operational ownership. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/the-great-engineering-leader-career-break 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Jessica Salmon; Ivan Klaric","category":null,"collection":"P","id":"P115","kind":"practitioner_article","label":"Why Ramp built its own in-house coding agent, Inspect","limitation":"Agent-origin merged-PR share is not a quality-adjusted productivity measure. Self-run tests and screenshots do not by themselves establish an independent acceptance oracle. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C03","C:C09"],"printed":false,"streams":["T:System knowledge & memory","T:What agents can do"],"summary":"Interviews with Ramp describe a background coding agent running in remote sandboxes with internal integrations and backend/frontend verification.","topics":["K:Agent context and persistent memory","K:Independent verification and oracles"],"url":"https://newsletter.pragmaticengineer.com/p/why-ramp-built-inspect","volumes":[],"year":"2026-08-25"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Jessica Salmon; Ivan Klaric Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Jessica Salmon; Ivan Klaric C09;C03 The Inspect case emphasizes company context, remote sandboxes and verification; reported self-checks are not independent accuracy evidence. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews with Ramp describe a background coding agent running in remote sandboxes with internal integrations and backend/frontend verification. not_asserted 2026-10-11 2026-08-25 NOT_PERFORMED Industry/practitioner publication — company case study SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit System knowledge & memory Identifier frozen from the previous catalogue; not renumbered. Interviews with Ramp describe a background coding agent running in remote sandboxes with internal integrations and backend/frontend verification. practitioner_article Why Ramp built its own in-house coding agent, Inspect Agent-origin merged-PR share is not a quality-adjusted productivity measure. Self-run tests and screenshots do not by themselves establish an independent acceptance oracle. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Remote environments and company context can matter as much as model selection. Adoption and self-verification claims are reported by the company, not controlled evidence of correctness. The Inspect case emphasizes company context, remote sandboxes and verification; reported self-checks are not independent accuracy evidence. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-08-25 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-08-25 Canonical article edition date; earlier identified parent-issue date retained separately O004;W159 AI_FOR_SE 2026-10-11 RETAINED Ramp case retains Jessica Salmon and Ivan Klaric contributor credit; internal context and infrastructure are not generic evidence of agent success. Industry/practitioner publication — company case study SE_FOR_AI 9.5;3.2 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/why-ramp-built-inspect company_case_study newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/why-ramp-built-inspect true Interviews with Ramp describe a background coding agent running in remote sandboxes with internal integrations and backend/frontend verification. The preview explains why local-tool and context limitations motivated an internal platform. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/why-ramp-built-inspect 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P116","kind":"catalogue_context_article","label":"Why you're not getting a response to your podcast pitch from me (or others)","limitation":" Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Explains how the author selects podcast guests and handles high volumes of promotional pitches, including his own AI-assisted email workflow.","topics":[],"url":"https://blog.pragmaticengineer.com/why-youre-not-getting-a-response-to-your-podcast-pitch-from-me-or-others/","volumes":[],"year":"2026-08-27"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz Podcast selection and email handling are editorial process, not measured software-development performance. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Explains how the author selects podcast guests and handles high volumes of promotional pitches, including his own AI-assisted email workflow. not_asserted 2026-10-11 2026-08-27 NOT_PERFORMED Industry/practitioner publication — editorial process commentary EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Catalogue-only material Identifier frozen from the previous catalogue; not renumbered. Explains how the author selects podcast guests and handles high volumes of promotional pitches, including his own AI-assisted email workflow. catalogue_context_article Why you're not getting a response to your podcast pitch from me (or others) Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Provides publication-process context rather than evidence about development productivity or engineering effectiveness. Podcast selection and email handling are editorial process, not measured software-development performance. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-08-27 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-08-27 Canonical article edition date; earlier identified parent-issue date retained separately CATALOGUE_ONLY 2026-10-11 RETAINED Podcast-pitch blog post is publishing context, not a coding-agent effectiveness study. Industry/practitioner publication — editorial process commentary NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/why-youre-not-getting-a-response-to-your-podcast-pitch-from-me-or-others/ editorial_process_commentary blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/why-youre-not-getting-a-response-to-your-podcast-pitch-from-me-or-others/ true Explains how the author selects podcast guests and handles high volumes of promotional pitches, including his own AI-assisted email workflow. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/why-youre-not-getting-a-response-to-your-podcast-pitch-from-me-or-others/ 2026 Public main article available; classification-bearing passages reviewed public_text [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P117","kind":"source_methodology_article","label":"How software engineering is changing: an essay challenge","limitation":"Updated 5 October 2026. No validation of proposed AI-writing detection is established. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":[],"printed":false,"streams":[],"summary":"Invites first-hand accounts of changing engineering practice, including AI adoption, with explicit editorial selection and human-authorship expectations.","topics":["K:Dataset provenance and dependency"],"url":"https://blog.pragmaticengineer.com/how-software-engineering-is-changing-an-essay-challenge/","volumes":[],"year":"2026-09-01"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz An essay challenge is recruitment and source-selection context; no submission findings or AI-authorship detector validity are inferred. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Invites first-hand accounts of changing engineering practice, including AI adoption, with explicit editorial selection and human-authorship expectations. not_asserted 2026-10-11 2026-09-01 NOT_PERFORMED Industry/practitioner publication — editorial recruitment EDITORIAL_OR_PRACTITIONER_ARGUMENT Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Methods and provenance Identifier frozen from the previous catalogue; not renumbered. Invites first-hand accounts of changing engineering practice, including AI adoption, with explicit editorial selection and human-authorship expectations. source_methodology_article How software engineering is changing: an essay challenge Updated 5 October 2026. No validation of proposed AI-writing detection is established. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. A recruitment and editorial-method document, not results from the submitted accounts. Selection and incentives can shape the later evidence base. An essay challenge is recruitment and source-selection context; no submission findings or AI-authorship detector validity are inferred. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-09-01 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-09-01 Canonical article edition date; earlier identified parent-issue date retained separately METHODS_AND_PROVENANCE 2026-10-11 RETAINED Essay competition is a recruitment/methods artifact; incentives and future submissions do not count as completed findings. Industry/practitioner publication — editorial recruitment NO_PULSE_ORIGIN_IDENTIFIED https://blog.pragmaticengineer.com/how-software-engineering-is-changing-an-essay-challenge/ editorial_recruitment blog Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Blog https://blog.pragmaticengineer.com/how-software-engineering-is-changing-an-essay-challenge/ true Invites first-hand accounts of changing engineering practice, including AI adoption, with explicit editorial selection and human-authorship expectations. NOT_INDEPENDENTLY_AUDITED https://blog.pragmaticengineer.com/how-software-engineering-is-changing-an-essay-challenge/ 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":["C:C08"],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P118","kind":"practitioner_article","label":"What is happening with code reviews?","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C08"],"printed":true,"streams":["T:Verification & review","T:Engineering structure"],"summary":"The article surveys responses to growing AI-generated review workloads: reviewing AI feedback, routing by blast radius, inspecting plans and tests, reducing patch size, and retaining manual review.","topics":["K:Review capacity and maintainers","K:AI as reviewer","K:Automation bias and trust"],"url":"https://newsletter.pragmaticengineer.com/p/what-is-happening-with-code-reviews","volumes":["V06"],"year":"2026-09-08"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged 8.5 app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz C08 Reported review approaches depend on risk, noise and team context; the article does not validate one universal review policy. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION The article surveys responses to growing AI-generated review workloads: reviewing AI feedback, routing by blast radius, inspecting plans and tests, reducing patch size, and retaining manual review. not_asserted 2026-10-11 2026-09-08 NOT_PERFORMED Industry/practitioner publication — reported practitioner analysis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Verification & review Identifier frozen from the previous catalogue; not renumbered. The article surveys responses to growing AI-generated review workloads: reviewing AI feedback, routing by blast radius, inspecting plans and tests, reducing patch size, and retaining manual review. practitioner_article What is happening with code reviews? Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible discussion rejects a universal review process. Noise filtering, scope decisions and release responsibility remain important even when review automation increases. Reported review approaches depend on risk, noise and team context; the article does not validate one universal review policy. ACTUAL_MAIN_TEXT_AND_APPENDIX_B PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation ["C:C08"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-09-08 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-09-08 Canonical article edition date; earlier identified parent-issue date retained separately O001;O019;W093;W096 AI_FOR_SE 2026-10-11 RETAINED Review practices and workload changes are reported in a restricted article; visible outline does not validate a universal low-risk approval policy. Industry/practitioner publication — reported practitioner analysis 8.1;8.8 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/what-is-happening-with-code-reviews reported_practitioner_analysis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/what-is-happening-with-code-reviews true The article surveys responses to growing AI-generated review workloads: reviewing AI feedback, routing by blast radius, inspecting plans and tests, reducing patch size, and retaining manual review. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/what-is-happening-with-code-reviews 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P119","kind":"practitioner_article","label":"Inside OpenAI’s agentic software factory","limitation":"Internal integrations, selected interviewees and unusually permissive token budgets limit transfer to other organizations. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C03","C:C11"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"A company-visit report describes Codex adoption, internal integrations and feedback loops extending into performance work and infrastructure.","topics":["K:Human-agent collaboration","K:Long-running agent execution","K:Agent context and persistent memory"],"url":"https://newsletter.pragmaticengineer.com/p/openai-software-factory","volumes":[],"year":"2026-09-15"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C11;C03 A deeply integrated internal software factory is a boundary case, not a representative operating environment. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION A company-visit report describes Codex adoption, internal integrations and feedback loops extending into performance work and infrastructure. not_asserted 2026-10-11 2026-09-15 NOT_PERFORMED Industry/practitioner publication — company case study SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. A company-visit report describes Codex adoption, internal integrations and feedback loops extending into performance work and infrastructure. practitioner_article Inside OpenAI’s agentic software factory Internal integrations, selected interviewees and unusually permissive token budgets limit transfer to other organizations. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. An unusually integrated environment and effectively unrestricted internal token access limit generalization. Claimed adoption and productivity implications require separate outcome measurement. A deeply integrated internal software factory is a boundary case, not a representative operating environment. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-09-15 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-09-15 Canonical article edition date; earlier identified parent-issue date retained separately O008 AI_FOR_SE 2026-10-11 RETAINED Seven named interviewees and generous internal tool access characterize a company case, not an independently controlled software-factory benchmark. Industry/practitioner publication — company case study SE_FOR_AI 11.2;3.6 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/openai-software-factory company_case_study newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/openai-software-factory true A company-visit report describes Codex adoption, internal integrations and feedback loops extending into performance work and infrastructure. Its public preview emphasizes harness capabilities and changes in engineering responsibilities. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/openai-software-factory 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz; Ivan Klaric","category":null,"collection":"P","id":"P120","kind":"practitioner_article","label":"How will AI change operating systems? Part 2: Windows","limitation":" Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C05","C:C06"],"printed":false,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"Interviews with Microsoft staff outline agent identity, local MCP discovery, isolation, local-model support and developer experience on Windows.","topics":["K:Architecture and modularity","K:Dependencies and agent supply chain"],"url":"https://newsletter.pragmaticengineer.com/p/windows-and-ai","volumes":[],"year":"2026-09-22"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz; Ivan Klaric Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz; Ivan Klaric C05;C06 Windows platform architecture enables AI applications and agents through identity, isolation and discovery. Distinguish roadmap features from deployed capabilities, and architecture from validated security outcomes. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Interviews with Microsoft staff outline agent identity, local MCP discovery, isolation, local-model support and developer experience on Windows. not_asserted 2026-10-11 2026-09-22 NOT_PERFORMED Industry/practitioner publication — company interviews and platform report SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Interviews with Microsoft staff outline agent identity, local MCP discovery, isolation, local-model support and developer experience on Windows. practitioner_article How will AI change operating systems? Part 2: Windows Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Agent identity and isolation are distinct from model capability. Survey populations and multiple-choice designs differ; stated platform plans are not independent security evaluations. Windows platform architecture enables AI applications and agents through identity, isolation and discovery. Distinguish roadmap features from deployed capabilities, and architecture from validated security outcomes. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-09-22 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-09-22 Canonical article edition date; earlier identified parent-issue date retained separately O014 SE_FOR_AI 2026-10-11 RETAINED Windows runtime discussion separates agent-product engineering and roadmap ideas from demonstrated AI-assisted development effects; preserve contributor attribution. Industry/practitioner publication — company interviews and platform report 5.5;6.7 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/windows-and-ai company_interviews_and_platform_report newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/windows-and-ai true Interviews with Microsoft staff outline agent identity, local MCP discovery, isolation, local-model support and developer experience on Windows. The public portion also compares several differently sampled operating-system surveys. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/windows-and-ai 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P121","kind":"practitioner_article","label":"Why has Shopify dropped React Native?","limitation":"A selected team’s reported migration does not establish that React Native or cross-platform development is generally obsolete. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C05"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"The public preview examines Shopify’s return to native mobile development after previously adopting React Native.","topics":["K:Architecture and modularity","K:Developer workflow and adoption"],"url":"https://newsletter.pragmaticengineer.com/p/shopify-native-mobile","volumes":[],"year":"2026-09-29"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C05;C02 AI can change platform migration costs, but a single-company account does not establish universal superiority of native development. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION The public preview examines Shopify’s return to native mobile development after previously adopting React Native. not_asserted 2026-10-11 2026-09-29 NOT_PERFORMED Industry/practitioner publication — company case study SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. The public preview examines Shopify’s return to native mobile development after previously adopting React Native. practitioner_article Why has Shopify dropped React Native? A selected team’s reported migration does not establish that React Native or cross-platform development is generally obsolete. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. Reported migration speed is company-specific; the preview also recognizes that AI can assist native and cross-platform stacks. It does not prove that native development is universally superior. AI can change platform migration costs, but a single-company account does not establish universal superiority of native development. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-09-29 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-09-29 Canonical article edition date; earlier identified parent-issue date retained separately O007 AI_FOR_SE 2026-10-11 RETAINED Shopify's reported migration and AI tooling are a company-specific case, not proof that cross-platform frameworks are generally obsolete. Industry/practitioner publication — company case study GENERAL_SE 5.5;2.4 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/shopify-native-mobile company_case_study newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/shopify-native-mobile true The public preview examines Shopify’s return to native mobile development after previously adopting React Native. It connects AI-assisted implementation with changing performance and code-sharing trade-offs. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/shopify-native-mobile 2026 Public main article available; separate paid supplementary material not reviewed public_article_paid_extras [] {"actual":[],"authors":"Gergely Orosz","category":null,"collection":"P","id":"P122","kind":"practitioner_article","label":"The state of the tech industry in 2026","limitation":"The article contains an apparent October 2025/2026 date inconsistency in its PR-volume discussion; do not import those numerical estimates without primary-source checking. The October 2025 phrase still conflicts with the October 2026 publication and August 2026 PR discussion. Keep the author’s numerical extrapolation unresolved rather than silently changing its date. The article explicitly synthesizes earlier P-series reporting. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C01","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"Orosz synthesizes company visits, interviews and platform data in a keynote about agent-heavy development.","topics":["K:Output versus shipped value","K:Human-agent collaboration","K:Independent verification and oracles"],"url":"https://newsletter.pragmaticengineer.com/p/the-state-of-the-tech-industry-in","volumes":[],"year":"2026-10-06"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged Gergely Orosz C01;C11 A keynote synthesis summarizes frontier practices and preserves engineering fundamentals; overlapping reporting is not fresh experimental evidence. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Orosz synthesizes company visits, interviews and platform data in a keynote about agent-heavy development. not_asserted 2026-10-11 2026-10-06 NOT_PERFORMED Industry/practitioner publication — reported industry synthesis SELECTED_INTERVIEWS_OR_REPORTED_PRACTICE Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Identifier frozen from the previous catalogue; not renumbered. Orosz synthesizes company visits, interviews and platform data in a keynote about agent-heavy development. practitioner_article The state of the tech industry in 2026 The article contains an apparent October 2025/2026 date inconsistency in its PR-volume discussion; do not import those numerical estimates without primary-source checking. The October 2025 phrase still conflicts with the October 2026 publication and August 2026 PR discussion. Keep the author’s numerical extrapolation unresolved rather than silently changing its date. The article explicitly synthesizes earlier P-series reporting. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. Reported frontier practices are a directional snapshot, not representative adoption estimates. Increased code volume does not establish increased delivered value. A keynote synthesis summarizes frontier practices and preserves engineering fundamentals; overlapping reporting is not fresh experimental evidence. NOT_ADDED_TO_MANUSCRIPT PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-10-06 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-10-06 Canonical article edition date; earlier identified parent-issue date retained separately W010 AI_FOR_SE 2026-10-11 RETAINED The main keynote is public with paid extras; its October 2025/2026 reference remains inconsistent and its PR-volume estimate is not independently verified. Industry/practitioner publication — reported industry synthesis 1.9;11.1 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/the-state-of-the-tech-industry-in reported_industry_synthesis newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/the-state-of-the-tech-industry-in true Orosz synthesizes company visits, interviews and platform data in a keynote about agent-heavy development. He contrasts changing interfaces and review workloads with the continuing importance of teams, planning and verification. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/the-state-of-the-tech-industry-in 2026 Public preview/outline only; subscriber remainder not reviewed paid_preview [] {"actual":["C:C10"],"authors":"Gergely Orosz (credited author and moderator); Kent Beck and Martin Fowler (panel participants)","category":null,"collection":"P","id":"P123","kind":"practitioner_article","label":"Cycles of disruption in the tech industry: with software pioneers Kent Beck & Martin Fowler","limitation":"Only the public introduction, outline and opening discussion were inspected; the paid remainder was not accessed. Beck and Fowler are participants, not article byline coauthors. The Summit also informs P088, so these articles are not independent event evidence. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed.","mapped":["C:C02","C:C10","C:C11"],"printed":true,"streams":["T:Engineering structure","T:Skills & learning"],"summary":"Orosz edits a Beck–Fowler panel discussion about AI and earlier technological shifts.","topics":["K:Developer workflow and adoption","K:Output versus shipped value","K:Human cognitive load"],"url":"https://newsletter.pragmaticengineer.com/p/cycles-of-disruption-in-the-tech","volumes":["V06"],"year":"2026-04-07"} Use credited authors and contributor roles as recorded; publication curation does not make Orosz the original author of all guest/excerpted material. Gergely Orosz Add-only overlay on Osmani appendix/index v4; W/O nodes unchanged 10.8 app:orosz-practitioner v5_20261011 Inspected public passages only; corpus-level full-text restrictions unchanged Gergely Orosz (credited author and moderator); Kent Beck and Martin Fowler (panel participants) C02;C11 Directly addresses using AI in software work, with historical and organizational analogies; maps to shipped value and agile team practices as editorial proposals. PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION Orosz edits a Beck–Fowler panel discussion about AI and earlier technological shifts. not_asserted 2026-10-11 2026-04-07 NOT_PERFORMED Industry/practitioner publication — edited panel discussion EDITED_EXPERT_PANEL_AND_PRACTITIONER_INTERPRETATION Visible arguments, author-reported observations and explicitly labeled outlines; no reconstruction of hidden sections. NO: classification-bearing public passages only; no claim of exhaustive full-text audit Engineering structure Appended in audited v3 after an omission was found; P001–P122 are unchanged and no longer imply strict chronological ordering. Orosz edits a Beck–Fowler panel discussion about AI and earlier technological shifts. practitioner_article Cycles of disruption in the tech industry: with software pioneers Kent Beck & Martin Fowler Only the public introduction, outline and opening discussion were inspected; the paid remainder was not accessed. Beck and Fowler are participants, not article byline coauthors. The Summit also informs P088, so these articles are not independent event evidence. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. The visible discussion argues for curiosity tempered by skepticism. The outline proposes attention to outcomes, work boundaries and engineering practice; these are participant recommendations, not measured productivity or retention effects. Directly addresses using AI in software work, with historical and organizational analogies; maps to shipped value and agile team practices as editorial proposals. ACTUAL_MAIN_TEXT_AND_APPENDIX_B PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH 2026-04-07 Canonical page re-opened; inspection scope and limitations recorded not_presented_as_peer_reviewed Audited v3; public-review notes and durable census bundled; no raw subscriber article archive Gergely Orosz 2026-04-07 Canonical article edition date; earlier identified parent-issue date retained separately AI_FOR_SE 2026-10-11 ADDED_OMISSION Wrongly excluded as Podcast; live page is a written Deepdive dated 2026-04-07. Industry/practitioner publication — edited panel discussion GENERAL_SE 2.5;11.5 NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/cycles-of-disruption-in-the-tech edited_panel_discussion newsletter Retained metadata and editorial mapping review plus durable inclusion/exclusion reconciliation; all hidden text and independent empirical validation remain outside this review. Deepdives https://newsletter.pragmaticengineer.com/p/cycles-of-disruption-in-the-tech true Orosz edits a Beck–Fowler panel discussion about AI and earlier technological shifts. The public outline connects adoption, team practice, workload, outcome metrics, testing and craft. NOT_APPLICABLE_TO_PANEL_RECOMMENDATIONS https://newsletter.pragmaticengineer.com/p/cycles-of-disruption-in-the-tech 2026 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"DATA:P:TECHSTACK_2025","kind":"source_dataset","label":"Pragmatic Engineer tech-stack reader survey 2025","limitation":"Voluntary reader sample; three analyses of one dataset, not independent replications. Gross 3,000-plus submissions and 2,997 retained responses are different processing stages.","mapped":[],"printed":false,"streams":[],"summary":"","topics":["K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey;https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-2;https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-3","volumes":[],"year":""} false source_dataset Pragmatic Engineer tech-stack reader survey 2025 Voluntary reader sample; three analyses of one dataset, not independent replications. Gross 3,000-plus submissions and 2,997 retained responses are different processing stages. SHARED_SOURCE_PROVENANCE April–May 2025, as described in the results Source-reported cohort metadata; no raw-data audit false 2997 retained responses, author-reported https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey;https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-2;https://newsletter.pragmaticengineer.com/p/the-pragmatic-engineer-2025-survey-part-3 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"DATA:P:AI_SURVEY_2026","kind":"source_dataset","label":"Pragmatic Engineer AI-tooling reader survey 2026","limitation":"Voluntary reader sample; self-reported adoption, cost and attitudes; same cohort across three articles. Role/tool associations are not causal estimates or matched-panel changes. Numerical denominator and supplement-version issues are recorded separately.","mapped":[],"printed":false,"streams":[],"summary":"","topics":["K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/ai-tooling-2026;https://newsletter.pragmaticengineer.com/p/the-impact-of-ai-on-software-engineers-2026;https://newsletter.pragmaticengineer.com/p/ai-impact-on-software-engineers-part-2","volumes":[],"year":""} false source_dataset Pragmatic Engineer AI-tooling reader survey 2026 Voluntary reader sample; self-reported adoption, cost and attitudes; same cohort across three articles. Role/tool associations are not causal estimates or matched-panel changes. Numerical denominator and supplement-version issues are recorded separately. SHARED_SOURCE_PROVENANCE 2026-01-27 to 2026-02-17 Source-reported cohort metadata; no raw-data audit false 906 responses, author-reported; no microdata recount https://newsletter.pragmaticengineer.com/p/ai-tooling-2026;https://newsletter.pragmaticengineer.com/p/the-impact-of-ai-on-software-engineers-2026;https://newsletter.pragmaticengineer.com/p/ai-impact-on-software-engineers-part-2 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"DATA:P:GOOGLE_INTERVIEWS_2025","kind":"source_interview_pool","label":"Google engineering-culture interview series 2025","limitation":"Shared reporting pool; the installments cover different topics and are retained as different articles.","mapped":[],"printed":false,"streams":[],"summary":"","topics":["K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/google;https://newsletter.pragmaticengineer.com/p/google-part-2","volumes":[],"year":""} false source_interview_pool Google engineering-culture interview series 2025 Shared reporting pool; the installments cover different topics and are retained as different articles. SHARED_SOURCE_PROVENANCE 2025 publication series Source-reported cohort metadata; no raw-data audit false Selected current/former employee accounts; no independently verified N entered https://newsletter.pragmaticengineer.com/p/google;https://newsletter.pragmaticengineer.com/p/google-part-2 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"DATA:P:IDE_SOCIAL_2024","kind":"source_dataset","label":"AI-enabled IDE social-media responses 2024","limitation":"Voluntary early-adopter responses; no microdata audit. Distinguish the canonical 155 count from a discrepant blog sentence and from newsletter access.","mapped":[],"printed":false,"streams":[],"summary":"","topics":["K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/ide-that-software-engineers-love","volumes":[],"year":""} false source_dataset AI-enabled IDE social-media responses 2024 Voluntary early-adopter responses; no microdata audit. Distinguish the canonical 155 count from a discrepant blog sentence and from newsletter access. SHARED_SOURCE_PROVENANCE 2024 publication Source-reported cohort metadata; no raw-data audit false 155 canonical author-reported responses; blog has one conflicting 145-response sentence https://newsletter.pragmaticengineer.com/p/ide-that-software-engineers-love {"actual":[],"authors":"","category":"provenance","collection":null,"id":"DATA:P:READER_PROFILE_2024","kind":"source_dataset","label":"Pragmatic Engineer reader-profile survey 2024, reported in 2025","limitation":"Readership profile is not a census of software engineers; publication date and data date differ.","mapped":[],"printed":false,"streams":[],"summary":"","topics":["K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/one-million","volumes":[],"year":""} false source_dataset Pragmatic Engineer reader-profile survey 2024, reported in 2025 Readership profile is not a census of software engineers; publication date and data date differ. SHARED_SOURCE_PROVENANCE 2024 data, 2025 publication Source-reported cohort metadata; no raw-data audit false 2395 responses, author-reported https://newsletter.pragmaticengineer.com/p/one-million {"actual":[],"authors":"","category":"provenance","collection":null,"id":"DATA:P:BIGTECH_HIRING_2024","kind":"source_interview_pool","label":"Big-Tech-to-startup hiring interview series 2024","limitation":"Related interview series, not two independent estimates of hiring effectiveness.","mapped":[],"printed":false,"streams":[],"summary":"","topics":["K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech;https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech-part-2","volumes":[],"year":""} false source_interview_pool Big-Tech-to-startup hiring interview series 2024 Related interview series, not two independent estimates of hiring effectiveness. SHARED_SOURCE_PROVENANCE 2024 publication series Source-reported cohort metadata; no raw-data audit false Selected employer accounts; no independently verified N entered https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech;https://newsletter.pragmaticengineer.com/p/hiring-from-big-tech-part-2 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"DATA:P:GENAI_HIRING_2024","kind":"source_interview_pool","label":"GenAI hiring practitioner contributions 2024","limitation":"Volunteered messages/forms; not a probability sample or causal estimate.","mapped":[],"printed":false,"streams":[],"summary":"","topics":["K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/how-genai-changes-tech-hiring","volumes":[],"year":""} false source_interview_pool GenAI hiring practitioner contributions 2024 Volunteered messages/forms; not a probability sample or causal estimate. SHARED_SOURCE_PROVENANCE 2024 publication Source-reported cohort metadata; no raw-data audit false 49 contributions, author-reported https://newsletter.pragmaticengineer.com/p/how-genai-changes-tech-hiring {"actual":[],"authors":"","category":"provenance","collection":null,"id":"DATA:P:LOOP_REPLIES_2026","kind":"source_interview_pool","label":"Loop-engineering practitioner replies 2026","limitation":"Mostly social-media replies; selected workflows and experiences, not a controlled loop comparison.","mapped":[],"printed":false,"streams":[],"summary":"","topics":["K:Dataset provenance and dependency"],"url":"https://newsletter.pragmaticengineer.com/p/what-is-loop-engineering","volumes":[],"year":""} false source_interview_pool Loop-engineering practitioner replies 2026 Mostly social-media replies; selected workflows and experiences, not a controlled loop comparison. SHARED_SOURCE_PROVENANCE 2026 publication Source-reported cohort metadata; no raw-data audit false Approximately 210 replies, author-reported https://newsletter.pragmaticengineer.com/p/what-is-loop-engineering app:orosz-practitioner {"actual":[],"authors":"","category":"teaching","collection":null,"id":"EDU:COMMENTARY:OROSZ","kind":"practitioner_reporting_commentary","label":"Appendix B: The Pragmatic Engineer reporting, surveys and critical dialogue","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} EDITION:WOP:V6:20261011 588a7bb91e63a82e0e5c8e9291a0b69160aff4f53adf03d2bffbbfdf5d0d336c Separate P provenance; survey observations not causal validation; access limits retained appendices/methodology.tex practitioner_reporting_commentary Appendix B: The Pragmatic Engineer reporting, surveys and critical dialogue OROSZ_PRACTITIONER_EDITORIAL OROSZ_BOOK_INTEGRATION_v5_20261011 fig:controls_execution_P110 {"actual":[],"authors":"","category":"teaching","collection":null,"id":"EDU:FIG:OROSZ_FP01","kind":"author_conceptual_figure","label":"The controls stay; the execution mechanism can change","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} EDITION:WOP:V6:20261011 57da5e7245b7d4e732162590e23bed0204ad0c0ece5c94969c75abeee034ba3f Unranked conceptual alternatives; no measured outcome or assertion of product sufficiency figures/editorial/figure_controls_execution_P110.tex author_conceptual_figure The controls stay; the execution mechanism can change OROSZ_BOOK_INTEGRATION_v5_20261011 {"actual":[],"authors":"","category":"teaching","collection":null,"id":"EDITION:WOP:V6:20261011","kind":"current_book_edition","label":"Illustrated W/O/P editorial audit v6 — 11 October 2026","limitation":"","mapped":["C:C01","C:C02","C:C03","C:C04","C:C05","C:C06","C:C07","C:C08","C:C09","C:C10","C:C11","C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} current_book_edition Illustrated W/O/P editorial audit v6 — 11 October 2026 NO HOLD Editorial/exercise/deliverable audit; not a new empirical study audit/full_book_v6/CURRENT_READER_SOURCE_HASHES.json 60d9f70b25e92dd626e41c17cb8f87e1223e709c77f8a738209df0689726f8b7 {"actual":[],"authors":"","category":"audits","collection":null,"id":"ISSUE:V6:W118_NORMALIZATION","kind":"external_source_discrepancy","label":"W118: quiz percentage normalization unresolved","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"https://arxiv.org/pdf/2601.20245v2","volumes":[],"year":""} Figure 10.2 uses qualitative immediate-quiz outcome; Appendix B states discrepancy; no delayed-retention inference external_source_discrepancy W118: quiz percentage normalization unresolved Section 5.2.2, printed page 9; main-study Figure 6, page 10 4.15 points on a 27-point quiz gives 15.37 percentage points; source says 17%. 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CITED_IN_CHAPTER_BUNDLE_V6 current_book_edition Architect-Illustrated reader edition v9 NO HOLD Introduction and appendices rewritten for continuous reader-facing argument; source evidence unchanged audit/reader_v9/CURRENT_READER_SOURCE_HASHES_V9.json 336a82fd90a79490e3d74fec95d3eb5f36e7010857d5fc0b3310ef0e55c9218e {"actual":[],"authors":"","category":"provenance","collection":null,"id":"READER:V9:INTRODUCTION","kind":"reader_document","label":"Introduction","limitation":"Reader-facing exposition; not a new empirical result","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} EDITION:WOP:READER:V9:20261011 reader_document Introduction Reader-facing exposition; not a new empirical result frontmatter/introduction.tex 7c17d78fd3b8e92c848a95b17303f47ac43b647426f4aec284ce852517ef9cec {"actual":[],"authors":"","category":"provenance","collection":null,"id":"READER:V9:SOLUTIONS","kind":"reader_document","label":"Working Through the Engineering Decisions","limitation":"Reader-facing exposition; not a new empirical result","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} EDITION:WOP:READER:V9:20261011 reader_document Working Through the Engineering Decisions Reader-facing exposition; not a new empirical result appendices/solutions.tex 312b945416918dee2ddb81fe7a479200203819d56da626a2b63fe37c85c28b73 {"actual":[],"authors":"","category":"provenance","collection":null,"id":"READER:V9:EVIDENCE","kind":"reader_document","label":"Reading the Evidence Behind the Practice","limitation":"Reader-facing exposition; not a new empirical result","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} EDITION:WOP:READER:V9:20261011 reader_document Reading the Evidence Behind the Practice Reader-facing exposition; not a new empirical result appendices/methodology.tex 71c69a94ecdbaa12b7170f8d564bb34bb1af99a9a0a23766dc28687589743093 39 {"actual":[],"authors":"Enrico Papalini","category":"volumes","collection":null,"id":"V01","kind":"author_volume","label":"Non-Deterministic Software Engineering","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V01"],"year":""} Enrico Papalini V Author-authored engineering synthesis; not independent research 35 author_volume Non-Deterministic Software Engineering ND_BOOK_VOLUME ND.zip supplied by the author, 2026-10-11 AI_SW_ENG V01 13 {"actual":[],"authors":"Enrico Papalini","category":"volumes","collection":null,"id":"V02","kind":"author_volume","label":"Non-Deterministic Spec-driven Development","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V02"],"year":""} Enrico Papalini V Author-authored engineering synthesis; not independent research 11 author_volume Non-Deterministic Spec-driven Development ND_BOOK_VOLUME ND.zip supplied by the author, 2026-10-11 AI_SDD_ENG V02 38 {"actual":[],"authors":"Enrico Papalini","category":"volumes","collection":null,"id":"V03","kind":"author_volume","label":"Non-Deterministic Spec-driven Development — 2nd edition","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V03"],"year":""} Enrico Papalini V Author-authored engineering synthesis; not independent research 36 author_volume Non-Deterministic Spec-driven Development — 2nd edition ND_BOOK_VOLUME ND.zip supplied by the author, 2026-10-11 AI_SDD_ENG_V2 V03 21 {"actual":[],"authors":"Enrico Papalini","category":"volumes","collection":null,"id":"V04","kind":"author_volume","label":"Non-Deterministic Autonomous Coding Agents","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V04"],"year":""} Enrico Papalini V Author-authored engineering synthesis; not independent research 19 author_volume Non-Deterministic Autonomous Coding Agents ND_BOOK_VOLUME ND.zip supplied by the author, 2026-10-11 ai-auto_eng/AI_AUTO_ENG V04 16 {"actual":[],"authors":"Enrico Papalini","category":"volumes","collection":null,"id":"V05","kind":"author_volume","label":"Non-Deterministic Loop Engineering","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V05"],"year":""} Enrico Papalini V Author-authored engineering synthesis; not independent research 10 author_volume Non-Deterministic Loop Engineering ND_BOOK_VOLUME ND.zip supplied by the author, 2026-10-11 NDLE V05 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/main.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B001","kind":"author_tex_section","label":"Introduzioni alle parti — Non-Deterministic Software Engineering","limitation":"La funzione è orientativa: la copertura del volume non va conteggiata come evidenza aggiuntiva rispetto ai capitoli figli.","mapped":["C:C01","C:C11"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Productivity","T:Skills & learning"],"summary":"Le introduzioni alle parti costruiscono il percorso dalle trasformazioni professionali all’adozione organizzativa.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration","K:Evaluation methodology and baselines"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B001.md structural_synthesis B ["C:C01", "C:C11"] [{"title": "Introduzioni alle parti — Non-Deterministic Software Engineering", "line": 1}] Author-authored engineering synthesis, guidance or reference apparatus NO Le introduzioni alle parti costruiscono il percorso dalle trasformazioni professionali all’adozione organizzativa. author_tex_section Introduzioni alle parti — Non-Deterministic Software Engineering La funzione è orientativa: la copertura del volume non va conteggiata come evidenza aggiuntiva rispetto ai capitoli figli. 241 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/main.tex bcfc9816cbf334fa7890857dcc1bd80c4b70a1ee0daad84c0ef957bb818271ed ["T:Engineering structure", "T:What agents can do", "T:Productivity", "T:Skills & learning"] Il main contiene prosa autonoma di raccordo fra fondamenti, implementazione, organizzazione, catalogo e appendici. Va schedato senza inglobare nuovamente il testo dei file inclusi. ["K:Developer workflow and adoption", "K:Human-agent collaboration", "K:Evaluation methodology and baselines"] V01 Non-Deterministic Software Engineering 1126 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/frontmatter.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B002","kind":"author_tex_section","label":"Fonti, attribuzioni e avvertenze di lettura","limitation":"Attribuzioni generali e disclaimer non dimostrano l’identità di ogni citazione né l’accuratezza dei dati riportati.","mapped":["C:C01"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Il frontespizio dichiara fonti, attribuzioni e limiti del volume.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B002.md reading_guide B ["C:C01"] [{"title": "Fonti, attribuzioni e avvertenze di lettura", "line": 1}] Author-authored engineering synthesis, guidance or reference apparatus NO Il frontespizio dichiara fonti, attribuzioni e limiti del volume. author_tex_section Fonti, attribuzioni e avvertenze di lettura Attribuzioni generali e disclaimer non dimostrano l’identità di ogni citazione né l’accuratezza dei dati riportati. 170 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/frontmatter.tex 5a3ff2b34f5ee94776cf200a08fb274ccd607a34b6cf07d0945dd3f62cf3e1a0 ["T:Engineering structure", "T:What agents can do"] Le note iniziali chiariscono l’uso di interviste practitioner, report industriali ed esperienza dell’autore; permettono di qualificare l’origine delle affermazioni successive. ["K:Developer workflow and adoption", "K:Human-agent collaboration"] V01 Non-Deterministic Software Engineering 379 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/summary_v2.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B003","kind":"author_tex_section","label":"Summary","limitation":"Il caso iniziale e i tempi di lettura sono dispositivi didattici, non risultati sperimentali.","mapped":["C:C01","C:C02","C:C11"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Productivity","T:Economics","T:Skills & learning"],"summary":"Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration","K:Output versus shipped value","K:Evaluation methodology and baselines"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B003.md synthesis B ["C:C01", "C:C02", "C:C11"] [{"level": "section", "title": "The Opening Scenario", "line": 13, "offset": 466, "end": 496}, {"level": "section", "title": "Why This Book Exists", "line": 84, "offset": 7748, "end": 7778}, {"level": "section", "title": "What You'll Learn", "line": 122, "offset": 11432, "end": 11459}, {"level": "section", "title": "Reading Paths", "line": 227, "offset": 21738, "end": 21761}] Author-authored engineering synthesis, guidance or reference apparatus NO Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. author_tex_section Summary Il caso iniziale e i tempi di lettura sono dispositivi didattici, non risultati sperimentali. 326 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/summary_v2.tex d249bc8ae2f50a1eb6fee7a928b83ea9d7593c71a7c2d4af3f681ab1e63ca577 ["T:Engineering structure", "T:What agents can do", "T:Productivity", "T:Economics", "T:Skills & learning"] La scena iniziale e i percorsi per ruolo spiegano come usare il libro. La scheda è un nodo di orientamento che collega trasformazione del lavoro, misurazione e responsabilità. ["K:Developer workflow and adoption", "K:Human-agent collaboration", "K:Output versus shipped value", "K:Evaluation methodology and baselines"] V01 Non-Deterministic Software Engineering 3214 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter01_v4.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B004","kind":"author_tex_section","label":"The Fundamental Shift","limitation":"L’analogia con precedenti salti di astrazione è interpretativa; non dimostra che tutti gli strumenti abbiano lo stesso profilo di affidabilità.","mapped":["C:C01","C:C06"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Code quality & security"],"summary":"Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B004.md chapter B ["C:C01", "C:C06"] [{"level": "section", "title": "A Shift as Significant as Assembly to High-Level Languages", "line": 13, "offset": 706, "end": 774}, {"level": "section", "title": "Implications for Engineering Practice", "line": 80, "offset": 8516, "end": 8563}, {"level": "section", "title": "The Security Imperative", "line": 116, "offset": 11812, "end": 11845}, {"level": "section", "title": "Why This Historical Context Matters", "line": 214, "offset": 18860, "end": 18905}] Author-authored engineering synthesis, guidance or reference apparatus NO Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice. author_tex_section The Fundamental Shift L’analogia con precedenti salti di astrazione è interpretativa; non dimostra che tutti gli strumenti abbiano lo stesso profilo di affidabilità. 257 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter01_v4.tex ad460f2b88bac8835e3bc1dab99bd1aefcac228172ab226fe9eb063dd7396a81 ["T:Engineering structure", "T:What agents can do", "T:Code quality & security"] Il capitolo propone una lettura storica del cambiamento e ne ricava responsabilità di verifica, modelli mentali e attenzione alla sicurezza. ["K:Developer workflow and adoption", "K:Human-agent collaboration", "K:Prompt injection and malicious tools", "K:Vulnerability and secure code"] V01 Non-Deterministic Software Engineering 2767 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter02_v3.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B005","kind":"author_tex_section","label":"Vibe Coding vs. AI-Assisted Engineering","limitation":"Il 70% è un’euristica practitioner: non deve diventare un tasso universale di completamento o correttezza.","mapped":["C:C01","C:C04","C:C10"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Verification & review","T:Skills & learning","T:System knowledge & memory"],"summary":"Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration","K:Specifications and governance","K:Independent verification and oracles","K:Cognitive offloading and skill debt","K:System understanding and rationale","K:Ownership and knowledge transfer"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B005.md chapter B ["C:C01", "C:C04", "C:C10"] [{"level": "section", "title": "Two Fundamentally Different Approaches", "line": 21, "offset": 1676, "end": 1724}, {"level": "section", "title": "When Vibes Meet Reality", "line": 79, "offset": 7228, "end": 7261}, {"level": "section", "title": "The Spec-Driven Alternative", "line": 209, "offset": 16189, "end": 16226}, {"level": "section", "title": "Organizational Implications", "line": 308, "offset": 23405, "end": 23442}] Author-authored engineering synthesis, guidance or reference apparatus NO Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. author_tex_section Vibe Coding vs. AI-Assisted Engineering Il 70% è un’euristica practitioner: non deve diventare un tasso universale di completamento o correttezza. 365 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter02_v3.tex abb747928eee306738180a372fd5226ccba87eac886e1c3ea22f88ee6e17acb7 ["T:Engineering structure", "T:What agents can do", "T:Verification & review", "T:Skills & learning", "T:System knowledge & memory"] Il testo delimita l’uso esplorativo dei prototipi, discute il problema del 70% e introduce specifiche e verifiche come alternativa alla mera prosecuzione della conversazione. ["K:Developer workflow and adoption", "K:Human-agent collaboration", "K:Specifications and governance", "K:Independent verification and oracles", "K:Cognitive offloading and skill debt", "K:System understanding and rationale", "K:Ownership and knowledge transfer"] V01 Non-Deterministic Software Engineering 3298 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter03_v3.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B006","kind":"author_tex_section","label":"The Experience Divide","limitation":"Le classi di esperienza non sono gruppi sperimentali; le prescrizioni formative richiedono misure di comprensione, retention e trasferimento.","mapped":["C:C10","C:C12"],"printed":false,"streams":["T:Skills & learning","T:System knowledge & memory","T:Jobs & roles"],"summary":"L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento.","topics":["K:Skills formation and teaching","K:Cognitive offloading and skill debt","K:Employment and early-career roles","K:Ownership and knowledge transfer"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B006.md chapter B ["C:C10", "C:C12"] [{"level": "section", "title": "Why Experience Matters More Than Ever", "line": 27, "offset": 2901, "end": 2948}, {"level": "section", "title": "Preserving the Learning Loop", "line": 95, "offset": 8406, "end": 8444}, {"level": "section", "title": "The Skill Transformation", "line": 221, "offset": 18000, "end": 18034}, {"level": "section", "title": "Control, Confidence, and Understanding", "line": 356, "offset": 25951, "end": 25999}] Author-authored engineering synthesis, guidance or reference apparatus NO L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento. author_tex_section The Experience Divide Le classi di esperienza non sono gruppi sperimentali; le prescrizioni formative richiedono misure di comprensione, retention e trasferimento. 392 ND_INFORMATIONAL_TEX T:Skills & learning ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter03_v3.tex 2c277baece8dabb6c495ca69c1c29803ec769bf2f0a9e0054bf3f73794a839b8 ["T:Skills & learning", "T:System knowledge & memory", "T:Jobs & roles"] Il capitolo analizza falsa sicurezza, trio programming e trasformazione delle competenze per junior, intermedi e senior. Offre un ponte fra produttività individuale e formazione del team. ["K:Skills formation and teaching", "K:Cognitive offloading and skill debt", "K:Employment and early-career roles", "K:Ownership and knowledge transfer"] V01 Non-Deterministic Software Engineering 3477 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter04_v5.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B007","kind":"author_tex_section","label":"New Workflows for the AI Era","limitation":"Le descrizioni dei workflow non misurano automaticamente un vantaggio di velocità o qualità; mantenere le dipendenze fra i controlli.","mapped":["C:C03","C:C04","C:C07","C:C11"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Verification & review"],"summary":"Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico.","topics":["K:Developer workflow and adoption","K:Specifications and governance","K:Independent verification and oracles","K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B007.md chapter B ["C:C03", "C:C04", "C:C07", "C:C11"] [{"level": "section", "title": "Workflow: Plan Before You Prompt", "line": 17, "offset": 1293, "end": 1335}, {"level": "section", "title": "Workflow: Keeping the Runtime in the Loop", "line": 215, "offset": 17257, "end": 17308}, {"level": "section", "title": "Workflow: Understanding Legacy Systems", "line": 549, "offset": 42402, "end": 42450}, {"level": "section", "title": "The Orchestration Mindset", "line": 920, "offset": 68678, "end": 68713}] Author-authored engineering synthesis, guidance or reference apparatus NO Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. author_tex_section New Workflows for the AI Era Le descrizioni dei workflow non misurano automaticamente un vantaggio di velocità o qualità; mantenere le dipendenze fra i controlli. 987 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter04_v5.tex 763822b37c388a0fe474f8e30be03eb08bc48ecdae910167bb8116e5c2b6b2f3 ["T:Engineering structure", "T:What agents can do", "T:Verification & review"] Pianificazione, TDD, runtime feedback, contesto, review e orchestrazione enterprise sono raccolti in un percorso operativo. Il file è il principale punto di origine di varie elaborazioni dei volumi successivi. ["K:Developer workflow and adoption", "K:Specifications and governance", "K:Independent verification and oracles", "K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution"] V01 Non-Deterministic Software Engineering 7757 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter05_v4.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B008","kind":"author_tex_section","label":"The Quality Crisis (And How to Prevent It)","limitation":"Distinguere difetti dimostrati, segnalazioni statiche, percezioni dei revisori e spiegazioni causali.","mapped":["C:C05","C:C08"],"printed":false,"streams":["T:Verification & review","T:Code quality & security","T:Engineering structure"],"summary":"La qualità diventa critica quando il volume generato supera la capacità di revisione.","topics":["K:Review capacity and maintainers","K:AI as reviewer","K:Automation bias and trust","K:Architecture and modularity","K:Technical debt and complexity"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B008.md chapter B ["C:C05", "C:C08"] [{"level": "section", "title": "The Compounding Effect of Volume", "line": 20, "offset": 1186, "end": 1228}, {"level": "section", "title": "The Trust Problem", "line": 80, "offset": 8826, "end": 8853}, {"level": "section", "title": "The Critical Thinking Imperative", "line": 213, "offset": 22839, "end": 22881}, {"level": "section", "title": "The Path Forward", "line": 271, "offset": 29784, "end": 29810}] Author-authored engineering synthesis, guidance or reference apparatus NO La qualità diventa critica quando il volume generato supera la capacità di revisione. author_tex_section The Quality Crisis (And How to Prevent It) Distinguere difetti dimostrati, segnalazioni statiche, percezioni dei revisori e spiegazioni causali. 310 ND_INFORMATIONAL_TEX T:Verification & review ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter05_v4.tex 31cb9350dc88aef0f7ac2f8ef20be581d212c82b99c42be925d514dd90782ad2 ["T:Verification & review", "T:Code quality & security", "T:Engineering structure"] Il capitolo combina debito tecnico, fiducia, colli di bottiglia e quality gate; invita a rendere verificabile l’accettazione e a mantenere una cultura di pensiero critico. ["K:Review capacity and maintainers", "K:AI as reviewer", "K:Automation bias and trust", "K:Architecture and modularity", "K:Technical debt and complexity"] V01 Non-Deterministic Software Engineering 4277 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter06_v4.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B009","kind":"author_tex_section","label":"Measuring What Matters---The Data Behind AI's Real Impact","limitation":"Il riferimento a 180+ organizzazioni non rende omogenee metriche, campioni o disegni; preservare denominatori e possibili interessi delle fonti.","mapped":["C:C02","C:C12"],"printed":false,"streams":["T:Productivity","T:Economics","T:Verification & review"],"summary":"La misura dell’AI deve includere il lavoro rilasciato, la qualità e l’esperienza dello sviluppatore.","topics":["K:Output versus shipped value","K:Evaluation methodology and baselines","K:Controlled productivity evidence"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B009.md chapter B ["C:C02", "C:C12"] [{"level": "section", "title": "Understanding the Hype Problem", "line": 15, "offset": 1042, "end": 1082}, {"level": "section", "title": "The Surprising Hierarchy of Time Savings", "line": 164, "offset": 16180, "end": 16230}, {"level": "section", "title": "Hidden Benefits Beyond Time Savings", "line": 250, "offset": 25126, "end": 25171}, {"level": "section", "title": "Practical Guidance for Engineering Leaders", "line": 308, "offset": 32822, "end": 32874}] Author-authored engineering synthesis, guidance or reference apparatus NO La misura dell’AI deve includere il lavoro rilasciato, la qualità e l’esperienza dello sviluppatore. author_tex_section Measuring What Matters---The Data Behind AI's Real Impact Il riferimento a 180+ organizzazioni non rende omogenee metriche, campioni o disegni; preservare denominatori e possibili interessi delle fonti. 367 ND_INFORMATIONAL_TEX T:Productivity ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter06_v4.tex 3e5d40ca87c35ee64cb7f0dd7b55a9d07f12e00738955651fa8a57875bde4bc9 ["T:Productivity", "T:Economics", "T:Verification & review"] Il testo confronta narrazioni di produttività, dati industriali, soddisfazione, dimensione delle modifiche e vantaggi nella riduzione del lavoro ripetitivo. ["K:Output versus shipped value", "K:Evaluation methodology and baselines", "K:Controlled productivity evidence"] V01 Non-Deterministic Software Engineering 4794 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter08_v4.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B010","kind":"author_tex_section","label":"The Adaptation Imperative---What Companies Must Do Now","limitation":"La roadmap è una proposta operativa; tempi e ritorni devono essere calibrati sul contesto anziché assunti come dimostrati.","mapped":["C:C11","C:C12"],"printed":false,"streams":["T:Engineering structure","T:Productivity","T:Skills & learning","T:Verification & review"],"summary":"L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Specifications and governance","K:Ownership and knowledge transfer"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B010.md chapter B ["C:C11", "C:C12"] [{"level": "section", "title": "Contrasting Approaches: Speed Versus Rigor", "line": 15, "offset": 1182, "end": 1234}, {"level": "section", "title": "Measuring AI's Real Impact", "line": 180, "offset": 14624, "end": 14660}, {"level": "section", "title": "Your 6-Month Roadmap", "line": 190, "offset": 15973, "end": 16003}, {"level": "section", "title": "For Individual Contributors", "line": 402, "offset": 34084, "end": 34121}] Author-authored engineering synthesis, guidance or reference apparatus NO L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. author_tex_section The Adaptation Imperative---What Companies Must Do Now La roadmap è una proposta operativa; tempi e ritorni devono essere calibrati sul contesto anziché assunti come dimostrati. 433 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter08_v4.tex 5682d0823509380c14528b7d07abb1cccd56e5ecd396072b04697db07c93cc83 ["T:Engineering structure", "T:Productivity", "T:Skills & learning", "T:Verification & review"] Otto principi, una roadmap di sei mesi e adattamenti per dimensione aziendale traducono il cambiamento tecnico in responsabilità e decisioni organizzative. ["K:Developer workflow and adoption", "K:Evaluation methodology and baselines", "K:Specifications and governance", "K:Ownership and knowledge transfer"] V01 Non-Deterministic Software Engineering 4765 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter09_v4.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B011","kind":"author_tex_section","label":"Looking Forward---The Future of Software Engineering","limitation":"Conservare l’ancoraggio temporale dell’edizione: prospettive a 12–18 mesi o a più anni non sono fatti accertati oggi.","mapped":["C:C01","C:C11","C:C12"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning","T:What agents can do","T:Engineering structure"],"summary":"Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe.","topics":["K:Employment and early-career roles","K:Ownership and knowledge transfer","K:Agent failure and escalation","K:Long-running agent execution"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B011.md chapter B ["C:C01", "C:C11", "C:C12"] [{"level": "section", "title": "The Near Future: 12--18 Months", "line": 15, "offset": 1232, "end": 1272}, {"level": "section", "title": "The Long Term: 5+ Years", "line": 227, "offset": 17261, "end": 17294}, {"level": "section", "title": "The Fork in the Road", "line": 295, "offset": 26884, "end": 26914}, {"level": "section", "title": "Your Next Steps", "line": 321, "offset": 30594, "end": 30619}] Author-authored engineering synthesis, guidance or reference apparatus NO Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. author_tex_section Looking Forward---The Future of Software Engineering Conservare l’ancoraggio temporale dell’edizione: prospettive a 12–18 mesi o a più anni non sono fatti accertati oggi. 373 ND_INFORMATIONAL_TEX T:Jobs & roles ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter09_v4.tex 3cc847ac00e2eb21da6b48122b67386387ba80b81c12ba0549e1a18b91959e0d ["T:Jobs & roles", "T:Skills & learning", "T:What agents can do", "T:Engineering structure"] Il capitolo articola orizzonti temporali e implicazioni di carriera, distinguendo possibilità favorevoli e rischi per la professione. ["K:Employment and early-career roles", "K:Ownership and knowledge transfer", "K:Agent failure and escalation", "K:Long-running agent execution"] V01 Non-Deterministic Software Engineering 4375 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter07_v1.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B012","kind":"author_tex_section","label":"The Pattern Catalog","limitation":"Non duplicare il contenuto dei figli; l’espressione pattern non implica validazione comparativa della sua efficacia.","mapped":["C:C01","C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Il catalogo organizza pattern riusabili e dipendenze fra pratiche.","topics":["K:Developer workflow and adoption","K:Specifications and governance"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B012.md chapter B ["C:C01", "C:C04", "C:C11"] [{"level": "section", "title": "Understanding Pattern Importance", "line": 13, "offset": 611, "end": 654}, {"level": "section", "title": "How to Use This Catalog", "line": 34, "offset": 1808, "end": 1842}, {"level": "section", "title": "Complete Pattern List", "line": 49, "offset": 2358, "end": 2390}, {"level": "section", "title": "Quick Start Guide", "line": 102, "offset": 4604, "end": 4632}] Author-authored engineering synthesis, guidance or reference apparatus NO Il catalogo organizza pattern riusabili e dipendenze fra pratiche. author_tex_section The Pattern Catalog Non duplicare il contenuto dei figli; l’espressione pattern non implica validazione comparativa della sua efficacia. 193 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter07_v1.tex 884c52d5f39189d0a3b60e77f42ddec5d371362d59f7fb84a8a4d4678cfe9f52 ["T:Engineering structure", "T:What agents can do"] Il file introduce importanza, selezione e uso del catalogo; le descrizioni complete dei pattern si trovano nei sei file inclusi e restano schede autonome. ["K:Developer workflow and adoption", "K:Specifications and governance"] V01 Non-Deterministic Software Engineering 713 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B013","kind":"author_tex_section","label":"PART I: Core Practices","limitation":"Saper spiegare un risultato non è una prova sufficiente di correttezza; la verifica comportamentale deve restare separata.","mapped":["C:C04","C:C07","C:C10"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:Code quality & security","T:Skills & learning","T:System knowledge & memory"],"summary":"Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:Evaluation methodology and baselines","K:Skills formation and teaching","K:Cognitive offloading and skill debt"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B013.md section B ["C:C04", "C:C07", "C:C10"] [{"level": "section", "title": "PART I: Core Practices", "line": 3, "offset": 2, "end": 35}] Author-authored engineering synthesis, guidance or reference apparatus NO Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. author_tex_section PART I: Core Practices Saper spiegare un risultato non è una prova sufficiente di correttezza; la verifica comportamentale deve restare separata. 1462 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex d18e91e3e4da41faaeb2ab3780e8680a9360f3b04dc48cfdf64dd2c706d89219 ["T:Engineering structure", "T:Verification & review", "T:Code quality & security", "T:Skills & learning", "T:System knowledge & memory"] I primi otto pattern comprendono spec-first, TDD, esplorazione, chunk verificabili, context engineering, explainability test, runtime feedback e tutela dell’apprendimento. ["K:Specifications and governance", "K:Independent verification and oracles", "K:Evaluation methodology and baselines", "K:Skills formation and teaching", "K:Cognitive offloading and skill debt"] V01 Non-Deterministic Software Engineering 5604 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B014","kind":"author_tex_section","label":"PART II: Quality Assurance","limitation":"Una checklist o una review multi-pass non costituisce da sola un controllo indipendente; contano input, oracoli e copertura.","mapped":["C:C05","C:C06","C:C08","C:C09"],"printed":false,"streams":["T:Code quality & security","T:What agents can do","T:Engineering structure","T:Verification & review","T:System knowledge & memory","T:Skills & learning"],"summary":"I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy.","topics":["K:Prompt injection and malicious tools","K:Vulnerability and secure code","K:Review capacity and maintainers","K:AI as reviewer","K:Automation bias and trust","K:System understanding and rationale","K:Onboarding and developer fluency","K:Ownership and knowledge transfer"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B014.md section B ["C:C05", "C:C06", "C:C08", "C:C09"] [{"level": "section", "title": "PART II: Quality Assurance", "line": 3, "offset": 2, "end": 39}] Author-authored engineering synthesis, guidance or reference apparatus NO I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. author_tex_section PART II: Quality Assurance Una checklist o una review multi-pass non costituisce da sola un controllo indipendente; contano input, oracoli e copertura. 1077 ND_INFORMATIONAL_TEX T:Code quality & security ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex ddaab92e52b76bea22a86d4c6fad3960863640c1ad8eca08d599e9aeb4ff6843 ["T:Code quality & security", "T:What agents can do", "T:Engineering structure", "T:Verification & review", "T:System knowledge & memory", "T:Skills & learning"] Security-first, review gauntlet e legacy navigation organizzano controlli e responsabilità prima dell’approvazione dei cambiamenti. ["K:Prompt injection and malicious tools", "K:Vulnerability and secure code", "K:Review capacity and maintainers", "K:AI as reviewer", "K:Automation bias and trust", "K:System understanding and rationale", "K:Onboarding and developer fluency", "K:Ownership and knowledge transfer"] V01 Non-Deterministic Software Engineering 3505 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B015","kind":"author_tex_section","label":"PART III: Team Workflows","limitation":"Il numero ottimale di agenti dipende da dipendenze, carico di integrazione e attenzione umana; non è una costante universale.","mapped":["C:C03","C:C10","C:C11"],"printed":false,"streams":["T:Skills & learning","T:System knowledge & memory","T:What agents can do","T:Engineering structure","T:Verification & review"],"summary":"Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate.","topics":["K:Skills formation and teaching","K:Cognitive offloading and skill debt","K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B015.md section B ["C:C03", "C:C10", "C:C11"] [{"level": "section", "title": "PART III: Team Workflows", "line": 3, "offset": 2, "end": 37}] Author-authored engineering synthesis, guidance or reference apparatus NO Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. author_tex_section PART III: Team Workflows Il numero ottimale di agenti dipende da dipendenze, carico di integrazione e attenzione umana; non è una costante universale. 953 ND_INFORMATIONAL_TEX T:Skills & learning ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 76e3939a42d722b1d5a0de3290dd0625337e5a3ffc5fe0e27374334e5ecbc7eb ["T:Skills & learning", "T:System knowledge & memory", "T:What agents can do", "T:Engineering structure", "T:Verification & review"] Il file tratta migrazione come occasione di apprendimento, trio programming e coordinamento parallelo; discute il rischio della moltiplicazione incontrollata degli agenti. ["K:Skills formation and teaching", "K:Cognitive offloading and skill debt", "K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution"] V01 Non-Deterministic Software Engineering 3500 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B016","kind":"author_tex_section","label":"PART IV: Organizational Foundation","limitation":"Esempi aziendali e framework economici non sono repliche indipendenti né garanzie di ROI trasferibile.","mapped":["C:C02","C:C11","C:C12"],"printed":false,"streams":["T:Engineering structure","T:Productivity","T:Skills & learning","T:Verification & review","T:Economics"],"summary":"Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Specifications and governance","K:Ownership and knowledge transfer","K:Economic costs and return","K:Output versus shipped value"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B016.md section B ["C:C02", "C:C11", "C:C12"] [{"level": "section", "title": "PART IV: Organizational Foundation", "line": 3, "offset": 2, "end": 47}] Author-authored engineering synthesis, guidance or reference apparatus NO Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. author_tex_section PART IV: Organizational Foundation Esempi aziendali e framework economici non sono repliche indipendenti né garanzie di ROI trasferibile. 1203 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 9d668054284384874a1722dd095b05a02c83d3e3b643c76dc189fa31da25ff1a ["T:Engineering structure", "T:Productivity", "T:Skills & learning", "T:Verification & review", "T:Economics"] I pattern 15–18 coprono programma di formazione, acceptable use policy, ciclo di misura-apprendimento e gestione della spesa. ["K:Developer workflow and adoption", "K:Evaluation methodology and baselines", "K:Specifications and governance", "K:Ownership and knowledge transfer", "K:Economic costs and return", "K:Output versus shipped value"] V01 Non-Deterministic Software Engineering 3570 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B017","kind":"author_tex_section","label":"Pattern Recap: Quick Reference Guide","limitation":"È un indice decisionale del catalogo, non un nuovo insieme di risultati; i rimandi ai pattern originari restano espliciti.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Productivity","T:Skills & learning"],"summary":"Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti.","topics":["K:Developer workflow and adoption","K:Specifications and governance","K:Evaluation methodology and baselines"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B017.md section B ["C:C04", "C:C11"] [{"level": "section", "title": "Pattern Recap: Quick Reference Guide", "line": 9, "offset": 18, "end": 65}, {"level": "section", "title": "Closing Remarks: Using This Catalog Effectively", "line": 145, "offset": 5982, "end": 6040}] Author-authored engineering synthesis, guidance or reference apparatus NO Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. author_tex_section Pattern Recap: Quick Reference Guide È un indice decisionale del catalogo, non un nuovo insieme di risultati; i rimandi ai pattern originari restano espliciti. 288 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 025bb5b0f700f8a5a904a1c1c0924bf0d4c35f6599dc7df1e5383f5bc1ca39aa ["T:Engineering structure", "T:What agents can do", "T:Productivity", "T:Skills & learning"] La scheda collega selezione situazionale, mappa delle dipendenze, compatibilità e adozione graduale dei pattern già descritti. ["K:Developer workflow and adoption", "K:Specifications and governance", "K:Evaluation methodology and baselines"] V01 Non-Deterministic Software Engineering 1353 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B018","kind":"author_tex_section","label":"Antipatterns: What Not to Do","limitation":"Il catalogo identifica rischi plausibili; non stima frequenza, severità o effetto causale degli antipattern.","mapped":["C:C02","C:C08","C:C10"],"printed":false,"streams":["T:Verification & review","T:Code quality & security","T:Skills & learning","T:System knowledge & memory","T:Productivity"],"summary":"Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento.","topics":["K:Review capacity and maintainers","K:AI as reviewer","K:Automation bias and trust","K:Cognitive offloading and skill debt","K:System understanding and rationale","K:Ownership and knowledge transfer","K:Controlled productivity evidence","K:Evaluation methodology and baselines"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B018.md section B ["C:C02", "C:C08", "C:C10"] [{"level": "section", "title": "Antipatterns: What Not to Do", "line": 5, "offset": 4, "end": 43}] Author-authored engineering synthesis, guidance or reference apparatus NO Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. author_tex_section Antipatterns: What Not to Do Il catalogo identifica rischi plausibili; non stima frequenza, severità o effetto causale degli antipattern. 298 ND_INFORMATIONAL_TEX T:Verification & review ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 8cc39f88bf8b3b98d17205a97205e44cc26da2a0ecb460ef0d488908c10043a4 ["T:Verification & review", "T:Code quality & security", "T:Skills & learning", "T:System knowledge & memory", "T:Productivity"] Accettazione acritica, trappola del 70%, produzione senza verifica, contesto assente, batch eccessivi e misura teatrale formano una griglia diagnostica. ["K:Review capacity and maintainers", "K:AI as reviewer", "K:Automation bias and trust", "K:Cognitive offloading and skill debt", "K:System understanding and rationale", "K:Ownership and knowledge transfer", "K:Controlled productivity evidence", "K:Evaluation methodology and baselines"] V01 Non-Deterministic Software Engineering 1278 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10_v1.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B019","kind":"author_tex_section","label":"Tools \\& Practices","limitation":"La copertura tecnica è datata dall’edizione; i contenuti operativi appartengono alle schede dei file figli.","mapped":["C:C03","C:C09","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity","T:Skills & learning","T:System knowledge & memory","T:What agents can do"],"summary":"La guida agli strumenti collega scelta iniziale, contesto e pratiche operative.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Agent context and persistent memory","K:System understanding and rationale","K:Dependencies and agent supply chain"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B019.md chapter B ["C:C03", "C:C09", "C:C11"] [{"level": "chapter", "title": "Tools \\& Practices", "line": 2, "offset": 1, "end": 29}, {"level": "subsection", "title": "The Journey Through This Chapter", "line": 13, "offset": 417, "end": 463}, {"level": "subsection", "title": "How to Read This Chapter", "line": 32, "offset": 1981, "end": 2019}] Author-authored engineering synthesis, guidance or reference apparatus NO La guida agli strumenti collega scelta iniziale, contesto e pratiche operative. author_tex_section Tools \& Practices La copertura tecnica è datata dall’edizione; i contenuti operativi appartengono alle schede dei file figli. 74 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2e995441dc5dc5d7fffdbf8664a422c202e117d9653b18298147e8d769b5d626 ["T:Engineering structure", "T:Productivity", "T:Skills & learning", "T:System knowledge & memory", "T:What agents can do"] Il capitolo contenitore introduce dodici sezioni specializzate e spiega come comporre il percorso di implementazione. ["K:Developer workflow and adoption", "K:Evaluation methodology and baselines", "K:Agent context and persistent memory", "K:System understanding and rationale", "K:Dependencies and agent supply chain"] V01 Non-Deterministic Software Engineering 309 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/01_maturity_levels.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B020","kind":"author_tex_section","label":"Understanding Tool Maturity Levels","limitation":"Le etichette ASSESS/TRIAL/ADOPT sono raccomandazioni contestuali e datate, non punteggi di affidabilità universali.","mapped":["C:C02","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity","T:Skills & learning","T:Verification & review"],"summary":"I livelli di maturità aiutano a distinguere esplorazione, prova e adozione.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Controlled productivity evidence"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B020.md section B ["C:C02", "C:C11"] [{"level": "section", "title": "Understanding Tool Maturity Levels", "line": 3, "offset": 2, "end": 46}] Author-authored engineering synthesis, guidance or reference apparatus NO I livelli di maturità aiutano a distinguere esplorazione, prova e adozione. author_tex_section Understanding Tool Maturity Levels Le etichette ASSESS/TRIAL/ADOPT sono raccomandazioni contestuali e datate, non punteggi di affidabilità universali. 151 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/01_maturity_levels.tex 03dbba47d7945250e812fd53c8e722015d520811b40ff0fd83c79aa2d63d3b21 ["T:Engineering structure", "T:Productivity", "T:Skills & learning", "T:Verification & review"] Il file propone di interpretare classificazioni tipo Technology Radar e di far evolvere la scelta attraverso esperienza locale e revisione periodica. ["K:Developer workflow and adoption", "K:Evaluation methodology and baselines", "K:Controlled productivity evidence"] V01 Non-Deterministic Software Engineering 646 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B021","kind":"author_tex_section","label":"Getting Started: Choosing Your Primary Tool","limitation":"Caratteristiche, piani commerciali e raccomandazioni sono uno snapshot del testo; non sono state riverificate come catalogo attuale.","mapped":["C:C03","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity","T:Skills & learning","T:What agents can do"],"summary":"La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Agent failure and escalation","K:Long-running agent execution"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B021.md section B ["C:C03", "C:C11"] [{"level": "section", "title": "Getting Started: Choosing Your Primary Tool", "line": 2, "offset": 1, "end": 54}] Author-authored engineering synthesis, guidance or reference apparatus NO La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. author_tex_section Getting Started: Choosing Your Primary Tool Caratteristiche, piani commerciali e raccomandazioni sono uno snapshot del testo; non sono state riverificate come catalogo attuale. 363 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex fcaa3ca736559cad41090b0b9207ab7b4e84b5b41c5fba5051e1977110691750 ["T:Engineering structure", "T:Productivity", "T:Skills & learning", "T:What agents can do"] La sezione introduce il confronto fra strumenti principali e le informazioni che ciascuno vede, preparando la successiva progettazione del contesto. ["K:Developer workflow and adoption", "K:Evaluation methodology and baselines", "K:Agent failure and escalation", "K:Long-running agent execution"] V01 Non-Deterministic Software Engineering 1993 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B022","kind":"author_tex_section","label":"Static Context Engineering: Teaching AI About Your Project","limitation":"Un file di istruzioni può essere obsoleto o contraddittorio; la sua presenza non garantisce conformità del codice prodotto.","mapped":["C:C09"],"printed":false,"streams":["T:System knowledge & memory","T:Engineering structure"],"summary":"Le istruzioni persistenti rendono esplicite convenzioni, vincoli e decisioni del progetto.","topics":["K:Agent context and persistent memory","K:System understanding and rationale"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B022.md section B ["C:C09"] [{"level": "section", "title": "Static Context Engineering: Teaching AI About Your Project", "line": 2, "offset": 1, "end": 69}] Author-authored engineering synthesis, guidance or reference apparatus NO Le istruzioni persistenti rendono esplicite convenzioni, vincoli e decisioni del progetto. author_tex_section Static Context Engineering: Teaching AI About Your Project Un file di istruzioni può essere obsoleto o contraddittorio; la sua presenza non garantisce conformità del codice prodotto. 424 ND_INFORMATIONAL_TEX T:System knowledge & memory ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex 2fbca131864d7f4b1d1beeecea73b61e395b598486e47eac3176bfc9918f2b3a ["T:System knowledge & memory", "T:Engineering structure"] AGENTS.md e file analoghi sono trattati come una base di contesto mantenuta dal team, con esempi ed esercizi di configurazione. ["K:Agent context and persistent memory", "K:System understanding and rationale"] V01 Non-Deterministic Software Engineering 1782 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B023","kind":"author_tex_section","label":"Dynamic Context Engineering: Real-Time Information","limitation":"Freschezza, autorizzazione e attendibilità del contenuto devono essere verificate separatamente; un connettore può ampliare la superficie d’attacco.","mapped":["C:C06","C:C09"],"printed":false,"streams":["T:System knowledge & memory","T:What agents can do","T:Code quality & security"],"summary":"Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono.","topics":["K:Agent context and persistent memory","K:System understanding and rationale","K:Dependencies and agent supply chain","K:Prompt injection and malicious tools"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B023.md section B ["C:C06", "C:C09"] [{"level": "section", "title": "Dynamic Context Engineering: Real-Time Information", "line": 2, "offset": 1, "end": 61}] Author-authored engineering synthesis, guidance or reference apparatus NO Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono. author_tex_section Dynamic Context Engineering: Real-Time Information Freschezza, autorizzazione e attendibilità del contenuto devono essere verificate separatamente; un connettore può ampliare la superficie d’attacco. 312 ND_INFORMATIONAL_TEX T:System knowledge & memory ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 68046ecb5f4a08a87ce5c30ad04826e3b08a84b9c57a5c648d7b3d2f3c40c61d ["T:System knowledge & memory", "T:What agents can do", "T:Code quality & security"] La sezione collega documentazione, schema dati e risorse esterne tramite connettori, distinguendoli dalle istruzioni statiche. ["K:Agent context and persistent memory", "K:System understanding and rationale", "K:Dependencies and agent supply chain", "K:Prompt injection and malicious tools"] V01 Non-Deterministic Software Engineering 1438 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B024","kind":"author_tex_section","label":"Context Flow Control: Managing Complex Sessions","limitation":"Un riepilogo può perdere vincoli o spiegazioni; i passaggi di stato devono essere verificabili rispetto agli artefatti originari.","mapped":["C:C03","C:C09"],"printed":false,"streams":["T:System knowledge & memory","T:What agents can do"],"summary":"Compattazione e handoff governano la continuità delle sessioni complesse.","topics":["K:Agent context and persistent memory","K:System understanding and rationale","K:Long-running agent execution"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B024.md section B ["C:C03", "C:C09"] [{"level": "section", "title": "Context Flow Control: Managing Complex Sessions", "line": 2, "offset": 1, "end": 58}] Author-authored engineering synthesis, guidance or reference apparatus NO Compattazione e handoff governano la continuità delle sessioni complesse. author_tex_section Context Flow Control: Managing Complex Sessions Un riepilogo può perdere vincoli o spiegazioni; i passaggi di stato devono essere verificabili rispetto agli artefatti originari. 346 ND_INFORMATIONAL_TEX T:System knowledge & memory ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex e4c09a224cbac8339536664e6162fbafc708bae4e46667cf8008cd78f962f370 ["T:System knowledge & memory", "T:What agents can do"] Plan mode, riepiloghi e passaggi strutturati sono strumenti per controllare l’accumulo del contesto e conservare lo stato del lavoro. ["K:Agent context and persistent memory", "K:System understanding and rationale", "K:Long-running agent execution"] V01 Non-Deterministic Software Engineering 1419 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B025","kind":"author_tex_section","label":"From Single Agent to Multi-Agent Workflows","limitation":"Il parallelismo non dimostra maggiore produttività; occorre contabilizzare errori di coordinamento e revisione seriale.","mapped":["C:C03","C:C11"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:Verification & review"],"summary":"Il passaggio a più agenti richiede specializzazione, confini e punti di controllo.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution","K:Specifications and governance","K:Ownership and knowledge transfer"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B025.md section B ["C:C03", "C:C11"] [{"level": "section", "title": "From Single Agent to Multi-Agent Workflows", "line": 2, "offset": 1, "end": 53}] Author-authored engineering synthesis, guidance or reference apparatus NO Il passaggio a più agenti richiede specializzazione, confini e punti di controllo. author_tex_section From Single Agent to Multi-Agent Workflows Il parallelismo non dimostra maggiore produttività; occorre contabilizzare errori di coordinamento e revisione seriale. 487 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 0cdb4fb9d02a3fdf228a76b853e4d4c51db6999b0eb13acc4ad75626ad216bbd ["T:What agents can do", "T:Engineering structure", "T:Verification & review"] La sezione distingue subagent e workflow multi-agente, associando integrazione enterprise, condivisione del contesto e checkpoint umani. ["K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution", "K:Specifications and governance", "K:Ownership and knowledge transfer"] V01 Non-Deterministic Software Engineering 2714 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B026","kind":"author_tex_section","label":"Development Practices Enhanced by AI","limitation":"Le valutazioni di maturità sono contestuali; nelle migrazioni la preservazione semantica richiede casi indipendenti dal codice trasformato.","mapped":["C:C05","C:C07","C:C09"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Verification & review","T:Code quality & security","T:System knowledge & memory","T:Skills & learning"],"summary":"TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito.","topics":["K:Developer workflow and adoption","K:Specifications and governance","K:Independent verification and oracles","K:Evaluation methodology and baselines","K:System understanding and rationale","K:Onboarding and developer fluency","K:Ownership and knowledge transfer"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B026.md section B ["C:C05", "C:C07", "C:C09"] [{"level": "section", "title": "Development Practices Enhanced by AI", "line": 2, "offset": 1, "end": 47}] Author-authored engineering synthesis, guidance or reference apparatus NO TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. author_tex_section Development Practices Enhanced by AI Le valutazioni di maturità sono contestuali; nelle migrazioni la preservazione semantica richiede casi indipendenti dal codice trasformato. 816 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex d9b75f944c3c71265c0c686a6e658b4abe2baf222ee28eee7d41c2e3c6e1e7b0 ["T:Engineering structure", "T:What agents can do", "T:Verification & review", "T:Code quality & security", "T:System knowledge & memory", "T:Skills & learning"] Il testo descrive come applicare AI a sviluppo guidato dai test, analisi del sistema, forward engineering e trasformazioni ripetitive. ["K:Developer workflow and adoption", "K:Specifications and governance", "K:Independent verification and oracles", "K:Evaluation methodology and baselines", "K:System understanding and rationale", "K:Onboarding and developer fluency", "K:Ownership and knowledge transfer"] V01 Non-Deterministic Software Engineering 4234 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B027","kind":"author_tex_section","label":"Team Collaboration \\& Knowledge Sharing","limitation":"La condivisione degli artefatti non dimostra comprensione condivisa: servono verifiche di handoff e capacità autonome.","mapped":["C:C10","C:C11"],"printed":false,"streams":["T:Skills & learning","T:System knowledge & memory","T:Engineering structure","T:Verification & review"],"summary":"L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise.","topics":["K:Skills formation and teaching","K:Cognitive offloading and skill debt","K:Specifications and governance","K:Ownership and knowledge transfer"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B027.md section B ["C:C10", "C:C11"] [{"level": "section", "title": "Team Collaboration \\& Knowledge Sharing", "line": 2, "offset": 1, "end": 50}] Author-authored engineering synthesis, guidance or reference apparatus NO L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. author_tex_section Team Collaboration \& Knowledge Sharing La condivisione degli artefatti non dimostra comprensione condivisa: servono verifiche di handoff e capacità autonome. 330 ND_INFORMATIONAL_TEX T:Skills & learning ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex f25d348c036c0954b18c5d1837930f434106612fc32cf6ab1562a67bfd80db3e ["T:Skills & learning", "T:System knowledge & memory", "T:Engineering structure", "T:Verification & review"] La sezione tratta librerie di prompt, collaborazione, competenze e ruoli complementari di persone e agenti. ["K:Skills formation and teaching", "K:Cognitive offloading and skill debt", "K:Specifications and governance", "K:Ownership and knowledge transfer"] V01 Non-Deterministic Software Engineering 1073 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/09_security.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B028","kind":"author_tex_section","label":"Security, Compliance \\& Governance","limitation":"Gli esempi non costituiscono un audit di conformità; distinguere regole applicate, osservabilità e rischio residuo.","mapped":["C:C06","C:C11"],"printed":false,"streams":["T:Code quality & security","T:What agents can do","T:Engineering structure","T:System knowledge & memory","T:Verification & review"],"summary":"La sicurezza degli agenti richiede difesa stratificata e controllo continuo.","topics":["K:Prompt injection and malicious tools","K:Vulnerability and secure code","K:Dependencies and agent supply chain","K:Specifications and governance","K:Ownership and knowledge transfer"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B028.md section B ["C:C06", "C:C11"] [{"level": "section", "title": "Security, Compliance \\& Governance", "line": 2, "offset": 1, "end": 45}] Author-authored engineering synthesis, guidance or reference apparatus NO La sicurezza degli agenti richiede difesa stratificata e controllo continuo. author_tex_section Security, Compliance \& Governance Gli esempi non costituiscono un audit di conformità; distinguere regole applicate, osservabilità e rischio residuo. 975 ND_INFORMATIONAL_TEX T:Code quality & security ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/09_security.tex b8f5fff344bf416debc2851e29e9120b3ab90966db395ace2696f806ab0e4072 ["T:Code quality & security", "T:What agents can do", "T:Engineering structure", "T:System knowledge & memory", "T:Verification & review"] Policy-as-code, guardrail, flussi di dati, monitoraggio e risposta agli incidenti compongono il quadro operativo. ["K:Prompt injection and malicious tools", "K:Vulnerability and secure code", "K:Dependencies and agent supply chain", "K:Specifications and governance", "K:Ownership and knowledge transfer"] V01 Non-Deterministic Software Engineering 4534 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B029","kind":"author_tex_section","label":"Measurement \\& Observability","limitation":"Valore economico e percezione soggettiva hanno denominatori diversi; documentare baseline e campione per ogni confronto.","mapped":["C:C02","C:C12"],"printed":false,"streams":["T:Productivity","T:Economics","T:Verification & review"],"summary":"Osservabilità e misura devono ricondurre i consumi al valore verificato.","topics":["K:Output versus shipped value","K:Evaluation methodology and baselines","K:Controlled productivity evidence","K:Economic costs and return"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B029.md section B ["C:C02", "C:C12"] [{"level": "section", "title": "Measurement \\& Observability", "line": 2, "offset": 1, "end": 39}] Author-authored engineering synthesis, guidance or reference apparatus NO Osservabilità e misura devono ricondurre i consumi al valore verificato. author_tex_section Measurement \& Observability Valore economico e percezione soggettiva hanno denominatori diversi; documentare baseline e campione per ogni confronto. 347 ND_INFORMATIONAL_TEX T:Productivity ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 35163db617c256568b42f6a6377f5937b4880bf3c9726465623bcccc906b4f25 ["T:Productivity", "T:Economics", "T:Verification & review"] La sezione collega utilizzo, qualità, costi, debugging e flusso del lavoro, evitando la riduzione della produttività alle righe generate. ["K:Output versus shipped value", "K:Evaluation methodology and baselines", "K:Controlled productivity evidence", "K:Economic costs and return"] V01 Non-Deterministic Software Engineering 1562 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B030","kind":"author_tex_section","label":"Common Pitfalls to Avoid","limitation":"La somiglianza fra antipattern non è una nuova osservazione indipendente; usarli come checklist e ipotesi da misurare.","mapped":["C:C03","C:C08","C:C10"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Code quality & security","T:Skills & learning","T:System knowledge & memory"],"summary":"Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti.","topics":["K:Agent failure and escalation","K:Evaluation methodology and baselines","K:Review capacity and maintainers","K:AI as reviewer","K:Automation bias and trust","K:Cognitive offloading and skill debt","K:System understanding and rationale","K:Ownership and knowledge transfer"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B030.md section B ["C:C03", "C:C08", "C:C10"] [{"level": "section", "title": "Common Pitfalls to Avoid", "line": 2, "offset": 1, "end": 35}] Author-authored engineering synthesis, guidance or reference apparatus NO Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. author_tex_section Common Pitfalls to Avoid La somiglianza fra antipattern non è una nuova osservazione indipendente; usarli come checklist e ipotesi da misurare. 1534 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 43b8d038a2bd2750d637c5b1b3b4304394d2b56c4b42d6af8e7ff4aa981be13e ["T:What agents can do", "T:Verification & review", "T:Code quality & security", "T:Skills & learning", "T:System knowledge & memory"] Il file approfondisce trappole pratiche e le raccorda agli antipattern del catalogo: contesto, batch, sicurezza, competenze e metriche. ["K:Agent failure and escalation", "K:Evaluation methodology and baselines", "K:Review capacity and maintainers", "K:AI as reviewer", "K:Automation bias and trust", "K:Cognitive offloading and skill debt", "K:System understanding and rationale", "K:Ownership and knowledge transfer"] V01 Non-Deterministic Software Engineering 5636 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B031","kind":"author_tex_section","label":"First 90-Days Implementation Roadmap","limitation":"Il calendario è prescrittivo; il successo va deciso su esiti e qualità misurati, non sul mero completamento delle settimane.","mapped":["C:C02","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity","T:Skills & learning","T:Verification & review"],"summary":"Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Controlled productivity evidence"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B031.md section B ["C:C02", "C:C11"] [{"level": "section", "title": "First 90-Days Implementation Roadmap", "line": 2, "offset": 1, "end": 47}] Author-authored engineering synthesis, guidance or reference apparatus NO Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. author_tex_section First 90-Days Implementation Roadmap Il calendario è prescrittivo; il successo va deciso su esiti e qualità misurati, non sul mero completamento delle settimane. 206 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex eeb8597bff408474a39e7206e6f8bfa0cc022a5ed832d7092a94cb975e646d91 ["T:Engineering structure", "T:Productivity", "T:Skills & learning", "T:Verification & review"] La roadmap organizza preparazione, sperimentazione, passaggio fra gruppi e criteri di go/no-go, collegandosi alla roadmap strategica di sei mesi. ["K:Developer workflow and adoption", "K:Evaluation methodology and baselines", "K:Controlled productivity evidence"] V01 Non-Deterministic Software Engineering 1125 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/appendices/appendix_a.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B032","kind":"author_tex_section","label":"Quick Reference Guides","limitation":"È un compendio del volume; non rafforza statisticamente le affermazioni ripetute né trasforma euristiche in percentuali misurate.","mapped":["C:C02","C:C04","C:C08"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Verification & review","T:Code quality & security","T:Productivity"],"summary":"Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro.","topics":["K:Developer workflow and adoption","K:Specifications and governance","K:Review capacity and maintainers","K:AI as reviewer","K:Automation bias and trust","K:Controlled productivity evidence","K:Evaluation methodology and baselines"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B032.md appendix B ["C:C02", "C:C04", "C:C08"] [{"level": "section", "title": "The 70\\% Problem --- Quick Reference", "line": 7, "offset": 241, "end": 287}, {"level": "section", "title": "Warning Signs Your Team Is Over-Relying on AI", "line": 184, "offset": 4362, "end": 4417}, {"level": "section", "title": "Resources for Learning AI-Assisted Development", "line": 481, "offset": 13402, "end": 13458}, {"level": "section", "title": "Quick Reference Summary", "line": 897, "offset": 27204, "end": 27237}] Author-authored engineering synthesis, guidance or reference apparatus NO Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. author_tex_section Quick Reference Guides È un compendio del volume; non rafforza statisticamente le affermazioni ripetute né trasforma euristiche in percentuali misurate. 950 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/appendices/appendix_a.tex a73043ba2d48b5b2b08823830033518d7658c45eef66034901dc4a7670e860c0 ["T:Engineering structure", "T:What agents can do", "T:Verification & review", "T:Code quality & security", "T:Productivity"] L’appendice raccoglie checklist, domande di revisione, segnali di dipendenza dall’AI, criteri di policy e riferimenti pratici. ["K:Developer workflow and adoption", "K:Specifications and governance", "K:Review capacity and maintainers", "K:AI as reviewer", "K:Automation bias and trust", "K:Controlled productivity evidence", "K:Evaluation methodology and baselines"] V01 Non-Deterministic Software Engineering 2324 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/appendices/appendix_b1.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B033","kind":"author_tex_section","label":"Expert Insights","limitation":"L’attribuzione e il contesto delle citazioni richiedono fonte primaria puntuale; le testimonianze non sono prove causali.","mapped":["C:C01","C:C02","C:C10"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Skills & learning","T:System knowledge & memory","T:Productivity","T:Economics"],"summary":"Le testimonianze degli esperti sono organizzate come principi professionali.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration","K:Skills formation and teaching","K:Cognitive offloading and skill debt","K:Output versus shipped value","K:Evaluation methodology and baselines"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B033.md appendix B ["C:C01", "C:C02", "C:C10"] [{"level": "section", "title": "Expert Insights-Key Quotes \\& Principles", "line": 12, "offset": 173, "end": 223}, {"level": "section", "title": "Synthesized Wisdom: Key Principles", "line": 574, "offset": 20713, "end": 20757}, {"level": "section", "title": "Closing Thought", "line": 679, "offset": 23647, "end": 23672}] Author-authored engineering synthesis, guidance or reference apparatus NO Le testimonianze degli esperti sono organizzate come principi professionali. author_tex_section Expert Insights L’attribuzione e il contesto delle citazioni richiedono fonte primaria puntuale; le testimonianze non sono prove causali. 709 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/appendices/appendix_b1.tex 431de3883a50e3f4f912773b1806fb89615511e88c470f2beec94fdbdb56cab4 ["T:Engineering structure", "T:What agents can do", "T:Skills & learning", "T:System knowledge & memory", "T:Productivity", "T:Economics"] Il file aggrega citazioni e lezioni su test, costo, qualità, contesto e trasformazione della professione. ["K:Developer workflow and adoption", "K:Human-agent collaboration", "K:Skills formation and teaching", "K:Cognitive offloading and skill debt", "K:Output versus shipped value", "K:Evaluation methodology and baselines"] V01 Non-Deterministic Software Engineering 2603 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/appendices/appendix_c_v4.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B034","kind":"author_tex_section","label":"Implementation Guide and Solutions","limitation":"Il codice e le configurazioni non sono stati eseguiti in questo passaggio; l’etichetta di verifica al dicembre 2025 resta un’affermazione del testo.","mapped":["C:C03","C:C07","C:C09","C:C11"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:Verification & review","T:System knowledge & memory","T:Code quality & security"],"summary":"Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution","K:Agent context and persistent memory","K:System understanding and rationale","K:Dependencies and agent supply chain","K:Independent verification and oracles","K:Evaluation methodology and baselines"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B034.md appendix B ["C:C03", "C:C07", "C:C09", "C:C11"] [{"level": "section", "title": "Implementing custom AI Agents", "line": 14, "offset": 331, "end": 370}, {"level": "section", "title": "Enterprise Workflow Agent Profiles - Chapter ch:new-workflows", "line": 371, "offset": 19835, "end": 19912}, {"level": "section", "title": "Handoff Payload Schema Reference", "line": 1058, "offset": 38965, "end": 39007}, {"level": "section", "title": "Exercise Solutions", "line": 1183, "offset": 43849, "end": 43877}] Author-authored engineering synthesis, guidance or reference apparatus NO Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. author_tex_section Implementation Guide and Solutions Il codice e le configurazioni non sono stati eseguiti in questo passaggio; l’etichetta di verifica al dicembre 2025 resta un’affermazione del testo. 2199 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/appendices/appendix_c_v4.tex 7a56d65173ebada784e0909351e1dd174bda54e53bdf2d61981d30730fc2cd97 ["T:What agents can do", "T:Engineering structure", "T:Verification & review", "T:System knowledge & memory", "T:Code quality & security"] L’appendice contiene ruoli specializzati, schemi di payload, configurazioni MCP, subagent e soluzioni per sessioni isolate. ["K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution", "K:Agent context and persistent memory", "K:System understanding and rationale", "K:Dependencies and agent supply chain", "K:Independent verification and oracles", "K:Evaluation methodology and baselines"] V01 Non-Deterministic Software Engineering 8680 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SW_ENG/appendices/appendix_eu.tex","subtitle":"How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","title":"Non-Deterministic Software Engineering","url":"https://github.com/popoloni/non_deterministic_sw_eng","volume":"V01"},"category":null,"collection":"B","id":"B035","kind":"author_tex_section","label":"AI Adoption in the European Union","limitation":"Le affermazioni giuridiche e le scadenze sono solo indicizzate, non riconfermate: prima del riuso servono verifica normativa aggiornata e valutazione competente.","mapped":["C:C06","C:C11","C:C12"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure","T:Economics","T:What agents can do"],"summary":"L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa.","topics":["K:Dependencies and agent supply chain","K:Specifications and governance","K:Ownership and knowledge transfer","K:Prompt injection and malicious tools","K:Vulnerability and secure code","K:Economic costs and return","K:Long-running agent execution"],"url":"https://github.com/popoloni/non_deterministic_sw_eng","volumes":["V01"],"year":""} Enrico Papalini cards/V01/B035.md appendix B ["C:C06", "C:C11", "C:C12"] [{"level": "section", "title": "Introduction: A Different Calculus", "line": 7, "offset": 239, "end": 283}, {"level": "section", "title": "The Regulatory Landscape: Three Critical Frameworks", "line": 53, "offset": 4016, "end": 4077}, {"level": "section", "title": "Operational Sovereignty Assessment", "line": 356, "offset": 23319, "end": 23363}, {"level": "section", "title": "Conclusion: A European Path", "line": 422, "offset": 26991, "end": 27028}] Author-authored engineering synthesis, guidance or reference apparatus NO L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. author_tex_section AI Adoption in the European Union Le affermazioni giuridiche e le scadenze sono solo indicizzate, non riconfermate: prima del riuso servono verifica normativa aggiornata e valutazione competente. 471 ND_INFORMATIONAL_TEX T:Code quality & security ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SW_ENG/appendices/appendix_eu.tex 90feff4e44644d90c9be9a4fc45a98f5f2ddc32b60a0cd62089c01c14dd598ea ["T:Code quality & security", "T:Engineering structure", "T:Economics", "T:What agents can do"] L’appendice tratta quadro regolatorio, rischio delle dipendenze, dati, architetture ibride e AI-BOM come esigenze connesse alla pratica ingegneristica. ["K:Dependencies and agent supply chain", "K:Specifications and governance", "K:Ownership and knowledge transfer", "K:Prompt injection and malicious tools", "K:Vulnerability and secure code", "K:Economic costs and return", "K:Long-running agent execution"] V01 Non-Deterministic Software Engineering 3630 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SDD_ENG/main.tex","subtitle":"From Principles to Practice -- A Companion to Non-Deterministic Software Engineering","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.com/dp/B0GGZ44RNX","volume":"V02"},"category":null,"collection":"B","id":"B036","kind":"author_tex_section","label":"Introduzioni e postfazione — The Bigger Picture","limitation":"Le note biografiche nello stesso file non sono usate come contributo tecnico o evidenza sul metodo.","mapped":["C:C01","C:C04"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:What agents can do"],"summary":"La postfazione riconduce SDD alla trasformazione più ampia dell’ingegneria.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:Developer workflow and adoption","K:Human-agent collaboration"],"url":"https://www.amazon.com/dp/B0GGZ44RNX","volumes":["V02"],"year":""} Enrico Papalini cards/V02/B036.md structural_synthesis B ["C:C01", "C:C04"] [{"level": "chapter", "title": "Afterword: The Bigger Picture", "line": 176, "offset": 6712, "end": 6752}] Author-authored engineering synthesis, guidance or reference apparatus NO La postfazione riconduce SDD alla trasformazione più ampia dell’ingegneria. author_tex_section Introduzioni e postfazione — The Bigger Picture Le note biografiche nello stesso file non sono usate come contributo tecnico o evidenza sul metodo. 352 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG/main.tex 92d0dbc28b96698b5f186b9c4b120330883575b5db0eacd4f1b2eba71e3339b4 ["T:Engineering structure", "T:Verification & review", "T:What agents can do"] Il main include introduzioni alle parti e una chiusura concettuale, oltre ai rimandi al volume precedente. La scheda riguarda questa prosa autonoma, non la duplicazione dei capitoli inclusi. ["K:Specifications and governance", "K:Independent verification and oracles", "K:Developer workflow and adoption", "K:Human-agent collaboration"] V02 Non-Deterministic Spec-driven Development 1690 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SDD_ENG/frontmatter.tex","subtitle":"From Principles to Practice -- A Companion to Non-Deterministic Software Engineering","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.com/dp/B0GGZ44RNX","volume":"V02"},"category":null,"collection":"B","id":"B037","kind":"author_tex_section","label":"Preface","limitation":"È inquadramento editoriale; il rapporto fra i volumi non equivale a conferma indipendente delle tesi comuni.","mapped":["C:C01","C:C04"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:Productivity","T:Skills & learning"],"summary":"La prefazione definisce pubblico, motivazione e rapporto con il volume fondativo.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:Developer workflow and adoption","K:Evaluation methodology and baselines"],"url":"https://www.amazon.com/dp/B0GGZ44RNX","volumes":["V02"],"year":""} Enrico Papalini cards/V02/B037.md reading_guide B ["C:C01", "C:C04"] [{"level": "chapter", "title": "Preface", "line": 96, "offset": 2127, "end": 2145}, {"level": "subsection", "title": "Before You Begin", "line": 144, "offset": 6289, "end": 6319}, {"level": "subsubsection", "title": "Reading Paths by Role", "line": 206, "offset": 9625, "end": 9663}, {"level": "subsection", "title": "The Experts Who Shaped This Book", "line": 257, "offset": 12207, "end": 12253}] Author-authored engineering synthesis, guidance or reference apparatus NO La prefazione definisce pubblico, motivazione e rapporto con il volume fondativo. author_tex_section Preface È inquadramento editoriale; il rapporto fra i volumi non equivale a conferma indipendente delle tesi comuni. 278 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG/frontmatter.tex d05ef047f0eb9ac267123cc1d3222d4830d5af420c6b18101659c003c955161d ["T:Engineering structure", "T:Verification & review", "T:Productivity", "T:Skills & learning"] Il file presenta SDD come modo di rendere esplicito l’intento prima della generazione e chiarisce il percorso di lettura. ["K:Specifications and governance", "K:Independent verification and oracles", "K:Developer workflow and adoption", "K:Evaluation methodology and baselines"] V02 Non-Deterministic Spec-driven Development 1919 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SDD_ENG/chapters/chapter01_shift.tex","subtitle":"From Principles to Practice -- A Companion to Non-Deterministic Software Engineering","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.com/dp/B0GGZ44RNX","volume":"V02"},"category":null,"collection":"B","id":"B038","kind":"author_tex_section","label":"The Shift","limitation":"I principi sono prescrizioni progettuali, non una dimostrazione che ogni specifica sia completa o corretta.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"L’intento diventa la fonte di riferimento del processo, con confini di autorità espliciti.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:Ownership and knowledge transfer"],"url":"https://www.amazon.com/dp/B0GGZ44RNX","volumes":["V02"],"year":""} Enrico Papalini cards/V02/B038.md chapter B ["C:C04", "C:C11"] [{"level": "section", "title": "From Code-First to Intent-First", "line": 15, "offset": 529, "end": 570}, {"level": "section", "title": "Vibe Coding vs.\\ Spec-Driven Development", "line": 85, "offset": 5684, "end": 5734}, {"level": "section", "title": "Five Principles That Actually Work", "line": 142, "offset": 10759, "end": 10803}, {"level": "section", "title": "The Three-Tier Boundary System", "line": 260, "offset": 19455, "end": 19495}] Author-authored engineering synthesis, guidance or reference apparatus NO L’intento diventa la fonte di riferimento del processo, con confini di autorità espliciti. author_tex_section The Shift I principi sono prescrizioni progettuali, non una dimostrazione che ogni specifica sia completa o corretta. 421 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG/chapters/chapter01_shift.tex 1a91b066014e9e6b3a16028d28873509535d11dc4643cdb4f4976d63d37187df ["T:Engineering structure", "T:Verification & review"] Il capitolo oppone code-first e intent-first, formula cinque principi e introduce il sistema di confini a tre livelli. ["K:Specifications and governance", "K:Independent verification and oracles", "K:Ownership and knowledge transfer"] V02 Non-Deterministic Spec-driven Development 3280 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SDD_ENG/chapters/chapter02_process.tex","subtitle":"From Principles to Practice -- A Companion to Non-Deterministic Software Engineering","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.com/dp/B0GGZ44RNX","volume":"V02"},"category":null,"collection":"B","id":"B039","kind":"author_tex_section","label":"The Process","limitation":"La sequenza dei gate va distinta dalla rigidità waterfall: cambiamenti tardivi richiedono invalidazione e rivalidazione degli artefatti interessati.","mapped":["C:C04","C:C07"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:Verification & review","T:Code quality & security"],"summary":"Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Independent verification and oracles","K:Evaluation methodology and baselines"],"url":"https://www.amazon.com/dp/B0GGZ44RNX","volumes":["V02"],"year":""} Enrico Papalini cards/V02/B039.md chapter B ["C:C04", "C:C07"] [{"level": "section", "title": "Four Phases, Four Gates", "line": 20, "offset": 1046, "end": 1079}, {"level": "section", "title": "Model Selection Strategy", "line": 241, "offset": 12809, "end": 12843}, {"level": "section", "title": "The Clarification Phase", "line": 361, "offset": 20337, "end": 20370}, {"level": "section", "title": "Quality Checklists: Unit Tests for English", "line": 467, "offset": 25412, "end": 25464}] Author-authored engineering synthesis, guidance or reference apparatus NO Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. author_tex_section The Process La sequenza dei gate va distinta dalla rigidità waterfall: cambiamenti tardivi richiedono invalidazione e rivalidazione degli artefatti interessati. 557 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG/chapters/chapter02_process.tex d496238586c77b97533a3851a22bb7a35ff1af1be938da000d1acd7b880781ce ["T:Engineering structure", "T:System knowledge & memory", "T:Verification & review", "T:Code quality & security"] Costituzione, chiarimenti, selezione del modello, analisi di consistenza e checklist rendono esplicite le condizioni di avanzamento. ["K:Specifications and governance", "K:System understanding and rationale", "K:Independent verification and oracles", "K:Evaluation methodology and baselines"] V02 Non-Deterministic Spec-driven Development 3520 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SDD_ENG/chapters/chapter03_toolkit.tex","subtitle":"From Principles to Practice -- A Companion to Non-Deterministic Software Engineering","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.com/dp/B0GGZ44RNX","volume":"V02"},"category":null,"collection":"B","id":"B040","kind":"author_tex_section","label":"The Toolkit","limitation":"Comandi e caratteristiche rappresentano la versione descritta; la loro correttezza attuale e l’esecuzione non sono state verificate qui.","mapped":["C:C03","C:C04"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Verification & review"],"summary":"Spec Kit rende operativo il processo mediante comandi e artefatti.","topics":["K:Developer workflow and adoption","K:Specifications and governance","K:Independent verification and oracles"],"url":"https://www.amazon.com/dp/B0GGZ44RNX","volumes":["V02"],"year":""} Enrico Papalini cards/V02/B040.md chapter B ["C:C03", "C:C04"] [{"level": "section", "title": "Introducing Spec Kit", "line": 20, "offset": 954, "end": 984}, {"level": "section", "title": "Installation and Setup", "line": 80, "offset": 4022, "end": 4054}, {"level": "section", "title": "The Artifact Structure", "line": 301, "offset": 11627, "end": 11659}, {"level": "section", "title": "Quick Walkthrough", "line": 566, "offset": 22612, "end": 22639}] Author-authored engineering synthesis, guidance or reference apparatus NO Spec Kit rende operativo il processo mediante comandi e artefatti. author_tex_section The Toolkit Comandi e caratteristiche rappresentano la versione descritta; la loro correttezza attuale e l’esecuzione non sono state verificate qui. 688 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG/chapters/chapter03_toolkit.tex 79e4d12f06ab8e1cc78d204aa3194b2037d409be96724e10c31bd2fe1efc8114 ["T:Engineering structure", "T:What agents can do", "T:Verification & review"] Il capitolo introduce installazione, workflow, struttura dei file e un walkthrough, traducendo principi generali in una toolchain concreta. ["K:Developer workflow and adoption", "K:Specifications and governance", "K:Independent verification and oracles"] V02 Non-Deterministic Spec-driven Development 3063 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SDD_ENG/chapters/chapter04_integration.tex","subtitle":"From Principles to Practice -- A Companion to Non-Deterministic Software Engineering","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.com/dp/B0GGZ44RNX","volume":"V02"},"category":null,"collection":"B","id":"B041","kind":"author_tex_section","label":"The Integration","limitation":"La corrispondenza documentale non prova efficacia organizzativa; servono esperimenti su handoff, ambiguità e intenzioni modificate.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:What agents can do","T:Verification & review"],"summary":"SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution","K:Ownership and knowledge transfer"],"url":"https://www.amazon.com/dp/B0GGZ44RNX","volumes":["V02"],"year":""} Enrico Papalini cards/V02/B041.md chapter B ["C:C04", "C:C11"] [{"level": "section", "title": "Mapping to Chapter 4 Workflows", "line": 20, "offset": 969, "end": 1009}, {"level": "section", "title": "Mapping to Chapter 10 Tooling", "line": 96, "offset": 3619, "end": 3658}, {"level": "section", "title": "SDD in Multi-Role Teams", "line": 471, "offset": 17163, "end": 17196}, {"level": "section", "title": "Use Case Playbooks", "line": 1221, "offset": 44970, "end": 44998}] Author-authored engineering synthesis, guidance or reference apparatus NO SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. author_tex_section The Integration La corrispondenza documentale non prova efficacia organizzativa; servono esperimenti su handoff, ambiguità e intenzioni modificate. 2550 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG/chapters/chapter04_integration.tex c50eb677650ac6e7c616679dafbe4a864c4306cc720ccff9e355ec1cbec2fe84 ["T:Engineering structure", "T:System knowledge & memory", "T:What agents can do", "T:Verification & review"] Le mappature verso i capitoli del primo volume e i playbook collegano specifiche, tooling e collaborazione in contesti enterprise e brownfield. ["K:Specifications and governance", "K:System understanding and rationale", "K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution", "K:Ownership and knowledge transfer"] V02 Non-Deterministic Spec-driven Development 9387 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SDD_ENG/chapters/chapter05_patterns.tex","subtitle":"From Principles to Practice -- A Companion to Non-Deterministic Software Engineering","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.com/dp/B0GGZ44RNX","volume":"V02"},"category":null,"collection":"B","id":"B042","kind":"author_tex_section","label":"Advanced Patterns","limitation":"La ripetizione di un pattern nei volumi successivi non aumenta il numero di osservazioni; l’efficacia resta da valutare nel contesto d’uso.","mapped":["C:C04","C:C09","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:System knowledge & memory","T:What agents can do"],"summary":"Sette pattern estendono il catalogo originario alla gestione delle specifiche.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:System understanding and rationale","K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution"],"url":"https://www.amazon.com/dp/B0GGZ44RNX","volumes":["V02"],"year":""} Enrico Papalini cards/V02/B042.md chapter B ["C:C04", "C:C09", "C:C11"] [{"level": "section", "title": "Extending the Pattern Catalog", "line": 16, "offset": 494, "end": 534}, {"level": "section", "title": "Pattern Overview", "line": 85, "offset": 4218, "end": 4245}] Author-authored engineering synthesis, guidance or reference apparatus NO Sette pattern estendono il catalogo originario alla gestione delle specifiche. author_tex_section Advanced Patterns La ripetizione di un pattern nei volumi successivi non aumenta il numero di osservazioni; l’efficacia resta da valutare nel contesto d’uso. 1107 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG/chapters/chapter05_patterns.tex a5d81ef982282d03e93f32f344890d01e05eb138a89c84e7d4fda6818e602e0d ["T:Engineering structure", "T:Verification & review", "T:System knowledge & memory", "T:What agents can do"] Costituzione, chiarificazione anticipata, consistenza, conservazione della ricerca, esplorazione parallela, scala delle specifiche e cambio del modello compongono un catalogo specifico. ["K:Specifications and governance", "K:Independent verification and oracles", "K:System understanding and rationale", "K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution"] V02 Non-Deterministic Spec-driven Development 4763 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SDD_ENG/chapters/chapter06_limitations.tex","subtitle":"From Principles to Practice -- A Companion to Non-Deterministic Software Engineering","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.com/dp/B0GGZ44RNX","volume":"V02"},"category":null,"collection":"B","id":"B043","kind":"author_tex_section","label":"Limitations and Judgment","limitation":"Non presentare come misurate soglie di convenienza o riduzioni di difetti che il testo propone soltanto come euristiche.","mapped":["C:C02","C:C04"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:Productivity","T:Verification & review"],"summary":"Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Controlled productivity evidence","K:Evaluation methodology and baselines"],"url":"https://www.amazon.com/dp/B0GGZ44RNX","volumes":["V02"],"year":""} Enrico Papalini cards/V02/B043.md chapter B ["C:C02", "C:C04"] [{"level": "section", "title": "The Walls of Text Problem", "line": 20, "offset": 974, "end": 1009}, {"level": "section", "title": "When Spec-Driven Development Doesn't Fit", "line": 138, "offset": 4680, "end": 4730}, {"level": "section", "title": "Measuring SDD Success", "line": 295, "offset": 10967, "end": 10998}, {"level": "section", "title": "Honest Assessment", "line": 379, "offset": 15955, "end": 15982}] Author-authored engineering synthesis, guidance or reference apparatus NO Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. author_tex_section Limitations and Judgment Non presentare come misurate soglie di convenienza o riduzioni di difetti che il testo propone soltanto come euristiche. 456 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG/chapters/chapter06_limitations.tex 7b1ea36d975dbe6f0affa38604fcf3948632188646a5489e4e404bb06222e48b ["T:Engineering structure", "T:System knowledge & memory", "T:Productivity", "T:Verification & review"] Il capitolo affronta documenti troppo lunghi, casi inadatti, aggiornamento delle specifiche e misurazione del successo, ponendo limiti all’adozione indiscriminata. ["K:Specifications and governance", "K:System understanding and rationale", "K:Controlled productivity evidence", "K:Evaluation methodology and baselines"] V02 Non-Deterministic Spec-driven Development 2289 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SDD_ENG/appendices/appendix_templates.tex","subtitle":"From Principles to Practice -- A Companion to Non-Deterministic Software Engineering","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.com/dp/B0GGZ44RNX","volume":"V02"},"category":null,"collection":"B","id":"B044","kind":"author_tex_section","label":"Templates","limitation":"La compilazione di un template non garantisce correttezza, indipendenza o approvazione delle intenzioni contenute.","mapped":["C:C04","C:C09"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:System knowledge & memory"],"summary":"Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:Agent context and persistent memory","K:System understanding and rationale"],"url":"https://www.amazon.com/dp/B0GGZ44RNX","volumes":["V02"],"year":""} Enrico Papalini cards/V02/B044.md appendix B ["C:C04", "C:C09"] [{"level": "section", "title": "Template: Constitution", "line": 10, "offset": 271, "end": 303}, {"level": "section", "title": "Template: Clarification Log", "line": 112, "offset": 2423, "end": 2460}, {"level": "section", "title": "Template: Research Artifact", "line": 269, "offset": 5939, "end": 5976}, {"level": "section", "title": "Further Reading", "line": 342, "offset": 7362, "end": 7387}] Author-authored engineering synthesis, guidance or reference apparatus NO Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca. author_tex_section Templates La compilazione di un template non garantisce correttezza, indipendenza o approvazione delle intenzioni contenute. 352 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG/appendices/appendix_templates.tex 07b284ea9dddb099048b387e2a47520049633282bf799b0527b815f142da6968 ["T:Engineering structure", "T:Verification & review", "T:System knowledge & memory"] L’appendice fornisce strutture riutilizzabili per gli artefatti centrali del processo, con indicazioni sul loro ruolo. ["K:Specifications and governance", "K:Independent verification and oracles", "K:Agent context and persistent memory", "K:System understanding and rationale"] V02 Non-Deterministic Spec-driven Development 1012 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SDD_ENG/appendices/appendix_examples.tex","subtitle":"From Principles to Practice -- A Companion to Non-Deterministic Software Engineering","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.com/dp/B0GGZ44RNX","volume":"V02"},"category":null,"collection":"B","id":"B045","kind":"author_tex_section","label":"Complete Implementation Examples","limitation":"Gli esempi sono didattici; non sono stati eseguiti né trasformati in pilot con esiti produttivi misurati.","mapped":["C:C04","C:C07"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:Verification & review","T:Code quality & security"],"summary":"Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Independent verification and oracles","K:Evaluation methodology and baselines"],"url":"https://www.amazon.com/dp/B0GGZ44RNX","volumes":["V02"],"year":""} Enrico Papalini cards/V02/B045.md appendix B ["C:C04", "C:C07"] [{"level": "section", "title": "Choosing the Right Example", "line": 10, "offset": 375, "end": 411}, {"level": "section", "title": "Example: Notifications Feature (N+1)", "line": 38, "offset": 1597, "end": 1643}, {"level": "section", "title": "Example: Sprintify (Enterprise Greenfield)", "line": 215, "offset": 7275, "end": 7327}, {"level": "section", "title": "Further Reading", "line": 755, "offset": 25151, "end": 25176}] Author-authored engineering synthesis, guidance or reference apparatus NO Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. author_tex_section Complete Implementation Examples Gli esempi sono didattici; non sono stati eseguiti né trasformati in pilot con esiti produttivi misurati. 762 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG/appendices/appendix_examples.tex 9e3081d62ba108f76aeb1189b308242273d9900bbe0ed9756e2ea979c0e2af26 ["T:Engineering structure", "T:System knowledge & memory", "T:Verification & review", "T:Code quality & security"] Notifications N+1 e Sprintify rappresentano rispettivamente estensione di un sistema e greenfield enterprise; il contributo è la continuità fra specifica, pianificazione e verifica. ["K:Specifications and governance", "K:System understanding and rationale", "K:Independent verification and oracles", "K:Evaluation methodology and baselines"] V02 Non-Deterministic Spec-driven Development 3039 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"AI_SDD_ENG/appendices/appendix_playbooks.tex","subtitle":"From Principles to Practice -- A Companion to Non-Deterministic Software Engineering","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.com/dp/B0GGZ44RNX","volume":"V02"},"category":null,"collection":"B","id":"B046","kind":"author_tex_section","label":"Playbook Quick Reference","limitation":"Sono viste operative del medesimo metodo, non sei validazioni empiriche indipendenti.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:Productivity","T:Skills & learning"],"summary":"I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Developer workflow and adoption","K:Evaluation methodology and baselines"],"url":"https://www.amazon.com/dp/B0GGZ44RNX","volumes":["V02"],"year":""} Enrico Papalini cards/V02/B046.md appendix B ["C:C04", "C:C11"] [{"level": "section", "title": "Playbook Selection Guide", "line": 10, "offset": 365, "end": 399}, {"level": "section", "title": "Legacy Codebase Integration", "line": 139, "offset": 4390, "end": 4427}, {"level": "section", "title": "Spike/Exploration", "line": 269, "offset": 8283, "end": 8310}, {"level": "section", "title": "Quick Decision Reference", "line": 474, "offset": 14253, "end": 14287}] Author-authored engineering synthesis, guidance or reference apparatus NO I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. author_tex_section Playbook Quick Reference Sono viste operative del medesimo metodo, non sei validazioni empiriche indipendenti. 503 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG/appendices/appendix_playbooks.tex cce6b0f819e0f68a30b481b80e52619afdede7e5b60caf4ceb279b6506d77939 ["T:Engineering structure", "T:System knowledge & memory", "T:Productivity", "T:Skills & learning"] Checklist e sequenze di comandi condensano i sei scenari del capitolo di integrazione, rendendo esplicito cosa varia con il rischio e il contesto. ["K:Specifications and governance", "K:System understanding and rationale", "K:Developer workflow and adoption", "K:Evaluation methodology and baselines"] V02 Non-Deterministic Spec-driven Development 1741 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/main.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B047","kind":"author_tex_section","label":"Introduzioni alle parti — SDD, seconda edizione","limitation":"Il ruolo è strutturale e sintetico; non va contato come prova separata per tutte le affermazioni dei capitoli.","mapped":["C:C01","C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Verification & review"],"summary":"Le introduzioni alle parti spiegano il passaggio dal processo alla progettazione dei framework.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration","K:Specifications and governance","K:Independent verification and oracles","K:Ownership and knowledge transfer"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B047.md structural_synthesis B ["C:C01", "C:C04", "C:C11"] [{"title": "Introduzioni alle parti — SDD, seconda edizione", "line": 1}] Author-authored engineering synthesis, guidance or reference apparatus NO Le introduzioni alle parti spiegano il passaggio dal processo alla progettazione dei framework. author_tex_section Introduzioni alle parti — SDD, seconda edizione Il ruolo è strutturale e sintetico; non va contato come prova separata per tutte le affermazioni dei capitoli. 273 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/main.tex b2dace7f741f9577eaa99ecafa3ea28ac72907aabf565bdaa46373d147daddda ["T:Engineering structure", "T:What agents can do", "T:Verification & review"] Il main della seconda edizione orienta fra anatomia, ecosistema, confronto, Enterprise SDD, pattern e limiti. Mantiene leggibile l’architettura del volume senza duplicarne i file inclusi. ["K:Developer workflow and adoption", "K:Human-agent collaboration", "K:Specifications and governance", "K:Independent verification and oracles", "K:Ownership and knowledge transfer"] V03 Non-Deterministic Spec-driven Development — 2nd edition 1566 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/frontmatter.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B048","kind":"author_tex_section","label":"Preface","limitation":"L’essere seconda edizione non dimostra da solo validazione del metodo o superiorità delle nuove soluzioni.","mapped":["C:C01","C:C04"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:Productivity","T:Skills & learning"],"summary":"La prefazione esplicita l’allargamento dalla singola toolchain all’ecosistema SDD.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:Developer workflow and adoption","K:Evaluation methodology and baselines"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B048.md reading_guide B ["C:C01", "C:C04"] [{"level": "chapter", "title": "Preface", "line": 57, "offset": 2540, "end": 2558}] Author-authored engineering synthesis, guidance or reference apparatus NO La prefazione esplicita l’allargamento dalla singola toolchain all’ecosistema SDD. author_tex_section Preface L’essere seconda edizione non dimostra da solo validazione del metodo o superiorità delle nuove soluzioni. 175 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/frontmatter.tex deaf09fefde8f6df71c5e1124d9bbf194d51b0f46b1545c19ed8fbcbeb10772f ["T:Engineering structure", "T:Verification & review", "T:Productivity", "T:Skills & learning"] Il file contestualizza obiettivi, pubblico e novità della seconda edizione, preparando una lettura comparativa e progettuale. ["K:Specifications and governance", "K:Independent verification and oracles", "K:Developer workflow and adoption", "K:Evaluation methodology and baselines"] V03 Non-Deterministic Spec-driven Development — 2nd edition 1821 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter01_shift.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B049","kind":"author_tex_section","label":"The Shift","limitation":"La relazione con B038 è di revisione editoriale: non trattare le formulazioni comuni come evidenze indipendenti.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"La base intent-first viene mantenuta e applicata a PROSE.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:Ownership and knowledge transfer"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B049.md chapter B ["C:C04", "C:C11"] [{"level": "section", "title": "From Code-First to Intent-First", "line": 49, "offset": 1949, "end": 1990}, {"level": "section", "title": "Vibe Coding vs.\\ Spec-Driven Development", "line": 123, "offset": 7607, "end": 7657}, {"level": "section", "title": "Five Principles That Actually Work --- Applied to PROSE", "line": 296, "offset": 23399, "end": 23464}, {"level": "section", "title": "The Three-Tier Boundary System", "line": 344, "offset": 28718, "end": 28758}] Author-authored engineering synthesis, guidance or reference apparatus NO La base intent-first viene mantenuta e applicata a PROSE. author_tex_section The Shift La relazione con B038 è di revisione editoriale: non trattare le formulazioni comuni come evidenze indipendenti. 480 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter01_shift.tex 17398f66766c49f10a2ca3b49efd9e5ce34ec76a8ec4f7fa7c5eda80202770d3 ["T:Engineering structure", "T:Verification & review"] Il capitolo riprende il cambiamento di fonte di verità, i cinque principi e i confini a tre livelli, con un’applicazione più esplicita rispetto alla prima edizione. ["K:Specifications and governance", "K:Independent verification and oracles", "K:Ownership and knowledge transfer"] V03 Non-Deterministic Spec-driven Development — 2nd edition 4214 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter02_process.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B050","kind":"author_tex_section","label":"The Process: Four Phases, Four Gates","limitation":"Un gate può essere superato con artefatti formalmente coerenti ma intenzioni sbagliate; definire cosa il controllo dimostra e cosa lascia aperto.","mapped":["C:C04","C:C07"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:Verification & review","T:Code quality & security"],"summary":"Il processo a gate viene generalizzato oltre una singola implementazione.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Independent verification and oracles","K:Evaluation methodology and baselines"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B050.md chapter B ["C:C04", "C:C07"] [{"level": "section", "title": "Four Phases, Four Gates", "line": 22, "offset": 1870, "end": 1903}, {"level": "section", "title": "The Refinement Stack", "line": 157, "offset": 14493, "end": 14523}, {"level": "section", "title": "Consistency Analysis", "line": 199, "offset": 18516, "end": 18546}, {"level": "section", "title": "Common Failure Modes by Phase", "line": 276, "offset": 27056, "end": 27095}] Author-authored engineering synthesis, guidance or reference apparatus NO Il processo a gate viene generalizzato oltre una singola implementazione. author_tex_section The Process: Four Phases, Four Gates Un gate può essere superato con artefatti formalmente coerenti ma intenzioni sbagliate; definire cosa il controllo dimostra e cosa lascia aperto. 328 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter02_process.tex be96b58d8095aafc81871af38d2b2fbd0451e9a3427b85b44777293235de5ae8 ["T:Engineering structure", "T:System knowledge & memory", "T:Verification & review", "T:Code quality & security"] La seconda edizione aggiunge refinement stack, selezione per fase, confronto fra istanziazioni e failure mode delle quattro fasi. ["K:Specifications and governance", "K:System understanding and rationale", "K:Independent verification and oracles", "K:Evaluation methodology and baselines"] V03 Non-Deterministic Spec-driven Development — 2nd edition 4123 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B051","kind":"author_tex_section","label":"Anatomy of an AI SDD Framework","limitation":"La tassonomia è una sintesi progettuale dell’autore; la somiglianza delle strutture non implica identità di comportamento o qualità.","mapped":["C:C03","C:C04","C:C09"],"printed":false,"streams":["T:System knowledge & memory","T:What agents can do","T:Engineering structure"],"summary":"I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati.","topics":["K:Agent context and persistent memory","K:System understanding and rationale","K:Dependencies and agent supply chain","K:Developer workflow and adoption","K:Specifications and governance"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B051.md chapter B ["C:C03", "C:C04", "C:C09"] [{"level": "section", "title": "Why Frameworks Look Alike Underneath", "line": 15, "offset": 919, "end": 965}, {"level": "section", "title": "Primitive 3 --- Agents", "line": 152, "offset": 11392, "end": 11424}, {"level": "section", "title": "Where the Primitives Live in the Three Big Harnesses", "line": 285, "offset": 22622, "end": 22684}, {"level": "section", "title": "What to Look For When You Read Part II", "line": 396, "offset": 33860, "end": 33908}] Author-authored engineering synthesis, guidance or reference apparatus NO I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. author_tex_section Anatomy of an AI SDD Framework La tassonomia è una sintesi progettuale dell’autore; la somiglianza delle strutture non implica identità di comportamento o qualità. 426 ND_INFORMATIONAL_TEX T:System knowledge & memory ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 3c9e70a2ae890e4300cbed66e1c7e86559ecd40c0815ac9937d1e618b4320059 ["T:System knowledge & memory", "T:What agents can do", "T:Engineering structure"] La tassonomia delle primitive e le regole di composizione permettono di confrontare implementazioni apparentemente diverse e di leggere le strutture dei repository. ["K:Agent context and persistent memory", "K:System understanding and rationale", "K:Dependencies and agent supply chain", "K:Developer workflow and adoption", "K:Specifications and governance"] V03 Non-Deterministic Spec-driven Development — 2nd edition 5133 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B052","kind":"author_tex_section","label":"The Ecosystem: A Map of Public Frameworks","limitation":"I profili sono uno snapshot del corpus del libro; popolarità e presenza nella mappa non sono valutazioni sperimentali.","mapped":["C:C03","C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity","T:Skills & learning","T:What agents can do"],"summary":"L’ecosistema viene organizzato in famiglie e scelte di progettazione.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Specifications and governance"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B052.md chapter B ["C:C03", "C:C04", "C:C11"] [{"level": "section", "title": "Why the Ecosystem Fragmented", "line": 16, "offset": 721, "end": 759}, {"level": "section", "title": "The Four Must-Know Frameworks", "line": 112, "offset": 8847, "end": 8886}, {"level": "section", "title": "Framework Profiles", "line": 117, "offset": 9934, "end": 9962}, {"level": "section", "title": "How to Read Part II", "line": 196, "offset": 15137, "end": 15166}] Author-authored engineering synthesis, guidance or reference apparatus NO L’ecosistema viene organizzato in famiglie e scelte di progettazione. author_tex_section The Ecosystem: A Map of Public Frameworks I profili sono uno snapshot del corpus del libro; popolarità e presenza nella mappa non sono valutazioni sperimentali. 228 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 23468c124cf3c33c4f866c6a440041024e0d09b9f677a2f895167c9ad0d9d959 ["T:Engineering structure", "T:Productivity", "T:Skills & learning", "T:What agents can do"] Il capitolo presenta profili dei framework, una tassonomia e una tesi di convergenza, orientando il lettore prima dei confronti dettagliati. ["K:Developer workflow and adoption", "K:Evaluation methodology and baselines", "K:Specifications and governance"] V03 Non-Deterministic Spec-driven Development — 2nd edition 2298 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter05_gsd.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B053","kind":"author_tex_section","label":"The Lightweight Protocols: GSD v1 and GSD-2","limitation":"La field-test simulation resta una simulazione didattica, non un confronto controllato eseguito sui prodotti attuali.","mapped":["C:C03","C:C04"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:What agents can do"],"summary":"GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Agent failure and escalation","K:Long-running agent execution"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B053.md chapter B ["C:C03", "C:C04"] [{"level": "section", "title": "The Lightweight Philosophy", "line": 16, "offset": 403, "end": 439}, {"level": "section", "title": "GSD v1 --- Action-Oriented Protocol", "line": 33, "offset": 2928, "end": 2973}, {"level": "section", "title": "Field-Test Simulation: JWT Authentication", "line": 203, "offset": 23010, "end": 23061}, {"level": "section", "title": "Lessons for Your Practice", "line": 241, "offset": 25845, "end": 25880}] Author-authored engineering synthesis, guidance or reference apparatus NO GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo. author_tex_section The Lightweight Protocols: GSD v1 and GSD-2 La field-test simulation resta una simulazione didattica, non un confronto controllato eseguito sui prodotti attuali. 303 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 9f1b1ebed1f3956520fc13d642ded6df5bc2479d436ca3a40b33e65cf724e1df ["T:Engineering structure", "T:System knowledge & memory", "T:What agents can do"] Il confronto combina workflow leggeri, evoluzione strutturata e una simulazione di autenticazione JWT per rendere visibili artefatti e transizioni. ["K:Specifications and governance", "K:System understanding and rationale", "K:Agent failure and escalation", "K:Long-running agent execution"] V03 Non-Deterministic Spec-driven Development — 2nd edition 3954 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter06_spectools.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B054","kind":"author_tex_section","label":"The Specification Toolkits: Spec Kit and OpenSpec (openspec.dev)","limitation":"Comandi e lifecycle vanno letti nella versione fornita; il confronto non dimostra la superiorità generale di uno strumento.","mapped":["C:C04","C:C05"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:Verification & review"],"summary":"Spec Kit e OpenSpec affrontano specificazione e cambiamento brownfield con strutture diverse.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Independent verification and oracles"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B054.md chapter B ["C:C04", "C:C05"] [{"level": "section", "title": "Spec Kit --- The Specification Toolchain", "line": 23, "offset": 1281, "end": 1331}, {"level": "section", "title": "Spec Kit vs.\\ OpenSpec: A Direct Comparison", "line": 496, "offset": 54876, "end": 54929}, {"level": "section", "title": "The Clarify-Before-Plan Pattern", "line": 585, "offset": 63086, "end": 63127}, {"level": "section", "title": "Lessons for Your Practice", "line": 766, "offset": 77336, "end": 77371}] Author-authored engineering synthesis, guidance or reference apparatus NO Spec Kit e OpenSpec affrontano specificazione e cambiamento brownfield con strutture diverse. author_tex_section The Specification Toolkits: Spec Kit and OpenSpec (openspec.dev) Comandi e lifecycle vanno letti nella versione fornita; il confronto non dimostra la superiorità generale di uno strumento. 814 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter06_spectools.tex a803100f32d0ed9bb03506561afe3e44e8e838131df018e142c312206c9c9ea2 ["T:Engineering structure", "T:System knowledge & memory", "T:Verification & review"] Il capitolo compara toolchain, delta specification, chiarimento prima del piano e una simulazione JWT, esplicitando trade-off e scelte di design. ["K:Specifications and governance", "K:System understanding and rationale", "K:Independent verification and oracles"] V03 Non-Deterministic Spec-driven Development — 2nd edition 10419 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B055","kind":"author_tex_section","label":"The Agentic Orchestrators: BMAD Method and AI-RPI Protocol","limitation":"La specializzazione nominale degli agenti non assicura indipendenza epistemica; controllare le dipendenze fra input, artefatti e verifiche.","mapped":["C:C03","C:C04","C:C11"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:Verification & review","T:System knowledge & memory"],"summary":"BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution","K:Specifications and governance","K:System understanding and rationale"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B055.md chapter B ["C:C03", "C:C04", "C:C11"] [{"level": "section", "title": "The Orchestration Problem", "line": 20, "offset": 946, "end": 981}, {"level": "section", "title": "AI-RPI Protocol --- Adaptive Research--Plan--Implement Discipline", "line": 322, "offset": 29166, "end": 29241}, {"level": "section", "title": "The Handoff Problem", "line": 422, "offset": 45892, "end": 45921}, {"level": "section", "title": "Lessons for Your Practice", "line": 487, "offset": 51099, "end": 51134}] Author-authored engineering synthesis, guidance or reference apparatus NO BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. author_tex_section The Agentic Orchestrators: BMAD Method and AI-RPI Protocol La specializzazione nominale degli agenti non assicura indipendenza epistemica; controllare le dipendenze fra input, artefatti e verifiche. 586 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 26356810d67207d7db408d49a5678729fc25eb2a0d104e88c964dd48334b2760 ["T:What agents can do", "T:Engineering structure", "T:Verification & review", "T:System knowledge & memory"] Il capitolo distingue persona e ruolo, orchestrazione agile e protocollo Research–Plan–Implement, usando una simulazione di progettazione di microservizio. ["K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution", "K:Specifications and governance", "K:System understanding and rationale"] V03 Non-Deterministic Spec-driven Development — 2nd edition 7585 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B056","kind":"author_tex_section","label":"Autonomous Loops and Behavioral Foundations","limitation":"I profili e la simulazione non costituiscono un benchmark; distinguere regole suggerite e controlli realmente applicati dal runtime.","mapped":["C:C03","C:C04","C:C07"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure"],"summary":"Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles","K:Developer workflow and adoption","K:Specifications and governance"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B056.md chapter B ["C:C03", "C:C04", "C:C07"] [{"level": "section", "title": "The Autonomy Spectrum", "line": 20, "offset": 1167, "end": 1198}, {"level": "section", "title": "Karpathy-Inspired Skills --- Behavioral Discipline", "line": 257, "offset": 34923, "end": 34983}, {"level": "section", "title": "AIDD --- Architecture-Decision-Driven Backend Pipeline", "line": 426, "offset": 52965, "end": 53029}, {"level": "section", "title": "Lessons for Your Practice", "line": 581, "offset": 73480, "end": 73515}] Author-authored engineering synthesis, guidance or reference apparatus NO Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. author_tex_section Autonomous Loops and Behavioral Foundations I profili e la simulazione non costituiscono un benchmark; distinguere regole suggerite e controlli realmente applicati dal runtime. 629 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 5bff2e88df8bb7940b34d377d69d9b488bb0ba5100b4278946676015b0e011df ["T:What agents can do", "T:Verification & review", "T:Engineering structure"] Ralph Copilot, Spec Loop Engine, skill ispirate a Karpathy, Agent Skills e AIDD sono letti attraverso autonomia, vincoli e una simulazione di implementazione. ["K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles", "K:Developer workflow and adoption", "K:Specifications and governance"] V03 Non-Deterministic Spec-driven Development — 2nd edition 10585 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter09_comparison.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B057","kind":"author_tex_section","label":"The Comparison: Patterns, Divergences, and Convergences","limitation":"Le posizioni nelle mappe e nei quadranti sono giudizi editoriali, non misure statistiche o classifiche indipendenti.","mapped":["C:C03","C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity","T:Skills & learning","T:Code quality & security"],"summary":"Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Architecture and modularity","K:Technical debt and complexity"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B057.md chapter B ["C:C03", "C:C04", "C:C11"] [{"level": "section", "title": "The Twelve Core Comparison Dimensions", "line": 20, "offset": 1022, "end": 1069}, {"level": "section", "title": "Strategic Maps: Three Magic Quadrants", "line": 171, "offset": 18678, "end": 18725}, {"level": "section", "title": "Thematic Deep-Dives", "line": 429, "offset": 34076, "end": 34105}, {"level": "section", "title": "The Divergence Map: Four Irreducible Philosophical Splits", "line": 575, "offset": 58472, "end": 58539}] Author-authored engineering synthesis, guidance or reference apparatus NO Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. author_tex_section The Comparison: Patterns, Divergences, and Convergences Le posizioni nelle mappe e nei quadranti sono giudizi editoriali, non misure statistiche o classifiche indipendenti. 626 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 45be338524ea5b8bf299ba0d524c0959fbadcdc38bdd0a5b81d6fa3dfad45262 ["T:Engineering structure", "T:Productivity", "T:Skills & learning", "T:Code quality & security"] Tabella di confronto, mappe strategiche e quattro divergenze filosofiche organizzano le scelte senza limitarsi a elencare funzionalità. ["K:Developer workflow and adoption", "K:Evaluation methodology and baselines", "K:Architecture and modularity", "K:Technical debt and complexity"] V03 Non-Deterministic Spec-driven Development — 2nd edition 8041 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B058","kind":"author_tex_section","label":"Design Boundaries: What to Adopt, What to Avoid","limitation":"La selezione va verificata su rischi e vincoli locali; la tassonomia non rende equivalenti strumenti complementari.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity","T:Skills & learning","T:Verification & review"],"summary":"Il framework adatto è quello con rigore sufficiente e costo proporzionato.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Specifications and governance","K:Ownership and knowledge transfer"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B058.md chapter B ["C:C04", "C:C11"] [{"level": "section", "title": "The Three Tiers of Rigor", "line": 20, "offset": 756, "end": 790}, {"level": "section", "title": "Eight Anti-Patterns from the Wild", "line": 198, "offset": 19317, "end": 19360}, {"level": "section", "title": "What an Ideal Framework Would Combine", "line": 304, "offset": 29330, "end": 29377}, {"level": "section", "title": "Design Boundaries of Enterprise SDD", "line": 363, "offset": 36495, "end": 36540}] Author-authored engineering synthesis, guidance or reference apparatus NO Il framework adatto è quello con rigore sufficiente e costo proporzionato. author_tex_section Design Boundaries: What to Adopt, What to Avoid La selezione va verificata su rischi e vincoli locali; la tassonomia non rende equivalenti strumenti complementari. 403 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex f4e89dfab7a1b75f618433de0d8423b30f82d62a3d6994071abcf7352c46d135 ["T:Engineering structure", "T:Productivity", "T:Skills & learning", "T:Verification & review"] Tre livelli di rigore, griglia di adozione, antipattern, migrazione e complementarità definiscono confini per evitare accumulo indiscriminato di meccanismi. ["K:Developer workflow and adoption", "K:Evaluation methodology and baselines", "K:Specifications and governance", "K:Ownership and knowledge transfer"] V03 Non-Deterministic Spec-driven Development — 2nd edition 5427 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter11_foundation.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B059","kind":"author_tex_section","label":"Constitution and Architecture: The Framework Foundation","limitation":"La storia di composizione non è una validazione indipendente; mantenere separate scelte progettuali, conformità formale ed esiti reali.","mapped":["C:C04","C:C05","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:Code quality & security"],"summary":"Enterprise SDD combina costituzione, architettura e progressione controllata.","topics":["K:Specifications and governance","K:Ownership and knowledge transfer","K:Architecture and modularity","K:Technical debt and complexity","K:Independent verification and oracles"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B059.md chapter B ["C:C04", "C:C05", "C:C11"] [{"level": "section", "title": "Five Days With Enterprise SDD", "line": 28, "offset": 1394, "end": 1433}, {"level": "section", "title": "Core Philosophy", "line": 139, "offset": 13030, "end": 13055}, {"level": "section", "title": "The Six-Phase Pipeline", "line": 183, "offset": 18800, "end": 18832}, {"level": "section", "title": "Constitution-Driven Development in Practice", "line": 414, "offset": 30897, "end": 30950}] Author-authored engineering synthesis, guidance or reference apparatus NO Enterprise SDD combina costituzione, architettura e progressione controllata. author_tex_section Constitution and Architecture: The Framework Foundation La storia di composizione non è una validazione indipendente; mantenere separate scelte progettuali, conformità formale ed esiti reali. 592 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 8fadfb701661d64f294a2b51180d2fc1749af952a6f15c9e099ce3b2d4f6b4fc ["T:Engineering structure", "T:Verification & review", "T:Code quality & security"] Il capitolo racconta la composizione del framework attraverso vincoli inviolabili, pipeline a sei fasi e gate, raccordando l’ecosistema alla proposta dell’autore. ["K:Specifications and governance", "K:Ownership and knowledge transfer", "K:Architecture and modularity", "K:Technical debt and complexity", "K:Independent verification and oracles"] V03 Non-Deterministic Spec-driven Development — 2nd edition 4983 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter12_agents.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B060","kind":"author_tex_section","label":"The Agent Pipeline and Gates","limitation":"Il numero di agenti e di gate non misura qualità; servono prove su fallimenti concorrenti, risposte tardive e intenzioni modificate.","mapped":["C:C04","C:C07","C:C11"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:Verification & review","T:Code quality & security"],"summary":"La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution","K:Specifications and governance","K:Ownership and knowledge transfer","K:Independent verification and oracles","K:Evaluation methodology and baselines"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B060.md chapter B ["C:C04", "C:C07", "C:C11"] [{"level": "section", "title": "The Agent Topology at a Glance", "line": 28, "offset": 1369, "end": 1409}, {"level": "section", "title": "Complete Agent Catalog", "line": 259, "offset": 21141, "end": 21173}, {"level": "section", "title": "Gate Anatomy", "line": 535, "offset": 43963, "end": 43985}, {"level": "section", "title": "From sdd new to sdd ship : a full lap", "line": 774, "offset": 58707, "end": 58767}] Author-authored engineering synthesis, guidance or reference apparatus NO La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. author_tex_section The Agent Pipeline and Gates Il numero di agenti e di gate non misura qualità; servono prove su fallimenti concorrenti, risposte tardive e intenzioni modificate. 867 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter12_agents.tex 0eeb7ee0be66f6453866402f554996d7834eabd8d3648fa4e594b9c24442c901 ["T:What agents can do", "T:Engineering structure", "T:Verification & review", "T:Code quality & security"] Catalogo dei ruoli, agenti multi-mode, Three Amigos, livelli di cerimonia, pipeline di sicurezza e gestione delle domande descrivono il funzionamento interno di Enterprise SDD. ["K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution", "K:Specifications and governance", "K:Ownership and knowledge transfer", "K:Independent verification and oracles", "K:Evaluation methodology and baselines"] V03 Non-Deterministic Spec-driven Development — 2nd edition 8254 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter13_automation.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B061","kind":"author_tex_section","label":"Automation and Extensibility: CLI, Modules, and MCP","limitation":"Le superfici CLI e gli adattatori non sono stati eseguiti; compatibilità e sicurezza devono essere provate sulla versione concreta.","mapped":["C:C03","C:C06","C:C09"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:System knowledge & memory","T:Code quality & security"],"summary":"CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale.","topics":["K:Developer workflow and adoption","K:Specifications and governance","K:Agent context and persistent memory","K:System understanding and rationale","K:Dependencies and agent supply chain","K:Prompt injection and malicious tools"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B061.md chapter B ["C:C03", "C:C06", "C:C09"] [{"level": "section", "title": "A 90-Second Terminal Session", "line": 28, "offset": 1271, "end": 1309}, {"level": "section", "title": "User Modules", "line": 331, "offset": 23732, "end": 23754}, {"level": "section", "title": "MCP Servers", "line": 472, "offset": 32976, "end": 32997}, {"level": "section", "title": "The sdd doctor Framework Health Check", "line": 631, "offset": 43994, "end": 44048}] Author-authored engineering synthesis, guidance or reference apparatus NO CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. author_tex_section Automation and Extensibility: CLI, Modules, and MCP Le superfici CLI e gli adattatori non sono stati eseguiti; compatibilità e sicurezza devono essere provate sulla versione concreta. 732 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter13_automation.tex e1f633e1cc1dca1637da2923b8c5275dc4707462a8677259629a68a52e023395 ["T:Engineering structure", "T:What agents can do", "T:System knowledge & memory", "T:Code quality & security"] Il capitolo presenta sessione terminale, preset, MCP, issue sync, skill e controlli di salute, mostrando come collegare agenti e artefatti all’ambiente operativo. ["K:Developer workflow and adoption", "K:Specifications and governance", "K:Agent context and persistent memory", "K:System understanding and rationale", "K:Dependencies and agent supply chain", "K:Prompt injection and malicious tools"] V03 Non-Deterministic Spec-driven Development — 2nd edition 6550 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B062","kind":"author_tex_section","label":"Autonomous Execution: Modes, Budgets, and Governance","limitation":"Budget e audit-after non sostituiscono criteri di accettazione indipendenti; gli esempi non provano sicurezza in produzione.","mapped":["C:C03","C:C11","C:C12"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:Verification & review","T:Economics","T:Productivity"],"summary":"L’autonomia viene trattata come policy di esecuzione con budget ed escalation.","topics":["K:Agent failure and escalation","K:Long-running agent execution","K:Specifications and governance","K:Ownership and knowledge transfer","K:Economic costs and return","K:Output versus shipped value"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B062.md chapter B ["C:C03", "C:C11", "C:C12"] [{"level": "section", "title": "Use Case 1: The Friday Afternoon Decision", "line": 28, "offset": 1445, "end": 1496}, {"level": "section", "title": "The One-Item-Per-Cycle Protocol", "line": 231, "offset": 16911, "end": 16952}, {"level": "section", "title": "Convergence Review", "line": 528, "offset": 37242, "end": 37270}, {"level": "section", "title": "Use Case 2: Greenfield Enterprise Java with Kafka", "line": 684, "offset": 49241, "end": 49300}] Author-authored engineering synthesis, guidance or reference apparatus NO L’autonomia viene trattata come policy di esecuzione con budget ed escalation. author_tex_section Autonomous Execution: Modes, Budgets, and Governance Budget e audit-after non sostituiscono criteri di accettazione indipendenti; gli esempi non provano sicurezza in produzione. 748 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 484cf12509a4ef84dc7b2cb0174d8248a02443f033596e8667c04a8c7ea944dc ["T:What agents can do", "T:Engineering structure", "T:Verification & review", "T:Economics", "T:Productivity"] Tre modalità, un elemento per ciclo, evidence pack, convergence review e casi enterprise definiscono cosa l’agente può fare e quando deve fermarsi. ["K:Agent failure and escalation", "K:Long-running agent execution", "K:Specifications and governance", "K:Ownership and knowledge transfer", "K:Economic costs and return", "K:Output versus shipped value"] V03 Non-Deterministic Spec-driven Development — 2nd edition 7795 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter15_patterns.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B063","kind":"author_tex_section","label":"Advanced Patterns: From Frameworks to Practice","limitation":"I pattern condividono fonti e meccanismi con capitoli precedenti; non aggregarli come risultati autonomi di efficacia.","mapped":["C:C04","C:C06","C:C07","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:What agents can do","T:Code quality & security"],"summary":"Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution","K:Prompt injection and malicious tools","K:Vulnerability and secure code","K:Agent failure and escalation"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B063.md chapter B ["C:C04", "C:C06", "C:C07", "C:C11"] [{"level": "section", "title": "Pattern Structure", "line": 20, "offset": 1015, "end": 1043}, {"level": "section", "title": "Group B: Agent Coordination", "line": 263, "offset": 25351, "end": 25388}, {"level": "section", "title": "Group C: Quality and Safety", "line": 396, "offset": 40080, "end": 40117}, {"level": "section", "title": "Enterprise SDD Implementation Notes", "line": 715, "offset": 75875, "end": 75920}] Author-authored engineering synthesis, guidance or reference apparatus NO Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. author_tex_section Advanced Patterns: From Frameworks to Practice I pattern condividono fonti e meccanismi con capitoli precedenti; non aggregarli come risultati autonomi di efficacia. 778 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa ["T:Engineering structure", "T:Verification & review", "T:What agents can do", "T:Code quality & security"] I gruppi A–D includono chiarimento, red teaming, gap closure, handoff, anti-sycophancy, gate, supply chain, evidence pack e budget. ["K:Specifications and governance", "K:Independent verification and oracles", "K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution", "K:Prompt injection and malicious tools", "K:Vulnerability and secure code", "K:Agent failure and escalation"] V03 Non-Deterministic Spec-driven Development — 2nd edition 11299 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter16_limitations.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B064","kind":"author_tex_section","label":"Limitations and Professional Judgment","limitation":"Witboost e Mollie sono resoconti del corpus, non pilot replicati qui; confronto e generalizzazione richiedono protocolli e denominatori.","mapped":["C:C02","C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:Productivity","T:Verification & review","T:What agents can do"],"summary":"Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Controlled productivity evidence","K:Evaluation methodology and baselines","K:Agent failure and escalation"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B064.md chapter B ["C:C02", "C:C04", "C:C11"] [{"level": "section", "title": "Two Field Reports: Witboost and Mollie", "line": 20, "offset": 705, "end": 753}, {"level": "section", "title": "The Overhead Tax", "line": 184, "offset": 16802, "end": 16828}, {"level": "section", "title": "The AI Reliability Gap", "line": 335, "offset": 31115, "end": 31147}, {"level": "section", "title": "The Professional Developer's Heuristic", "line": 454, "offset": 44673, "end": 44721}] Author-authored engineering synthesis, guidance or reference apparatus NO Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. author_tex_section Limitations and Professional Judgment Witboost e Mollie sono resoconti del corpus, non pilot replicati qui; confronto e generalizzazione richiedono protocolli e denominatori. 542 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter16_limitations.tex c726789bc12ceb26cbed18d715409013fc83a4e244e8e90615cb413e05ee2ea6 ["T:Engineering structure", "T:System knowledge & memory", "T:Productivity", "T:Verification & review", "T:What agents can do"] Rapporti di campo, anti-casi, overhead, gate skipping, spec rot e attriti organizzativi delimitano la portata del metodo. ["K:Specifications and governance", "K:System understanding and rationale", "K:Controlled productivity evidence", "K:Evaluation methodology and baselines", "K:Agent failure and escalation"] V03 Non-Deterministic Spec-driven Development — 2nd edition 7471 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B065","kind":"author_tex_section","label":"How to Design a New Framework","limitation":"Il metodo di progettazione è una proposta; non va presentato come algoritmo che garantisce un framework più efficace.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Verification & review"],"summary":"Progettare un nuovo framework significa partire da problemi e vincoli osservati.","topics":["K:Developer workflow and adoption","K:Specifications and governance","K:Ownership and knowledge transfer"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B065.md chapter B ["C:C04", "C:C11"] [{"level": "section", "title": "A Light Methodology: The Four-Question Test", "line": 12, "offset": 1059, "end": 1112}, {"level": "section", "title": "The Light Evolution Loop", "line": 99, "offset": 8450, "end": 8484}, {"level": "section", "title": "Worked Example: Enterprise SDD's Composition Story", "line": 115, "offset": 11200, "end": 11260}, {"level": "section", "title": "Supporting Exemplar: Genesis as a Meta-Framework", "line": 200, "offset": 23726, "end": 23784}] Author-authored engineering synthesis, guidance or reference apparatus NO Progettare un nuovo framework significa partire da problemi e vincoli osservati. author_tex_section How to Design a New Framework Il metodo di progettazione è una proposta; non va presentato come algoritmo che garantisce un framework più efficace. 325 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 995ee712004747b56e01abb6e71919950669b2896eba76087f46d27b86045fb9 ["T:Engineering structure", "T:What agents can do", "T:Verification & review"] Four-Question Test, light evolution loop, storia di composizione di Enterprise SDD ed esempio Genesis definiscono una metodologia di evoluzione incrementale. ["K:Developer workflow and adoption", "K:Specifications and governance", "K:Ownership and knowledge transfer"] V03 Non-Deterministic Spec-driven Development — 2nd edition 4897 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/appendix_setup.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B066","kind":"author_tex_section","label":"Installation and Setup","limitation":"L’installazione non è stata ripetuta in questa analisi; richiede una verifica su ambiente, release e permessi effettivi.","mapped":["C:C03","C:C06"],"printed":false,"streams":["T:Engineering structure","T:Productivity","T:Skills & learning","T:Code quality & security","T:System knowledge & memory"],"summary":"La guida di installazione rende verificabili prerequisiti e configurazione del framework.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Dependencies and agent supply chain","K:Prompt injection and malicious tools"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B066.md appendix B ["C:C03", "C:C06"] [{"level": "section", "title": "Prerequisites", "line": 10, "offset": 277, "end": 300}, {"level": "section", "title": "Environment Variables and MCP Configuration", "line": 209, "offset": 9983, "end": 10036}, {"level": "section", "title": "Module Installation", "line": 324, "offset": 15036, "end": 15065}, {"level": "section", "title": "Quick-Start Checklist", "line": 525, "offset": 27976, "end": 28007}] Author-authored engineering synthesis, guidance or reference apparatus NO La guida di installazione rende verificabili prerequisiti e configurazione del framework. author_tex_section Installation and Setup L’installazione non è stata ripetuta in questa analisi; richiede una verifica su ambiente, release e permessi effettivi. 550 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/appendix_setup.tex 6f4e96375b8e453691a7331cc62d4a78842d9323b43f9956152f32e5a2ff6ff3 ["T:Engineering structure", "T:Productivity", "T:Skills & learning", "T:Code quality & security", "T:System knowledge & memory"] Setup, sdd init, variabili, MCP, adattatori, moduli, troubleshooting e riferimento CLI formano il percorso di avvio di Enterprise SDD. ["K:Developer workflow and adoption", "K:Evaluation methodology and baselines", "K:Dependencies and agent supply chain", "K:Prompt injection and malicious tools"] V03 Non-Deterministic Spec-driven Development — 2nd edition 3285 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/appendix_playbooks.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B067","kind":"author_tex_section","label":"Playbooks","limitation":"Le sei sequenze sono prescrittive; non costituiscono sei esperimenti o esiti produttivi indipendenti.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:What agents can do"],"summary":"I playbook trasformano la metodologia in sequenze per scenari di delivery diversi.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Agent failure and escalation","K:Long-running agent execution"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B067.md appendix B ["C:C04", "C:C11"] [{"level": "section", "title": "Playbook 1: Greenfield Project", "line": 10, "offset": 264, "end": 304}, {"level": "section", "title": "Playbook 3: Legacy Integration (Brownfield)", "line": 267, "offset": 9956, "end": 10009}, {"level": "section", "title": "Playbook 4: Emergency Hotfix", "line": 338, "offset": 13527, "end": 13565}, {"level": "section", "title": "Playbook 6: Multi-Role Team Feature (Three Amigos)", "line": 549, "offset": 22634, "end": 22694}] Author-authored engineering synthesis, guidance or reference apparatus NO I playbook trasformano la metodologia in sequenze per scenari di delivery diversi. author_tex_section Playbooks Le sei sequenze sono prescrittive; non costituiscono sei esperimenti o esiti produttivi indipendenti. 623 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 768d4170053a9348e6740381002f0a8e19fddd39149f301bf503d061127ba5ea ["T:Engineering structure", "T:System knowledge & memory", "T:What agents can do"] Greenfield, N+1, brownfield, hotfix, batch autonomo e Three Amigos mostrano come adattare la stessa struttura al rischio e alle responsabilità. ["K:Specifications and governance", "K:System understanding and rationale", "K:Agent failure and escalation", "K:Long-running agent execution"] V03 Non-Deterministic Spec-driven Development — 2nd edition 3031 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/appendix_templates.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B068","kind":"author_tex_section","label":"Template Reference","limitation":"Il catalogo rende visibile la densità degli artefatti; non dimostra assenza di duplicazione né sostituisce la verifica dell’intento.","mapped":["C:C04","C:C09","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:System knowledge & memory"],"summary":"I dodici template rendono esplicita la struttura documentale di Enterprise SDD.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:Ownership and knowledge transfer","K:Agent context and persistent memory","K:System understanding and rationale"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B068.md appendix B ["C:C04", "C:C09", "C:C11"] [{"level": "section", "title": "Template 1: business-context.md", "line": 10, "offset": 317, "end": 365}, {"level": "section", "title": "Template 5: test-cases.md", "line": 212, "offset": 5541, "end": 5583}, {"level": "section", "title": "Template 8: Context Bridge", "line": 366, "offset": 9853, "end": 9889}, {"level": "section", "title": "Template 12: Feature Meta JSON Schema", "line": 561, "offset": 15867, "end": 15914}] Author-authored engineering synthesis, guidance or reference apparatus NO I dodici template rendono esplicita la struttura documentale di Enterprise SDD. author_tex_section Template Reference Il catalogo rende visibile la densità degli artefatti; non dimostra assenza di duplicazione né sostituisce la verifica dell’intento. 586 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/appendix_templates.tex c748b7ed2bc789816a50a82c446b253db7286e300f4f4455007fcb5313f6bbaa ["T:Engineering structure", "T:Verification & review", "T:System knowledge & memory"] Business context, spec, chiarimenti, piano, test, task, costituzione, bridge, escalation, gap, checklist e metadati forniscono una grammatica comune. ["K:Specifications and governance", "K:Independent verification and oracles", "K:Ownership and knowledge transfer", "K:Agent context and persistent memory", "K:System understanding and rationale"] V03 Non-Deterministic Spec-driven Development — 2nd edition 2254 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B069","kind":"author_tex_section","label":"Framework Reference Cards","limitation":"Non espandere nuovamente i testi inclusi: questo nodo è un contenitore editoriale, non un tredicesimo framework.","mapped":["C:C03","C:C04"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Productivity","T:Skills & learning"],"summary":"Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi.","topics":["K:Developer workflow and adoption","K:Specifications and governance","K:Evaluation methodology and baselines"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B069.md appendix B ["C:C03", "C:C04"] [{"level": "chapter", "title": "Framework Reference Cards", "line": 4, "offset": 3, "end": 38}] Author-authored engineering synthesis, guidance or reference apparatus NO Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. author_tex_section Framework Reference Cards Non espandere nuovamente i testi inclusi: questo nodo è un contenitore editoriale, non un tredicesimo framework. 25 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex d4af5f3c964ef58efde234dcb5ca257a2595dc0cd0bd3eeeb5bd8a886b445662 ["T:Engineering structure", "T:What agents can do", "T:Productivity", "T:Skills & learning"] Il file introduce la funzione di consultazione rapida e include dodici schede autonome, preservate individualmente nel grafo. ["K:Developer workflow and adoption", "K:Specifications and governance", "K:Evaluation methodology and baselines"] V03 Non-Deterministic Spec-driven Development — 2nd edition 118 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B070","kind":"author_tex_section","label":"Enterprise SDD","limitation":"È derivata dagli stessi capitoli: non una fonte indipendente né un test dei comandi elencati.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:What agents can do"],"summary":"La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate.","topics":["K:Specifications and governance","K:Ownership and knowledge transfer","K:Agent failure and escalation","K:Long-running agent execution"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B070.md reference_card B ["C:C04", "C:C11"] [{"level": "section", "title": "Enterprise SDD", "line": 4, "offset": 3, "end": 27}] Author-authored engineering synthesis, guidance or reference apparatus NO La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate. author_tex_section Enterprise SDD È derivata dagli stessi capitoli: non una fonte indipendente né un test dei comandi elencati. 94 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 25c7c152091ba72111946834e36283f3b53959f3c69c81ef74262cbeb5f9b618 ["T:Engineering structure", "T:Verification & review", "T:What agents can do"] La scheda fornisce un promemoria operativo della proposta sviluppata nei capitoli dedicati. ["K:Specifications and governance", "K:Ownership and knowledge transfer", "K:Agent failure and escalation", "K:Long-running agent execution"] V03 Non-Deterministic Spec-driven Development — 2nd edition 929 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B071","kind":"author_tex_section","label":"Spec Kit","limitation":"Il riepilogo è datato dalla versione del testo e non equivale a verifica di compatibilità dell’installazione corrente.","mapped":["C:C04"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:System knowledge & memory"],"summary":"La reference card di Spec Kit collega comandi, artefatti e sequenza di lavoro.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:System understanding and rationale"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B071.md reference_card B ["C:C04"] [{"level": "section", "title": "Spec Kit", "line": 4, "offset": 3, "end": 21}] Author-authored engineering synthesis, guidance or reference apparatus NO La reference card di Spec Kit collega comandi, artefatti e sequenza di lavoro. author_tex_section Spec Kit Il riepilogo è datato dalla versione del testo e non equivale a verifica di compatibilità dell’installazione corrente. 89 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex dce70bac1e140c115657f1304e602bce11c07bbff82419103075243d0f1726e9 ["T:Engineering structure", "T:Verification & review", "T:System knowledge & memory"] La scheda riassume il ciclo della toolchain e il ruolo dei file prodotti come supporto alla consultazione. ["K:Specifications and governance", "K:Independent verification and oracles", "K:System understanding and rationale"] V03 Non-Deterministic Spec-driven Development — 2nd edition 972 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B072","kind":"author_tex_section","label":"OpenSpec (openspec.dev)","limitation":"Le azioni e gli effetti di lifecycle vanno mantenuti distinti; la scheda non autorizza a inferire un processo rigidamente sequenziale.","mapped":["C:C04","C:C05"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:Code quality & security"],"summary":"La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Architecture and modularity","K:Technical debt and complexity"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B072.md reference_card B ["C:C04", "C:C05"] [{"level": "section", "title": "OpenSpec (openspec.dev)", "line": 4, "offset": 3, "end": 36}] Author-authored engineering synthesis, guidance or reference apparatus NO La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta. author_tex_section OpenSpec (openspec.dev) Le azioni e gli effetti di lifecycle vanno mantenuti distinti; la scheda non autorizza a inferire un processo rigidamente sequenziale. 143 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 1b144458ca9d3d08ad0d48181ef535eb484b8a1a09a138b8c1a52068f58c961d ["T:Engineering structure", "T:System knowledge & memory", "T:Code quality & security"] La scheda descrive comandi di assistenza, artefatti del change package e integrazione nel repository brownfield. ["K:Specifications and governance", "K:System understanding and rationale", "K:Architecture and modularity", "K:Technical debt and complexity"] V03 Non-Deterministic Spec-driven Development — 2nd edition 1389 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B073","kind":"author_tex_section","label":"BMAD Method","limitation":"Personae differenti non dimostrano fonti di evidenza indipendenti o controlli realmente separati.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:Verification & review"],"summary":"La reference card di BMAD evidenzia agenti persona e artefatti per fase.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution","K:Specifications and governance","K:Independent verification and oracles"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B073.md reference_card B ["C:C04", "C:C11"] [{"level": "section", "title": "BMAD Method", "line": 4, "offset": 3, "end": 24}] Author-authored engineering synthesis, guidance or reference apparatus NO La reference card di BMAD evidenzia agenti persona e artefatti per fase. author_tex_section BMAD Method Personae differenti non dimostrano fonti di evidenza indipendenti o controlli realmente separati. 85 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex f8ad28cb7ef76ec9f7d2ca975324fc8affc7639b9e75678edb6ec2c6043e5c8c ["T:What agents can do", "T:Engineering structure", "T:Verification & review"] La scheda condensa il percorso Analyst–PM–Architect–Developer e i relativi output. ["K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution", "K:Specifications and governance", "K:Independent verification and oracles"] V03 Non-Deterministic Spec-driven Development — 2nd edition 736 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B074","kind":"author_tex_section","label":"AI-RPI Protocol","limitation":"La governance adattiva proposta va verificata sui criteri che attivano o riducono i controlli.","mapped":["C:C04","C:C11"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:What agents can do","T:Verification & review"],"summary":"La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B074.md reference_card B ["C:C04", "C:C11"] [{"level": "section", "title": "AI-RPI Protocol", "line": 4, "offset": 3, "end": 28}] Author-authored engineering synthesis, guidance or reference apparatus NO La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. author_tex_section AI-RPI Protocol La governance adattiva proposta va verificata sui criteri che attivano o riducono i controlli. 82 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex b662d052eee3620bd9375923ce1694e16c5ebbf77692cc9a3f12c0027744425f ["T:Engineering structure", "T:System knowledge & memory", "T:What agents can do", "T:Verification & review"] Livelli di protocollo e artefatti permettono di applicare rigore diverso senza perdere il filo del lavoro. ["K:Specifications and governance", "K:System understanding and rationale", "K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution"] V03 Non-Deterministic Spec-driven Development — 2nd edition 782 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B075","kind":"author_tex_section","label":"ralph-copilot","limitation":"Il ruolo Reviewer non garantisce indipendenza dalla generazione; verificare gli input e i poteri reali del controllo.","mapped":["C:C03","C:C09"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure","T:System knowledge & memory"],"summary":"La reference card di ralph-copilot concentra il loop in ruoli e memoria su file.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles","K:Agent context and persistent memory","K:System understanding and rationale"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B075.md reference_card B ["C:C03", "C:C09"] [{"level": "section", "title": "ralph-copilot", "line": 4, "offset": 3, "end": 26}] Author-authored engineering synthesis, guidance or reference apparatus NO La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. author_tex_section ralph-copilot Il ruolo Reviewer non garantisce indipendenza dalla generazione; verificare gli input e i poteri reali del controllo. 77 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 3deae3fe3e14915cd1b324bcc1c711f46488c4155061dac55cbd34113113f697 ["T:What agents can do", "T:Verification & review", "T:Engineering structure", "T:System knowledge & memory"] Planner, Coordinator, Executor e Reviewer vengono messi in relazione con stato persistente e ripetizione del ciclo. ["K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles", "K:Agent context and persistent memory", "K:System understanding and rationale"] V03 Non-Deterministic Spec-driven Development — 2nd edition 703 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B076","kind":"author_tex_section","label":"Spec Loop Engine","limitation":"La separazione dei componenti è architetturale; resta da dimostrare l’indipendenza del criterio usato per accettare l’esito.","mapped":["C:C03","C:C07"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure","T:Code quality & security"],"summary":"La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles","K:Evaluation methodology and baselines"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B076.md reference_card B ["C:C03", "C:C07"] [{"level": "section", "title": "Spec Loop Engine", "line": 4, "offset": 3, "end": 29}] Author-authored engineering synthesis, guidance or reference apparatus NO La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. author_tex_section Spec Loop Engine La separazione dei componenti è architetturale; resta da dimostrare l’indipendenza del criterio usato per accettare l’esito. 85 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 6b98bfe86bc7e9ee7382830193b3ae042c358f095e9dab38042aca94b00234b6 ["T:What agents can do", "T:Verification & review", "T:Engineering structure", "T:Code quality & security"] Il modello YAML/JSON e il ciclo a due passi rendono espliciti specifica, esecuzione e controllo. ["K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles", "K:Evaluation methodology and baselines"] V03 Non-Deterministic Spec-driven Development — 2nd edition 801 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B077","kind":"author_tex_section","label":"GSD v1","limitation":"La brevità del protocollo non misura overhead reale o qualità della verifica.","mapped":["C:C04"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory","T:What agents can do"],"summary":"La reference card di GSD v1 mostra il percorso leggero Discuss–Plan–Execute–Verify.","topics":["K:Specifications and governance","K:System understanding and rationale","K:Developer workflow and adoption"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B077.md reference_card B ["C:C04"] [{"level": "section", "title": "GSD v1", "line": 4, "offset": 3, "end": 19}] Author-authored engineering synthesis, guidance or reference apparatus NO La reference card di GSD v1 mostra il percorso leggero Discuss–Plan–Execute–Verify. author_tex_section GSD v1 La brevità del protocollo non misura overhead reale o qualità della verifica. 84 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex c95efa6fc3330eaddd5f9340d9678768d44cebebd8053a935539f6c4ce6d267e ["T:Engineering structure", "T:System knowledge & memory", "T:What agents can do"] Comandi e artefatti sono presentati come protocollo minimo per disciplinare il lavoro. ["K:Specifications and governance", "K:System understanding and rationale", "K:Developer workflow and adoption"] V03 Non-Deterministic Spec-driven Development — 2nd edition 730 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B078","kind":"author_tex_section","label":"GSD-2","limitation":"Auto-mode non implica autorizzazione illimitata; arresti, resume e confini vanno verificati nella versione concreta.","mapped":["C:C03","C:C04","C:C09"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:System knowledge & memory"],"summary":"La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica.","topics":["K:Agent failure and escalation","K:Long-running agent execution","K:Agent context and persistent memory","K:System understanding and rationale"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B078.md reference_card B ["C:C03", "C:C04", "C:C09"] [{"level": "section", "title": "GSD-2", "line": 4, "offset": 3, "end": 18}] Author-authored engineering synthesis, guidance or reference apparatus NO La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. author_tex_section GSD-2 Auto-mode non implica autorizzazione illimitata; arresti, resume e confini vanno verificati nella versione concreta. 88 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 9ae80348026eb73434b6bc9491d1dcf8a1dbf39a6d91d0c1ea908d4ea970b4c5 ["T:What agents can do", "T:Engineering structure", "T:System knowledge & memory"] Il file descrive sottocomandi, artefatti su disco e transizioni della macchina a stati. ["K:Agent failure and escalation", "K:Long-running agent execution", "K:Agent context and persistent memory", "K:System understanding and rationale"] V03 Non-Deterministic Spec-driven Development — 2nd edition 944 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B079","kind":"author_tex_section","label":"Karpathy-Inspired Skills","limitation":"Non confrontare questo insieme di principi con una toolchain come se avesse la stessa unità funzionale o le stesse garanzie.","mapped":["C:C04","C:C10"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Skills & learning","T:System knowledge & memory"],"summary":"Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC.","topics":["K:Developer workflow and adoption","K:Specifications and governance","K:Skills formation and teaching","K:Cognitive offloading and skill debt"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B079.md reference_card B ["C:C04", "C:C10"] [{"level": "section", "title": "Karpathy-Inspired Skills", "line": 4, "offset": 3, "end": 37}] Author-authored engineering synthesis, guidance or reference apparatus NO Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. author_tex_section Karpathy-Inspired Skills Non confrontare questo insieme di principi con una toolchain come se avesse la stessa unità funzionale o le stesse garanzie. 81 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 3c84a699d6381f3230a19d991e5b763b7f0a681bad6c2b161040ea230f8dcd3c ["T:Engineering structure", "T:What agents can do", "T:Skills & learning", "T:System knowledge & memory"] La scheda separa disciplina di lavoro, comportamento dell’agente e assenza di comandi o artefatti di processo propri. ["K:Developer workflow and adoption", "K:Specifications and governance", "K:Skills formation and teaching", "K:Cognitive offloading and skill debt"] V03 Non-Deterministic Spec-driven Development — 2nd edition 599 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B080","kind":"author_tex_section","label":"Agent Skills","limitation":"Una skill può essere obsoleta o non attendibile; presenza nel catalogo e caricamento corretto non equivalgono a validazione.","mapped":["C:C03","C:C09"],"printed":false,"streams":["T:System knowledge & memory","T:What agents can do","T:Engineering structure"],"summary":"Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali.","topics":["K:Agent context and persistent memory","K:System understanding and rationale","K:Dependencies and agent supply chain","K:Developer workflow and adoption","K:Specifications and governance"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B080.md reference_card B ["C:C03", "C:C09"] [{"level": "section", "title": "Agent Skills", "line": 4, "offset": 3, "end": 25}] Author-authored engineering synthesis, guidance or reference apparatus NO Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali. author_tex_section Agent Skills Una skill può essere obsoleta o non attendibile; presenza nel catalogo e caricamento corretto non equivalgono a validazione. 86 ND_INFORMATIONAL_TEX T:System knowledge & memory ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 397093258847e4d6d6e27af6d0e1c413074401785e7ff2c5f83a05d636d62790 ["T:System knowledge & memory", "T:What agents can do", "T:Engineering structure"] La scheda organizza comandi, personas e struttura SKILL.md come componenti riutilizzabili. ["K:Agent context and persistent memory", "K:System understanding and rationale", "K:Dependencies and agent supply chain", "K:Developer workflow and adoption", "K:Specifications and governance"] V03 Non-Deterministic Spec-driven Development — 2nd edition 813 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B081","kind":"author_tex_section","label":"AIDD","limitation":"Il profilo si riferisce alla versione indicata nel testo; non è un benchmark né una verifica degli strumenti attuali.","mapped":["C:C04","C:C05"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure","T:Verification & review"],"summary":"AIDD organizza il lavoro a partire da visione e decisioni architetturali.","topics":["K:Architecture and modularity","K:Technical debt and complexity","K:Specifications and governance","K:Independent verification and oracles"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B081.md reference_card B ["C:C04", "C:C05"] [{"level": "section", "title": "AIDD", "line": 4, "offset": 3, "end": 17}] Author-authored engineering synthesis, guidance or reference apparatus NO AIDD organizza il lavoro a partire da visione e decisioni architetturali. author_tex_section AIDD Il profilo si riferisce alla versione indicata nel testo; non è un benchmark né una verifica degli strumenti attuali. 89 ND_INFORMATIONAL_TEX T:Code quality & security ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 8dfbbd6274c5de05c2886c5945740e7e4d5572836ef1acbdf9e6d45b8202b6ed ["T:Code quality & security", "T:Engineering structure", "T:Verification & review"] La scheda sintetizza comandi, skill SudoLang e orchestrazione della pipeline backend descritta nel libro. ["K:Architecture and modularity", "K:Technical debt and complexity", "K:Specifications and governance", "K:Independent verification and oracles"] V03 Non-Deterministic Spec-driven Development — 2nd edition 825 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"2","source_path":"AI_SDD_ENG_V2/appendices/appendix_references.tex","subtitle":"Enterprise Edition -- From Public Frameworks to Enterprise Practice","title":"Non-Deterministic Spec-Driven Development","url":"https://www.amazon.it/dp/B0GZZDFMYF","volume":"V03"},"category":null,"collection":"B","id":"B082","kind":"author_tex_section","label":"Previous Books and Author","limitation":"La presenza nell’apparato bibliografico non equivale a citazione in ogni capitolo, né a conferma delle tesi del framework.","mapped":["C:C01"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"L’apparato finale documenta serie, attribuzioni ed opere richiamate.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration"],"url":"https://www.amazon.it/dp/B0GZZDFMYF","volumes":["V03"],"year":""} Enrico Papalini cards/V03/B082.md bibliographic_apparatus B ["C:C01"] [{"level": "section", "title": "Books in the Series", "line": 7, "offset": 64, "end": 94}, {"level": "section", "title": "Sources for Chapter Epigraphs", "line": 66, "offset": 3858, "end": 3898}, {"level": "section", "title": "Cited Works", "line": 115, "offset": 18281, "end": 18303}] Author-authored engineering synthesis, guidance or reference apparatus NO L’apparato finale documenta serie, attribuzioni ed opere richiamate. author_tex_section Previous Books and Author La presenza nell’apparato bibliografico non equivale a citazione in ogni capitolo, né a conferma delle tesi del framework. 116 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution AI_SDD_ENG_V2/appendices/appendix_references.tex 28ffc18780ee3435dc7b39370cad24185fa5004f911e42596042109b9b5bbb97 ["T:Engineering structure", "T:What agents can do"] Il file collega i volumi dell’autore e raccoglie fonti degli epigrafi e lavori citati, rendendo tracciabile la genealogia editoriale. ["K:Developer workflow and adoption", "K:Human-agent collaboration"] V03 Non-Deterministic Spec-driven Development — 2nd edition 2352 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/main.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B083","kind":"author_tex_section","label":"Introduzioni e postfazione — The Autonomous Future","limitation":"Il futuro autonomo è una prospettiva editoriale, non un risultato empirico; i figli inclusi restano unità separate.","mapped":["C:C01","C:C03","C:C11"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:Jobs & roles","T:Skills & learning"],"summary":"Le introduzioni alle parti e la postfazione presentano il passaggio dall’assistenza interattiva alla delega continuativa.","topics":["K:Agent failure and escalation","K:Long-running agent execution","K:Employment and early-career roles","K:Ownership and knowledge transfer"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B083.md structural_synthesis B ["C:C01", "C:C03", "C:C11"] [{"level": "chapter", "title": "Afterword: The Autonomous Future", "line": 204, "offset": 10521, "end": 10564}] Author-authored engineering synthesis, guidance or reference apparatus NO Le introduzioni alle parti e la postfazione presentano il passaggio dall’assistenza interattiva alla delega continuativa. author_tex_section Introduzioni e postfazione — The Autonomous Future Il futuro autonomo è una prospettiva editoriale, non un risultato empirico; i figli inclusi restano unità separate. 413 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/main.tex 15e7b52d24d8b4a9b0fd959d40227c60942ae4aa0fd071fbe674e0a888d5cad2 ["T:What agents can do", "T:Engineering structure", "T:Jobs & roles", "T:Skills & learning"] Il main contiene raccordi didattici e una conclusione sull’evoluzione del lavoro, distinti dagli input dei capitoli; le porzioni biografiche non alimentano relazioni tematiche. ["K:Agent failure and escalation", "K:Long-running agent execution", "K:Employment and early-career roles", "K:Ownership and knowledge transfer"] V04 Non-Deterministic Autonomous Coding Agents 2112 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/frontmatter.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B084","kind":"author_tex_section","label":"Preface","limitation":"L’attribuzione complessiva non prova che ogni esempio derivi da una fonte specifica né che l’automazione sia sicura in produzione.","mapped":["C:C01","C:C03","C:C11"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:Productivity","T:Skills & learning"],"summary":"La prefazione definisce destinatari, percorso di lettura e precauzioni per costruire agenti autonomi.","topics":["K:Agent failure and escalation","K:Long-running agent execution","K:Developer workflow and adoption","K:Evaluation methodology and baselines"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B084.md reading_guide B ["C:C01", "C:C03", "C:C11"] [{"level": "chapter", "title": "Preface", "line": 78, "offset": 3574, "end": 3592}, {"level": "subsection", "title": "Who This Book Is For", "line": 146, "offset": 8457, "end": 8491}, {"level": "subsubsection", "title": "The Recommended Path", "line": 191, "offset": 10969, "end": 11006}, {"level": "subsection", "title": "The Experts Who Shaped This Book", "line": 292, "offset": 17629, "end": 17675}] Author-authored engineering synthesis, guidance or reference apparatus NO La prefazione definisce destinatari, percorso di lettura e precauzioni per costruire agenti autonomi. author_tex_section Preface L’attribuzione complessiva non prova che ogni esempio derivi da una fonte specifica né che l’automazione sia sicura in produzione. 325 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/frontmatter.tex 3af22b719d0303a2013767e4c5e25724708b593c3a144393dc78f940946cf1ab ["T:What agents can do", "T:Engineering structure", "T:Productivity", "T:Skills & learning"] Il volume si presenta come seguito dello SDD e attribuisce contributi a Huntley, Yegge, Carson e Osmani; documenta il contesto practitioner della sintesi. ["K:Agent failure and escalation", "K:Long-running agent execution", "K:Developer workflow and adoption", "K:Evaluation methodology and baselines"] V04 Non-Deterministic Autonomous Coding Agents 3034 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B085","kind":"author_tex_section","label":"The Continuous Development Revolution","limitation":"La narrazione del lavoro da 50.000 dollari svolto con 297 dollari di API non misura ROI comparabile: mancano costo umano, baseline e denominatore della qualità accettata.","mapped":["C:C01","C:C03","C:C08"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:Verification & review","T:Code quality & security"],"summary":"Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione.","topics":["K:Agent failure and escalation","K:Long-running agent execution","K:Independent verification and oracles","K:Review capacity and maintainers","K:AI as reviewer","K:Automation bias and trust"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B085.md chapter B ["C:C01", "C:C03", "C:C08"] [{"level": "section", "title": "From Reactive to Proactive AI", "line": 25, "offset": 1824, "end": 1863}, {"level": "section", "title": "The Continuous Loop Concept", "line": 117, "offset": 10440, "end": 10477}, {"level": "section", "title": "Prerequisites for Success", "line": 246, "offset": 18642, "end": 18677}, {"level": "section", "title": "What This Book Will Teach You", "line": 319, "offset": 25530, "end": 25569}] Author-authored engineering synthesis, guidance or reference apparatus NO Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. author_tex_section The Continuous Development Revolution La narrazione del lavoro da 50.000 dollari svolto con 297 dollari di API non misura ROI comparabile: mancano costo umano, baseline e denominatore della qualità accettata. 398 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 59c19cee9311375de9d39144d6318c63f37871af01d55d8d8a1774aa99d5304f ["T:What agents can do", "T:Engineering structure", "T:Verification & review", "T:Code quality & security"] Il capitolo lega Ralph, apprendimento cumulativo, specifiche, infrastruttura di test e controllo di versione a un flusso che prepara lavoro per la revisione. ["K:Agent failure and escalation", "K:Long-running agent execution", "K:Independent verification and oracles", "K:Review capacity and maintainers", "K:AI as reviewer", "K:Automation bias and trust"] V04 Non-Deterministic Autonomous Coding Agents 3879 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B086","kind":"author_tex_section","label":"The Philosophy of Deterministic Failure","limitation":"Il controllo respinge soltanto ciò che sa riconoscere; LLM-as-judge e soglia contestuale 40–60% richiedono qualificazione e verifica nel contesto d’uso.","mapped":["C:C03","C:C07","C:C09"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Code quality & security","T:System knowledge & memory"],"summary":"Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile.","topics":["K:Agent failure and escalation","K:Evaluation methodology and baselines","K:Independent verification and oracles","K:Agent context and persistent memory","K:System understanding and rationale"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B086.md chapter B ["C:C03", "C:C07", "C:C09"] [{"level": "section", "title": "Embracing Predictable Failure", "line": 18, "offset": 1425, "end": 1464}, {"level": "section", "title": "The Backpressure Model", "line": 96, "offset": 7874, "end": 7906}, {"level": "section", "title": "Core Principles for Autonomous Systems", "line": 289, "offset": 24588, "end": 24636}, {"level": "section", "title": "Common Anti-Patterns to Avoid", "line": 444, "offset": 34444, "end": 34483}] Author-authored engineering synthesis, guidance or reference apparatus NO Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. author_tex_section The Philosophy of Deterministic Failure Il controllo respinge soltanto ciò che sa riconoscere; LLM-as-judge e soglia contestuale 40–60% richiedono qualificazione e verifica nel contesto d’uso. 490 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex e5877964bca2d35f772986e072b4087b75792a15e89705c2015c204ac06d6dfe ["T:What agents can do", "T:Verification & review", "T:Code quality & security", "T:System knowledge & memory"] Backpressure, test, contesto fresco, piano modificabile e memoria su disco spostano l’attenzione dal prompt perfetto alle condizioni che bloccano lavoro invalido. ["K:Agent failure and escalation", "K:Evaluation methodology and baselines", "K:Independent verification and oracles", "K:Agent context and persistent memory", "K:System understanding and rationale"] V04 Non-Deterministic Autonomous Coding Agents 5021 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B087","kind":"author_tex_section","label":"The Developer Evolution Model","limitation":"È una tassonomia didattica, non una scala validata. Il confronto con gli otto stadi attribuiti a Yegge nel corpus P richiede distinguere adattamento e citazione letterale.","mapped":["C:C03","C:C10","C:C11"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:Skills & learning","T:System knowledge & memory","T:Jobs & roles"],"summary":"Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti.","topics":["K:Agent failure and escalation","K:Long-running agent execution","K:Skills formation and teaching","K:Cognitive offloading and skill debt","K:Employment and early-career roles","K:Ownership and knowledge transfer"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B087.md chapter B ["C:C03", "C:C10", "C:C11"] [{"level": "section", "title": "The Nine Stages of AI-Assisted Development", "line": 17, "offset": 1584, "end": 1636}, {"level": "section", "title": "Assessing Your Current Stage", "line": 182, "offset": 15152, "end": 15190}, {"level": "section", "title": "The Skills Transformation", "line": 264, "offset": 21273, "end": 21308}, {"level": "section", "title": "Prerequisites for This Book", "line": 321, "offset": 25248, "end": 25285}] Author-authored engineering synthesis, guidance or reference apparatus NO Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. author_tex_section The Developer Evolution Model È una tassonomia didattica, non una scala validata. Il confronto con gli otto stadi attribuiti a Yegge nel corpus P richiede distinguere adattamento e citazione letterale. 395 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 8100340c3982a08db0283347394523f0ebfca3a026102da8fce8992f9d085db4 ["T:What agents can do", "T:Engineering structure", "T:Skills & learning", "T:System knowledge & memory", "T:Jobs & roles"] La progressione è usata per autovalutare pratiche di sviluppo, trasformazione delle abilità e preparazione a sistemi autonomi. ["K:Agent failure and escalation", "K:Long-running agent execution", "K:Skills formation and teaching", "K:Cognitive offloading and skill debt", "K:Employment and early-career roles", "K:Ownership and knowledge transfer"] V04 Non-Deterministic Autonomous Coding Agents 4034 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B088","kind":"author_tex_section","label":"The Ralph Loop Pattern","limitation":"Un segnale di completamento o un test passato non garantiscono che l’intento sia soddisfatto; i comandi non sono stati eseguiti in questa analisi.","mapped":["C:C03","C:C07","C:C09"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure","T:System knowledge & memory","T:Code quality & security"],"summary":"Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles","K:Agent context and persistent memory","K:System understanding and rationale","K:Evaluation methodology and baselines"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B088.md chapter B ["C:C03", "C:C07", "C:C09"] [{"level": "section", "title": "Anatomy of a Ralph Loop", "line": 20, "offset": 1582, "end": 1615}, {"level": "section", "title": "Implementation Options", "line": 328, "offset": 16885, "end": 16917}, {"level": "section", "title": "Your First Ralph Loop", "line": 416, "offset": 21659, "end": 21690}, {"level": "section", "title": "Troubleshooting Common Issues", "line": 650, "offset": 30115, "end": 30154}] Author-authored engineering synthesis, guidance or reference apparatus NO Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. author_tex_section The Ralph Loop Pattern Un segnale di completamento o un test passato non garantiscono che l’intento sia soddisfatto; i comandi non sono stati eseguiti in questa analisi. 703 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex bc33f212af1d60604b0a868e40a9cd2c1d385092dbc68579a76bebfc1ebb2d03 ["T:What agents can do", "T:Verification & review", "T:Engineering structure", "T:System knowledge & memory", "T:Code quality & security"] Anatomia, ciclo di iterazione, varianti implementative, primo esercizio e diagnosi iniziale trasformano il loop in una procedura concreta. ["K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles", "K:Agent context and persistent memory", "K:System understanding and rationale", "K:Evaluation methodology and baselines"] V04 Non-Deterministic Autonomous Coding Agents 4095 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B089","kind":"author_tex_section","label":"Task Decomposition for Machines","limitation":"La piccola dimensione dei task non risolve dipendenze e ambiguità; la specifica deve restare indipendente dall’implementazione candidata.","mapped":["C:C04","C:C07"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:System knowledge & memory","T:Code quality & security"],"summary":"La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:System understanding and rationale","K:Evaluation methodology and baselines"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B089.md chapter B ["C:C04", "C:C07"] [{"level": "section", "title": "From PRD to Executable Tasks", "line": 24, "offset": 2132, "end": 2170}, {"level": "section", "title": "The Plan File Schema", "line": 225, "offset": 16456, "end": 16486}, {"level": "section", "title": "Writing Effective Acceptance Criteria", "line": 352, "offset": 21732, "end": 21779}, {"level": "section", "title": "A Complete Worked Example", "line": 506, "offset": 29459, "end": 29494}] Author-authored engineering synthesis, guidance or reference apparatus NO La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. author_tex_section Task Decomposition for Machines La piccola dimensione dei task non risolve dipendenze e ambiguità; la specifica deve restare indipendente dall’implementazione candidata. 703 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 4891c821bb6f814c065b12abb79194075ef3e9d7536433cbeff318c1dbf87b7f ["T:Engineering structure", "T:Verification & review", "T:System knowledge & memory", "T:Code quality & security"] Dal PRD al piano strutturato, il capitolo descrive caratteristiche dei task, schema del file e criteri di accettazione con un esempio completo. ["K:Specifications and governance", "K:Independent verification and oracles", "K:System understanding and rationale", "K:Evaluation methodology and baselines"] V04 Non-Deterministic Autonomous Coding Agents 4538 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B090","kind":"author_tex_section","label":"Memory and Context Engineering","limitation":"Accumulo non significa apprendimento corretto: servono provenienza, rimozione di lezioni errate e invalidazione quando cambia l’intenzione.","mapped":["C:C09","C:C10"],"printed":false,"streams":["T:System knowledge & memory","T:What agents can do","T:Engineering structure","T:Skills & learning"],"summary":"Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita.","topics":["K:Agent context and persistent memory","K:System understanding and rationale","K:Skills formation and teaching","K:Cognitive offloading and skill debt"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B090.md chapter B ["C:C09", "C:C10"] [{"level": "section", "title": "The Four Channels of Memory", "line": 18, "offset": 1557, "end": 1594}, {"level": "section", "title": "Building AGENTS.md", "line": 136, "offset": 10099, "end": 10127}, {"level": "section", "title": "Context Injection Strategies", "line": 420, "offset": 30296, "end": 30334}, {"level": "section", "title": "Memory Injection Technique", "line": 510, "offset": 38493, "end": 38529}] Author-authored engineering synthesis, guidance or reference apparatus NO Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. author_tex_section Memory and Context Engineering Accumulo non significa apprendimento corretto: servono provenienza, rimozione di lezioni errate e invalidazione quando cambia l’intenzione. 591 ND_INFORMATIONAL_TEX T:System knowledge & memory ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 46beb0d7a4f5a99ab0393394551dc7016d76c6d09e941ea203076ef24e723c2a ["T:System knowledge & memory", "T:What agents can do", "T:Engineering structure", "T:Skills & learning"] AGENTS.md, apprendimento cumulativo e strategie di iniezione del contesto organizzano stato operativo e conoscenza durevole. ["K:Agent context and persistent memory", "K:System understanding and rationale", "K:Skills formation and teaching", "K:Cognitive offloading and skill debt"] V04 Non-Deterministic Autonomous Coding Agents 5678 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B091","kind":"author_tex_section","label":"Quality Gates and Backpressure","limitation":"La separazione dei ruoli e l’auto-critica non garantiscono indipendenza; un caso illustrativo non misura la probabilità residua di difetto.","mapped":["C:C07","C:C08"],"printed":false,"streams":["T:Verification & review","T:Code quality & security","T:What agents can do"],"summary":"Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti.","topics":["K:Independent verification and oracles","K:Evaluation methodology and baselines","K:AI as reviewer","K:Automation bias and trust","K:Agent failure and escalation"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B091.md chapter B ["C:C07", "C:C08"] [{"level": "section", "title": "Quality Checks in the Loop", "line": 18, "offset": 1498, "end": 1534}, {"level": "section", "title": "The Verification Loop Pattern", "line": 241, "offset": 15011, "end": 15050}, {"level": "section", "title": "LLM-as-Judge for Subjective Criteria", "line": 399, "offset": 24035, "end": 24081}, {"level": "section", "title": "Case Study: Quality Gates in Action", "line": 599, "offset": 32676, "end": 32721}] Author-authored engineering synthesis, guidance or reference apparatus NO Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. author_tex_section Quality Gates and Backpressure La separazione dei ruoli e l’auto-critica non garantiscono indipendenza; un caso illustrativo non misura la probabilità residua di difetto. 661 ND_INFORMATIONAL_TEX T:Verification & review ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 9eff56f237ad4042054343dcb9d2fb82b5b74ac0a6c30d2b80e683c84abb7445 ["T:Verification & review", "T:Code quality & security", "T:What agents can do"] Il capitolo compone test, verifica, gestione degli stalli e giudici linguistici, con configurazioni ed esempio applicativo. ["K:Independent verification and oracles", "K:Evaluation methodology and baselines", "K:AI as reviewer", "K:Automation bias and trust", "K:Agent failure and escalation"] V04 Non-Deterministic Autonomous Coding Agents 4311 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B092","kind":"author_tex_section","label":"Advanced Prompting for Autonomous Systems","limitation":"Il punto critico è la correlazione dell’errore: chiedere al medesimo sistema di criticarsi può migliorare un candidato ma non costituisce prova indipendente.","mapped":["C:C04","C:C07","C:C09"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:What agents can do","T:System knowledge & memory"],"summary":"I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione.","topics":["K:Specifications and governance","K:Independent verification and oracles","K:AI as reviewer","K:Automation bias and trust","K:Agent context and persistent memory","K:System understanding and rationale","K:Dependencies and agent supply chain"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B092.md chapter B ["C:C04", "C:C07", "C:C09"] [{"level": "section", "title": "Reverse Prompting: Clarification Before Execution", "line": 26, "offset": 2248, "end": 2307}, {"level": "section", "title": "Role Stacking: Multiple Perspectives", "line": 284, "offset": 18183, "end": 18229}, {"level": "section", "title": "The Verification Loop: Self-Critique Patterns", "line": 393, "offset": 23908, "end": 23963}, {"level": "section", "title": "Putting It Together: Technique Selection", "line": 672, "offset": 35624, "end": 35674}] Author-authored engineering synthesis, guidance or reference apparatus NO I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. author_tex_section Advanced Prompting for Autonomous Systems Il punto critico è la correlazione dell’errore: chiedere al medesimo sistema di criticarsi può migliorare un candidato ma non costituisce prova indipendente. 735 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 0449f462ab298c6f8c9d127bc0fc0f20f5d3aa027e78315d6a2fff9be98e4bda ["T:Engineering structure", "T:Verification & review", "T:What agents can do", "T:System knowledge & memory"] Reverse prompting, constraint cascades, role stacking e self-critique diventano tecniche selezionabili in base al problema del task. ["K:Specifications and governance", "K:Independent verification and oracles", "K:AI as reviewer", "K:Automation bias and trust", "K:Agent context and persistent memory", "K:System understanding and rationale", "K:Dependencies and agent supply chain"] V04 Non-Deterministic Autonomous Coding Agents 4648 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B093","kind":"author_tex_section","label":"Agentic Patterns in Practice","limitation":"Una tassonomia ampia non dimostra il beneficio di aggiungere componenti; coordinamento e costi devono giustificare ogni meccanismo.","mapped":["C:C03","C:C06","C:C11"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Verification & review","T:Code quality & security"],"summary":"Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza.","topics":["K:Developer workflow and adoption","K:Specifications and governance","K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B093.md chapter B ["C:C03", "C:C06", "C:C11"] [{"level": "section", "title": "The Pattern Landscape", "line": 20, "offset": 1954, "end": 1985}, {"level": "section", "title": "Learning \\& Adaptation Patterns", "line": 252, "offset": 17570, "end": 17611}, {"level": "section", "title": "Tool Use \\& Environment Patterns", "line": 327, "offset": 23849, "end": 23891}, {"level": "section", "title": "Staying Current", "line": 516, "offset": 34498, "end": 34523}] Author-authored engineering synthesis, guidance or reference apparatus NO Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. author_tex_section Agentic Patterns in Practice Una tassonomia ampia non dimostra il beneficio di aggiungere componenti; coordinamento e costi devono giustificare ogni meccanismo. 558 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba ["T:Engineering structure", "T:What agents can do", "T:Verification & review", "T:Code quality & security"] Il capitolo propone composizione e selezione dei pattern, esplicitando anche collaborazione, ambiente e aggiornamento del repertorio. ["K:Developer workflow and adoption", "K:Specifications and governance", "K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution", "K:Prompt injection and malicious tools", "K:Vulnerability and secure code"] V04 Non-Deterministic Autonomous Coding Agents 4607 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B094","kind":"author_tex_section","label":"Scheduling and Overnight Execution","limitation":"L’ordine temporale deve essere verificato come dipendenza e recupero dagli errori; l’avvio schedulato non autorizza merge o deployment.","mapped":["C:C03","C:C09","C:C11"],"printed":false,"streams":["T:What agents can do","T:System knowledge & memory","T:Engineering structure","T:Verification & review"],"summary":"L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer.","topics":["K:Long-running agent execution","K:Agent context and persistent memory","K:System understanding and rationale","K:Specifications and governance","K:Ownership and knowledge transfer"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B094.md chapter B ["C:C03", "C:C09", "C:C11"] [{"level": "section", "title": "The Two-Job Sequence", "line": 24, "offset": 1985, "end": 2015}, {"level": "section", "title": "Scheduling on Linux (systemd/cron)", "line": 381, "offset": 15906, "end": 15950}, {"level": "section", "title": "Scheduling on Windows", "line": 501, "offset": 19422, "end": 19453}, {"level": "section", "title": "Monitoring and Notification", "line": 733, "offset": 28592, "end": 28629}] Author-authored engineering synthesis, guidance or reference apparatus NO L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. author_tex_section Scheduling and Overnight Execution L’ordine temporale deve essere verificato come dipendenza e recupero dagli errori; l’avvio schedulato non autorizza merge o deployment. 933 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex ea1858d0de0f786aa947e1c33e48c1aaa43998e755ec2e84526a795cc92e9f76 ["T:What agents can do", "T:System knowledge & memory", "T:Engineering structure", "T:Verification & review"] Il file distingue revisione cumulativa e lavoro autonomo, descrive schedulatori per sistemi operativi diversi, esecuzione cloud e notifiche. ["K:Long-running agent execution", "K:Agent context and persistent memory", "K:System understanding and rationale", "K:Specifications and governance", "K:Ownership and knowledge transfer"] V04 Non-Deterministic Autonomous Coding Agents 3890 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B095","kind":"author_tex_section","label":"Multi-Agent Orchestration","limitation":"Più agenti non implicano più indipendenza né throughput lineare; integrazione, merge e capacità di revisione restano vincoli.","mapped":["C:C03","C:C08","C:C11"],"printed":false,"streams":["T:What agents can do","T:Engineering structure","T:Verification & review","T:Code quality & security"],"summary":"Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution","K:AI as reviewer","K:Automation bias and trust","K:Specifications and governance","K:Ownership and knowledge transfer"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B095.md chapter B ["C:C03", "C:C08", "C:C11"] [{"level": "section", "title": "When to Scale Beyond Single Loops", "line": 20, "offset": 1643, "end": 1686}, {"level": "section", "title": "Human-in-the-Loop Patterns", "line": 277, "offset": 16282, "end": 16318}, {"level": "section", "title": "Understanding Gas Town (Conceptually)", "line": 500, "offset": 27527, "end": 27574}, {"level": "section", "title": "The Frontier: Evolutionary Software", "line": 624, "offset": 36444, "end": 36489}] Author-authored engineering synthesis, guidance or reference apparatus NO Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. author_tex_section Multi-Agent Orchestration Più agenti non implicano più indipendenza né throughput lineare; integrazione, merge e capacità di revisione restano vincoli. 744 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 8f3c5c3e2f05c774aba371e5d85f132b2483dfde5357552d72c4ee3f7d95fe1c ["T:What agents can do", "T:Engineering structure", "T:Verification & review", "T:Code quality & security"] Hat-based orchestration, planner-worker, passaggi umani e Gas Town sono confrontati come strutture di coordinamento con costi diversi. ["K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution", "K:AI as reviewer", "K:Automation bias and trust", "K:Specifications and governance", "K:Ownership and knowledge transfer"] V04 Non-Deterministic Autonomous Coding Agents 4996 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B096","kind":"author_tex_section","label":"Safety, Security, and Risk Management","limitation":"Una worktree isola modifiche Git, non processi, rete o credenziali. Le prescrizioni del volume non sono una certificazione della configurazione effettiva.","mapped":["C:C06","C:C08","C:C12"],"printed":false,"streams":["T:Code quality & security","T:What agents can do","T:Engineering structure","T:Economics","T:Productivity","T:Verification & review"],"summary":"La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana.","topics":["K:Prompt injection and malicious tools","K:Vulnerability and secure code","K:Economic costs and return","K:Output versus shipped value","K:Review capacity and maintainers","K:AI as reviewer","K:Automation bias and trust"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B096.md chapter B ["C:C06", "C:C08", "C:C12"] [{"level": "section", "title": "The Security Reality", "line": 20, "offset": 1561, "end": 1591}, {"level": "section", "title": "Preventing Destructive Actions", "line": 295, "offset": 18722, "end": 18762}, {"level": "section", "title": "Cost Management", "line": 475, "offset": 28123, "end": 28148}, {"level": "section", "title": "Putting It All Together: A Safety Checklist", "line": 667, "offset": 38325, "end": 38378}] Author-authored engineering synthesis, guidance or reference apparatus NO La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. author_tex_section Safety, Security, and Risk Management Una worktree isola modifiche Git, non processi, rete o credenziali. Le prescrizioni del volume non sono una certificazione della configurazione effettiva. 744 ND_INFORMATIONAL_TEX T:Code quality & security ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex ba3475482cee7bf1589b6b5bf5cdef2e6b0b5b87a3d264dffc5066762579d362 ["T:Code quality & security", "T:What agents can do", "T:Engineering structure", "T:Economics", "T:Productivity", "T:Verification & review"] Sandboxing, prevenzione di azioni distruttive, overbaking e gestione dei costi convergono in una checklist operativa. ["K:Prompt injection and malicious tools", "K:Vulnerability and secure code", "K:Economic costs and return", "K:Output versus shipped value", "K:Review capacity and maintainers", "K:AI as reviewer", "K:Automation bias and trust"] V04 Non-Deterministic Autonomous Coding Agents 4753 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B097","kind":"author_tex_section","label":"Complete Implementation Guide","limitation":"L’etichetta production-ready del sorgente non è stata convalidata da esecuzione o audit di sicurezza in questo lavoro; il codice rimane materiale del volume.","mapped":["C:C03","C:C06","C:C07"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure","T:Code quality & security"],"summary":"La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles","K:Prompt injection and malicious tools","K:Vulnerability and secure code","K:Evaluation methodology and baselines"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B097.md appendix B ["C:C03", "C:C06", "C:C07"] [{"level": "section", "title": "Environment Verification", "line": 14, "offset": 771, "end": 805}, {"level": "section", "title": "Plan File Templates", "line": 1153, "offset": 28975, "end": 29004}, {"level": "section", "title": "Planning Mode Prompt", "line": 1332, "offset": 32432, "end": 32462}, {"level": "section", "title": "Checklist for Production Use", "line": 1474, "offset": 35514, "end": 35552}] Author-authored engineering synthesis, guidance or reference apparatus NO La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. author_tex_section Complete Implementation Guide L’etichetta production-ready del sorgente non è stata convalidata da esecuzione o audit di sicurezza in questo lavoro; il codice rimane materiale del volume. 1492 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 399ba75653a266acf8f26b77478d5f1c1f6e545cc0acd1d2851d7c142eab9b2d ["T:What agents can do", "T:Verification & review", "T:Engineering structure", "T:Code quality & security"] Il file offre verifica dell’ambiente, script Ralph, template di memoria e pianificazione, istruzioni di avvio e prerequisiti per l’uso operativo. ["K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles", "K:Prompt injection and malicious tools", "K:Vulnerability and secure code", "K:Evaluation methodology and baselines"] V04 Non-Deterministic Autonomous Coding Agents 4764 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B098","kind":"author_tex_section","label":"Tool Reference","limitation":"Repository, versioni e funzionalità sono uno snapshot del libro, non una verifica dello stato attuale degli strumenti.","mapped":["C:C03","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Productivity","T:Skills & learning","T:What agents can do","T:Verification & review"],"summary":"La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione.","topics":["K:Developer workflow and adoption","K:Evaluation methodology and baselines","K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B098.md appendix B ["C:C03", "C:C11"] [{"level": "section", "title": "Implementation Comparison", "line": 14, "offset": 807, "end": 842}, {"level": "section", "title": "frankbria/ralph-claude-code", "line": 266, "offset": 10415, "end": 10452}, {"level": "section", "title": "Migration Guide", "line": 734, "offset": 24795, "end": 24820}, {"level": "section", "title": "Version Compatibility", "line": 1075, "offset": 34010, "end": 34041}] Author-authored engineering synthesis, guidance or reference apparatus NO La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. author_tex_section Tool Reference Repository, versioni e funzionalità sono uno snapshot del libro, non una verifica dello stato attuale degli strumenti. 1103 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex f948d7baa29121873299c3d9302770c76dac6ef9593799a342a5d9000b869efe ["T:Engineering structure", "T:Productivity", "T:Skills & learning", "T:What agents can do", "T:Verification & review"] Le varianti snarktank, plugin Anthropic, frankbria e orchestrator vengono organizzate per selezione, compatibilità e diagnosi specifica. ["K:Developer workflow and adoption", "K:Evaluation methodology and baselines", "K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles"] V04 Non-Deterministic Autonomous Coding Agents 3578 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B099","kind":"author_tex_section","label":"Troubleshooting and Debugging","limitation":"Le ricette diagnostiche sono proposte operative; l’efficacia e la sicurezza dei comandi dipendono dall’ambiente e non sono state provate qui.","mapped":["C:C03","C:C07","C:C12"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure","T:Economics","T:Productivity"],"summary":"La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi.","topics":["K:Agent failure and escalation","K:Evaluation methodology and baselines","K:Long-running agent execution","K:Independent verification and oracles","K:Economic costs and return","K:Output versus shipped value"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B099.md appendix B ["C:C03", "C:C07", "C:C12"] [{"level": "section", "title": "Loop Exits Early", "line": 16, "offset": 911, "end": 937}, {"level": "section", "title": "Agent Gets Stuck on Same Issue", "line": 447, "offset": 14722, "end": 14762}, {"level": "section", "title": "Performance Debugging", "line": 1009, "offset": 31903, "end": 31934}, {"level": "section", "title": "Appendix Summary", "line": 1438, "offset": 44444, "end": 44471}] Author-authored engineering synthesis, guidance or reference apparatus NO La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. author_tex_section Troubleshooting and Debugging Le ricette diagnostiche sono proposte operative; l’efficacia e la sicurezza dei comandi dipendono dall’ambiente e non sono state provate qui. 1454 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 5d46441c9f5b502515a9b7baa5fc59e303cdde7b809eeaee04e627c6d6000ca3 ["T:What agents can do", "T:Verification & review", "T:Engineering structure", "T:Economics", "T:Productivity"] Uscita precoce, mancato arresto, gate falliti, duplicazioni e consumi fuori controllo vengono collegati a log, Git, recupero e procedure d’emergenza. ["K:Agent failure and escalation", "K:Evaluation methodology and baselines", "K:Long-running agent execution", "K:Independent verification and oracles", "K:Economic costs and return", "K:Output versus shipped value"] V04 Non-Deterministic Autonomous Coding Agents 5267 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B100","kind":"author_tex_section","label":"Ralph Loops with VS Code and GitHub Copilot","limitation":"Supporto dei modelli, estensioni e opzioni CLI possono essere cambiati; i profili di autorizzazione vanno letti come descrizione storica del volume.","mapped":["C:C03","C:C06"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure","T:Code quality & security","T:Productivity","T:Skills & learning"],"summary":"Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles","K:Prompt injection and malicious tools","K:Vulnerability and secure code","K:Developer workflow and adoption","K:Evaluation methodology and baselines"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B100.md appendix B ["C:C03", "C:C06"] [{"level": "section", "title": "Understanding the Differences", "line": 14, "offset": 1007, "end": 1046}, {"level": "section", "title": "Approach 2: GitHub Copilot CLI (Recommended)", "line": 257, "offset": 11855, "end": 11909}, {"level": "section", "title": "Approach 3: Subagent Orchestration in VS Code Chat", "line": 573, "offset": 24987, "end": 25047}, {"level": "section", "title": "Choosing Your Approach", "line": 693, "offset": 31279, "end": 31311}] Author-authored engineering synthesis, guidance or reference apparatus NO Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. author_tex_section Ralph Loops with VS Code and GitHub Copilot Supporto dei modelli, estensioni e opzioni CLI possono essere cambiati; i profili di autorizzazione vanno letti come descrizione storica del volume. 778 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 7e0010a74aa385fc08a8e847aac932a2d656978a938a3cfc4a013b55afb63728 ["T:What agents can do", "T:Verification & review", "T:Engineering structure", "T:Code quality & security", "T:Productivity", "T:Skills & learning"] Il capitolo confronta quattro approcci con permessi, modelli, formato del piano, contesto e integrazione con lo scheduling. ["K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles", "K:Prompt injection and malicious tools", "K:Vulnerability and secure code", "K:Developer workflow and adoption", "K:Evaluation methodology and baselines"] V04 Non-Deterministic Autonomous Coding Agents 4256 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"ai-auto_eng/AI_AUTO_ENG/bibliography.tex","subtitle":"Building Self-Improving Systems That Ship While You Sleep","title":"Non-Deterministic Autonomous Coding Agents","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V04"},"category":null,"collection":"B","id":"B101","kind":"author_tex_section","label":"References and Sources","limitation":"Le note «Referenced in» sono attribuzioni dell’apparato, non un riscontro automatico nel testo di ogni capitolo; gli URL dichiarati verificati nel febbraio 2026 non sono stati ricontrollati qui.","mapped":["C:C01","C:C03"],"printed":false,"streams":["T:Engineering structure","T:What agents can do","T:Verification & review"],"summary":"L’apparato di fonti rende esplicita la genealogia del metodo autonomo.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration","K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V04"],"year":""} Enrico Papalini cards/V04/B101.md bibliographic_apparatus B ["C:C01", "C:C03"] [{"level": "section", "title": "Books", "line": 17, "offset": 343, "end": 359}, {"level": "section", "title": "GitHub Repositories --- Ralph Implementations", "line": 158, "offset": 6204, "end": 6260}, {"level": "section", "title": "Video Series and Talks", "line": 323, "offset": 12221, "end": 12254}, {"level": "section", "title": "Concepts and Frameworks Attributed", "line": 401, "offset": 15185, "end": 15230}] Author-authored engineering synthesis, guidance or reference apparatus NO L’apparato di fonti rende esplicita la genealogia del metodo autonomo. author_tex_section References and Sources Le note «Referenced in» sono attribuzioni dell’apparato, non un riscontro automatico nel testo di ogni capitolo; gli URL dichiarati verificati nel febbraio 2026 non sono stati ricontrollati qui. 436 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution ai-auto_eng/AI_AUTO_ENG/bibliography.tex a86fb72afc5f33dca04aec60b1a12a9d687dda31e73fd6cdf499a414e093aed1 ["T:Engineering structure", "T:What agents can do", "T:Verification & review"] Libri, persone, articoli, repository, video, casi e concetti attribuiti sono raccolti con indicazioni dei capitoli interessati. ["K:Developer workflow and adoption", "K:Human-agent collaboration", "K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles"] V04 Non-Deterministic Autonomous Coding Agents 1405 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"NDLE/frontmatter.tex","subtitle":"Design Reliable Agentic AI Systems Beyond the Prompt","title":"Non-Deterministic Loop Engineering","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V05"},"category":null,"collection":"B","id":"B102","kind":"author_tex_section","label":"Avvertenze editoriali e limiti della guida","limitation":"Il frontmatter è contesto di lettura e non fornisce evidenza empirica aggiuntiva alle fonti o ai capitoli.","mapped":["C:C01"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Le pagine iniziali qualificano finalità, responsabilità e natura della sintesi sui loop.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V05"],"year":""} Enrico Papalini cards/V05/B102.md reading_guide B ["C:C01"] [{"title": "Avvertenze editoriali e limiti della guida", "line": 1}] Author-authored engineering synthesis, guidance or reference apparatus NO Le pagine iniziali qualificano finalità, responsabilità e natura della sintesi sui loop. author_tex_section Avvertenze editoriali e limiti della guida Il frontmatter è contesto di lettura e non fornisce evidenza empirica aggiuntiva alle fonti o ai capitoli. 128 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution NDLE/frontmatter.tex a92fea666811437893828facf85543449e9c4e434d2e078ef86531a0c842dca7 ["T:Engineering structure", "T:What agents can do"] Le avvertenze editoriali aiutano a distinguere il libro come guida ingegneristica da una politica aziendale o da una garanzia di risultato. ["K:Developer workflow and adoption", "K:Human-agent collaboration"] V05 Non-Deterministic Loop Engineering 456 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"NDLE/summary_v2.tex","subtitle":"Design Reliable Agentic AI Systems Beyond the Prompt","title":"Non-Deterministic Loop Engineering","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V05"},"category":null,"collection":"B","id":"B103","kind":"author_tex_section","label":"Summary","limitation":"La sintesi organizza il volume; non va conteggiata come conferma indipendente degli stessi concetti nei capitoli estesi.","mapped":["C:C01","C:C03","C:C11","C:C12"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure","T:Economics","T:Productivity"],"summary":"Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles","K:Specifications and governance","K:Ownership and knowledge transfer","K:Economic costs and return","K:Output versus shipped value"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V05"],"year":""} Enrico Papalini cards/V05/B103.md synthesis B ["C:C01", "C:C03", "C:C11", "C:C12"] [{"level": "section", "title": "How This Book Is Organized", "line": 26, "offset": 1515, "end": 1552}] Author-authored engineering synthesis, guidance or reference apparatus NO Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. author_tex_section Summary La sintesi organizza il volume; non va conteggiata come conferma indipendente degli stessi concetti nei capitoli estesi. 38 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution NDLE/summary_v2.tex a2c61f272e6afb5d3f3efedf51856604bedc834f0de2235d548ae7ee89749539 ["T:What agents can do", "T:Verification & review", "T:Engineering structure", "T:Economics", "T:Productivity"] La panoramica collega critica, organizzazione, economia, Ralph, runtime locale e scelta del meccanismo minimo sufficiente. ["K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles", "K:Specifications and governance", "K:Ownership and knowledge transfer", "K:Economic costs and return", "K:Output versus shipped value"] V05 Non-Deterministic Loop Engineering 348 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"NDLE/new_chapters/chapter01_foundations.tex","subtitle":"Design Reliable Agentic AI Systems Beyond the Prompt","title":"Non-Deterministic Loop Engineering","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V05"},"category":null,"collection":"B","id":"B104","kind":"author_tex_section","label":"Non-Deterministic Loop Engineering: A Critical Assessment","limitation":"I resoconti practitioner e le tassonomie di autonomia non stabiliscono frequenze di fallimento; separare ciò che è riportato dalle inferenze e dalle proposte dell’autore.","mapped":["C:C03","C:C07","C:C09","C:C11"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure","T:System knowledge & memory"],"summary":"Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles","K:AI as reviewer","K:Automation bias and trust","K:Specifications and governance","K:Ownership and knowledge transfer","K:Agent context and persistent memory","K:System understanding and rationale","K:Dependencies and agent supply chain"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V05"],"year":""} Enrico Papalini cards/V05/B104.md chapter B ["C:C03", "C:C07", "C:C09", "C:C11"] [{"level": "section", "title": "Introduction: The Epistemological Transition in Software Development", "line": 12, "offset": 795, "end": 873}, {"level": "section", "title": "From /loop to /goal : Native Loop Primitives", "line": 566, "offset": 24529, "end": 24600}, {"level": "section", "title": "Empirical Landscape: What Practitioners Actually Report", "line": 1071, "offset": 40241, "end": 40306}, {"level": "section", "title": "The Joint System: Context, Harness, Evidence, and Policy", "line": 1483, "offset": 59593, "end": 59659}] Author-authored engineering synthesis, guidance or reference apparatus NO Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. author_tex_section Non-Deterministic Loop Engineering: A Critical Assessment I resoconti practitioner e le tassonomie di autonomia non stabiliscono frequenze di fallimento; separare ciò che è riportato dalle inferenze e dalle proposte dell’autore. 1549 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution NDLE/new_chapters/chapter01_foundations.tex bc900422e5a5ba75bc505fe8bc5cb5062604be18ffbad112f277c8367bd2f7d8 ["T:What agents can do", "T:Verification & review", "T:Engineering structure", "T:System knowledge & memory"] Il capitolo ricostruisce la genealogia prompt–loop, distingue worker ed evaluator, presenta livelli di delega e critica rischi sistemici e non-determinismo. ["K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles", "K:AI as reviewer", "K:Automation bias and trust", "K:Specifications and governance", "K:Ownership and knowledge transfer", "K:Agent context and persistent memory", "K:System understanding and rationale", "K:Dependencies and agent supply chain"] V05 Non-Deterministic Loop Engineering 8059 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"NDLE/new_chapters/chapter02_organization.tex","subtitle":"Design Reliable Agentic AI Systems Beyond the Prompt","title":"Non-Deterministic Loop Engineering","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V05"},"category":null,"collection":"B","id":"B105","kind":"author_tex_section","label":"The Organization Becomes a Loop","limitation":"Le «cinque leggi» sono principi proposti, non leggi empiriche dimostrate; misurare handoff, capacità di revisione, mantenimento delle competenze e risultati di un pilot.","mapped":["C:C08","C:C09","C:C10","C:C11"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:Jobs & roles","T:Skills & learning","T:System knowledge & memory","T:What agents can do","T:Code quality & security"],"summary":"L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop.","topics":["K:Specifications and governance","K:Ownership and knowledge transfer","K:Employment and early-career roles","K:Agent context and persistent memory","K:System understanding and rationale","K:Review capacity and maintainers","K:AI as reviewer","K:Automation bias and trust"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V05"],"year":""} Enrico Papalini cards/V05/B105.md chapter B ["C:C08", "C:C09", "C:C10", "C:C11"] [{"level": "section", "title": "From a New Tool to a New Institution", "line": 26, "offset": 3160, "end": 3206}, {"level": "section", "title": "Three Enterprise Operating Models", "line": 339, "offset": 20886, "end": 20929}, {"level": "section", "title": "The Workforce Impact: Rebundling, Not Simple Replacement", "line": 588, "offset": 32838, "end": 32904}, {"level": "section", "title": "The Leadership Paradox", "line": 759, "offset": 45921, "end": 45953}] Author-authored engineering synthesis, guidance or reference apparatus NO L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. author_tex_section The Organization Becomes a Loop Le «cinque leggi» sono principi proposti, non leggi empiriche dimostrate; misurare handoff, capacità di revisione, mantenimento delle competenze e risultati di un pilot. 818 ND_INFORMATIONAL_TEX T:Engineering structure ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution NDLE/new_chapters/chapter02_organization.tex b8127eb334612ffa241bb6590f32fb0ac494bb4270e54bd9bd4f9ab6391f1f12 ["T:Engineering structure", "T:Verification & review", "T:Jobs & roles", "T:Skills & learning", "T:System knowledge & memory", "T:What agents can do", "T:Code quality & security"] Ruoli, modelli operativi, metriche, governance nel runtime e roadmap di transizione descrivono come ridisegnare team e management. ["K:Specifications and governance", "K:Ownership and knowledge transfer", "K:Employment and early-career roles", "K:Agent context and persistent memory", "K:System understanding and rationale", "K:Review capacity and maintainers", "K:AI as reviewer", "K:Automation bias and trust"] V05 Non-Deterministic Loop Engineering 6092 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"NDLE/new_chapters/chapter03_economics.tex","subtitle":"Design Reliable Agentic AI Systems Beyond the Prompt","title":"Non-Deterministic Loop Engineering","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V05"},"category":null,"collection":"B","id":"B106","kind":"author_tex_section","label":"The Economics of Loop Engineering","limitation":"Scenari ed esempi analitici non sono contabilità produttiva misurata. Parametri di accettazione, tempi umani e perdite attese richiedono calibrazione indipendente.","mapped":["C:C02","C:C11","C:C12"],"printed":false,"streams":["T:Economics","T:Productivity","T:Verification & review","T:Jobs & roles","T:Skills & learning"],"summary":"L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore.","topics":["K:Economic costs and return","K:Output versus shipped value","K:Evaluation methodology and baselines","K:Controlled productivity evidence","K:Employment and early-career roles","K:Ownership and knowledge transfer"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V05"],"year":""} Enrico Papalini cards/V05/B106.md chapter B ["C:C02", "C:C11", "C:C12"] [{"level": "section", "title": "Introduction: From Cheap Assistance to Variable-Cost Production", "line": 12, "offset": 699, "end": 772}, {"level": "section", "title": "The Organization: Local Speed Is Not System Throughput", "line": 455, "offset": 22641, "end": 22705}, {"level": "section", "title": "Four Economic Failure Modes", "line": 836, "offset": 38279, "end": 38316}, {"level": "section", "title": "End-to-End Case Study: A Regulated Maintenance Loop", "line": 925, "offset": 45884, "end": 45945}] Author-authored engineering synthesis, guidance or reference apparatus NO L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. author_tex_section The Economics of Loop Engineering Scenari ed esempi analitici non sono contabilità produttiva misurata. Parametri di accettazione, tempi umani e perdite attese richiedono calibrazione indipendente. 1149 ND_INFORMATIONAL_TEX T:Economics ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution NDLE/new_chapters/chapter03_economics.tex 056669d326018cda56fff9a98d80302704953af32d4cbacf92673f89ad13d180 ["T:Economics", "T:Productivity", "T:Verification & review", "T:Jobs & roles", "T:Skills & learning"] Costi di esecuzione, verifica, rilavorazione e coordinamento sostengono scenari organizzativi e un caso di manutenzione in ambiente regolamentato. ["K:Economic costs and return", "K:Output versus shipped value", "K:Evaluation methodology and baselines", "K:Controlled productivity evidence", "K:Employment and early-career roles", "K:Ownership and knowledge transfer"] V05 Non-Deterministic Loop Engineering 6895 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"NDLE/new_chapters/chapter04_ralph_loop.tex","subtitle":"Design Reliable Agentic AI Systems Beyond the Prompt","title":"Non-Deterministic Loop Engineering","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V05"},"category":null,"collection":"B","id":"B107","kind":"author_tex_section","label":"The Ralph Loop: Persistent Progress Through Fresh Context","limitation":"La persistenza non assicura convergenza; prova di completamento, autorizzazione e rollback devono risiedere fuori dalle dichiarazioni del worker.","mapped":["C:C03","C:C05","C:C06","C:C07","C:C09"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure","T:System knowledge & memory","T:Code quality & security"],"summary":"Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles","K:Agent context and persistent memory","K:System understanding and rationale","K:Prompt injection and malicious tools","K:Vulnerability and secure code","K:Architecture and modularity","K:Technical debt and complexity"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V05"],"year":""} Enrico Papalini cards/V05/B107.md chapter B ["C:C03", "C:C05", "C:C06", "C:C07", "C:C09"] [{"level": "section", "title": "Why the Ralph Loop Matters", "line": 36, "offset": 2668, "end": 2704}, {"level": "section", "title": "Implementation Pattern II: The Stop-Hook Loop", "line": 545, "offset": 21272, "end": 21327}, {"level": "section", "title": "What Ralph Does Not Solve", "line": 1117, "offset": 38204, "end": 38239}, {"level": "section", "title": "Where the Minimal Loop Begins to Strain", "line": 1285, "offset": 46632, "end": 46681}] Author-authored engineering synthesis, guidance or reference apparatus NO Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. author_tex_section The Ralph Loop: Persistent Progress Through Fresh Context La persistenza non assicura convergenza; prova di completamento, autorizzazione e rollback devono risiedere fuori dalle dichiarazioni del worker. 1324 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution NDLE/new_chapters/chapter04_ralph_loop.tex aa58f0631ba2700b7664babd919b1e842cf17557b9d86fd374bab6fac5fc0636 ["T:What agents can do", "T:Verification & review", "T:Engineering structure", "T:System knowledge & memory", "T:Code quality & security"] Il capitolo confronta loop Bash, stop hook e modalità manuale; aggiunge unità di lavoro, budget, escalation, manutenibilità e criteri di scelta. ["K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles", "K:Agent context and persistent memory", "K:System understanding and rationale", "K:Prompt injection and malicious tools", "K:Vulnerability and secure code", "K:Architecture and modularity", "K:Technical debt and complexity"] V05 Non-Deterministic Loop Engineering 6157 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"NDLE/new_chapters/chapter05_local_ai_loop.tex","subtitle":"Design Reliable Agentic AI Systems Beyond the Prompt","title":"Non-Deterministic Loop Engineering","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V05"},"category":null,"collection":"B","id":"B108","kind":"author_tex_section","label":"Building a Full Local AI Loop","limitation":"La convenienza locale dipende da utilizzo, energia, ammortamento e tasso di accettazione. Installazioni e benchmark citati non sono stati rieseguiti; il titolo Start and Verify the Local Services ricorre due volte.","mapped":["C:C03","C:C06","C:C07","C:C09","C:C12"],"printed":false,"streams":["T:Economics","T:What agents can do","T:Code quality & security","T:Engineering structure","T:Verification & review","T:System knowledge & memory","T:Productivity"],"summary":"Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica.","topics":["K:Economic costs and return","K:Dependencies and agent supply chain","K:Long-running agent execution","K:Prompt injection and malicious tools","K:Vulnerability and secure code","K:Independent verification and oracles","K:Evaluation methodology and baselines","K:Agent context and persistent memory","K:System understanding and rationale","K:Output versus shipped value"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V05"],"year":""} Enrico Papalini cards/V05/B108.md chapter B ["C:C03", "C:C06", "C:C07", "C:C09", "C:C12"] [{"level": "section", "title": "The Decisive Shift: From Local Inference to Local Engineering", "line": 12, "offset": 650, "end": 721}, {"level": "section", "title": "Configuration as a Control Plane", "line": 816, "offset": 34881, "end": 34923}, {"level": "section", "title": "Loop Modes and Human Authority", "line": 1345, "offset": 59249, "end": 59289}, {"level": "section", "title": "The Durable Engineering Principles", "line": 1725, "offset": 81951, "end": 81995}] Author-authored engineering synthesis, guidance or reference apparatus NO Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. author_tex_section Building a Full Local AI Loop La convenienza locale dipende da utilizzo, energia, ammortamento e tasso di accettazione. Installazioni e benchmark citati non sono stati rieseguiti; il titolo Start and Verify the Local Services ricorre due volte. 1782 ND_INFORMATIONAL_TEX T:Economics ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution NDLE/new_chapters/chapter05_local_ai_loop.tex 702b6ef3084dd35d95c15d7a44021b61a3ef7c556325541e0e433c983a7b9cb2 ["T:Economics", "T:What agents can do", "T:Code quality & security", "T:Engineering structure", "T:Verification & review", "T:System knowledge & memory", "T:Productivity"] Il percorso attraversa dimensionamento, energia e costo totale, installazione, scelta dell’executor, retry e resume, policy, osservabilità e gestione della deriva. ["K:Economic costs and return", "K:Dependencies and agent supply chain", "K:Long-running agent execution", "K:Prompt injection and malicious tools", "K:Vulnerability and secure code", "K:Independent verification and oracles", "K:Evaluation methodology and baselines", "K:Agent context and persistent memory", "K:System understanding and rationale", "K:Output versus shipped value"] V05 Non-Deterministic Loop Engineering 10333 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"NDLE/new_chapters/chapter06_choosing_the_right_loop.tex","subtitle":"Design Reliable Agentic AI Systems Beyond the Prompt","title":"Non-Deterministic Loop Engineering","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V05"},"category":null,"collection":"B","id":"B109","kind":"author_tex_section","label":"Choosing the Right Loop","limitation":"La trasferibilità fra codice e assistenza clienti è una proposta di progetto; successo operativo, indipendenza del controllo e costo per esito richiedono valutazione nel dominio d’arrivo.","mapped":["C:C03","C:C07","C:C08","C:C11","C:C12"],"printed":false,"streams":["T:Verification & review","T:Code quality & security","T:What agents can do","T:Engineering structure","T:Economics","T:Productivity"],"summary":"Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile.","topics":["K:Independent verification and oracles","K:Evaluation methodology and baselines","K:Agent failure and escalation","K:Human-agent collaboration","K:Review capacity and maintainers","K:Long-running agent execution","K:Economic costs and return","K:Output versus shipped value"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V05"],"year":""} Enrico Papalini cards/V05/B109.md chapter B ["C:C03", "C:C07", "C:C08", "C:C11", "C:C12"] [{"level": "section", "title": "From a Complete Architecture to a Selective Operating Model", "line": 12, "offset": 704, "end": 773}, {"level": "section", "title": "Technique Family IV: Budget, Observability, and Guardrails", "line": 628, "offset": 32214, "end": 32282}, {"level": "section", "title": "A Build Sequence That Minimizes Accidental Complexity", "line": 1163, "offset": 53964, "end": 54027}, {"level": "section", "title": "Conclusion: Engineering Accountable Autonomy", "line": 1565, "offset": 87266, "end": 87320}] Author-authored engineering synthesis, guidance or reference apparatus NO Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. author_tex_section Choosing the Right Loop La trasferibilità fra codice e assistenza clienti è una proposta di progetto; successo operativo, indipendenza del controllo e costo per esito richiedono valutazione nel dominio d’arrivo. 1580 ND_INFORMATIONAL_TEX T:Verification & review ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution NDLE/new_chapters/chapter06_choosing_the_right_loop.tex a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 ["T:Verification & review", "T:Code quality & security", "T:What agents can do", "T:Engineering structure", "T:Economics", "T:Productivity"] Famiglie di tecniche, scala dell’evidenza, contratto del loop e decision framework culminano in un caso non-code di supporto clienti. ["K:Independent verification and oracles", "K:Evaluation methodology and baselines", "K:Agent failure and escalation", "K:Human-agent collaboration", "K:Review capacity and maintainers", "K:Long-running agent execution", "K:Economic costs and return", "K:Output versus shipped value"] V05 Non-Deterministic Loop Engineering 10591 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"NDLE/references.tex","subtitle":"Design Reliable Agentic AI Systems Beyond the Prompt","title":"Non-Deterministic Loop Engineering","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V05"},"category":null,"collection":"B","id":"B110","kind":"author_tex_section","label":"References — 85 voci bibliografiche","limitation":"Identità bibliografica non significa supporto di ogni claim: fonti ripubblicate, articoli derivati e casi vendor non sono repliche indipendenti.","mapped":["C:C03","C:C11","C:C12"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure","T:Economics","T:Productivity"],"summary":"Le 85 voci bibliografiche raccolgono fonti practitioner, ricerca, strumenti e casi richiamati nel volume.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles","K:Specifications and governance","K:Ownership and knowledge transfer","K:Economic costs and return","K:Output versus shipped value"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V05"],"year":""} Enrico Papalini cards/V05/B110.md bibliographic_apparatus B ["C:C03", "C:C11", "C:C12"] [{"title": "References — 85 voci bibliografiche", "line": 1}] Author-authored engineering synthesis, guidance or reference apparatus NO Le 85 voci bibliografiche raccolgono fonti practitioner, ricerca, strumenti e casi richiamati nel volume. author_tex_section References — 85 voci bibliografiche Identità bibliografica non significa supporto di ogni claim: fonti ripubblicate, articoli derivati e casi vendor non sono repliche indipendenti. 496 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution NDLE/references.tex 0f40753fccc8f143d768071a179a417deeeaa4afeb0698917b4ecd3e08987692 ["T:What agents can do", "T:Verification & review", "T:Engineering structure", "T:Economics", "T:Productivity"] Le chiavi bibitem consentono di risolvere citazioni esplicite dei capitoli e separare la presenza in bibliografia dall’uso effettivo di una fonte. ["K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles", "K:Specifications and governance", "K:Ownership and knowledge transfer", "K:Economic costs and return", "K:Output versus shipped value"] V05 Non-Deterministic Loop Engineering 1777 {"actual":[],"authors":"Enrico Papalini","book":{"edition":"1","source_path":"NDLE/glossary.tex","subtitle":"Design Reliable Agentic AI Systems Beyond the Prompt","title":"Non-Deterministic Loop Engineering","url":"https://www.amazon.com/dp/B0GHCXPBRM","volume":"V05"},"category":null,"collection":"B","id":"B111","kind":"author_tex_section","label":"Glossary","limitation":"Una definizione è un vincolo terminologico interno, non una misura validata né un consenso universale della disciplina.","mapped":["C:C03","C:C07","C:C09"],"printed":false,"streams":["T:What agents can do","T:Verification & review","T:Engineering structure","T:Code quality & security","T:System knowledge & memory"],"summary":"Il glossario stabilizza il significato di loop limitato, stato durevole, backpressure ed evidenza.","topics":["K:Long-running agent execution","K:Agent failure and escalation","K:Independent verification and oracles","K:Evaluation methodology and baselines","K:Agent context and persistent memory","K:System understanding and rationale"],"url":"https://www.amazon.com/dp/B0GHCXPBRM","volumes":["V05"],"year":""} Enrico Papalini cards/V05/B111.md glossary B ["C:C03", "C:C07", "C:C09"] [{"level": "chapter", "title": "Glossary", "line": 1, "offset": 0, "end": 19}] Author-authored engineering synthesis, guidance or reference apparatus NO Il glossario stabilizza il significato di loop limitato, stato durevole, backpressure ed evidenza. author_tex_section Glossary Una definizione è un vincolo terminologico interno, non una misura validata né un consenso universale della disciplina. 110 ND_INFORMATIONAL_TEX T:What agents can do ND.zip, 2026-10-11; original file retained unchanged File-level content mapping and citation-identity tracing; no independent validation or code execution NDLE/glossary.tex 39dbffdfcbff6363995d8c818eeaefeae1014ac01c26f98c3b5ab99f05ba86ef ["T:What agents can do", "T:Verification & review", "T:Engineering structure", "T:Code quality & security", "T:System knowledge & memory"] Le definizioni separano segnale di completamento e prova, accettazione e stato provvisorio, capacità del modello e controlli del sistema. ["K:Long-running agent execution", "K:Agent failure and escalation", "K:Independent verification and oracles", "K:Evaluation methodology and baselines", "K:Agent context and persistent memory", "K:System understanding and rationale"] V05 Non-Deterministic Loop Engineering 1148 {"actual":[],"authors":"Enrico Papalini","category":"volumes","collection":null,"historical_v12_limitation":"Final title and publication approval pending; no real production pilot","historical_v12_summary":"","historical_v12_url":"","historical_v12_year":"","id":"V06","kind":"author_volume","label":"Non-Deterministic Software Engineering, Second Edition","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":[],"printed":false,"streams":[],"summary":"Published second edition. Explore its 13 chapters and their verified literal source citations.","topics":[],"url":"https://popoloni.github.io/","volumes":["V06"],"year":"2026"} Enrico Papalini V Engineering synthesis and teaching case; not an independent study AI & Software Engineering — Series-Integrated Edition v10 Final title and publication approval pending; no real production pilot RELEASE_CANDIDATE_AUTHOR_REVIEW_REQUIRED author_volume Non-Deterministic Software Engineering, Second Edition Author engineering synthesis and teaching material; publication is not independent empirical validation. 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EDITORIAL_CLASSIFICATION The candidate and its tests agree on the wrong answer. {"actual":["C:C08"],"authors":"","category":"practices","collection":null,"families":["FAMILY:F08"],"id":"FAMILY:F08","kind":"practice_family","label":"Critique, Review and Trust","limitation":"Grouping is not a count of independently validated methods.","mapped":["C:C08"],"printed":false,"streams":["T:Productivity","T:Verification & review"],"summary":"Make a review objection identify a concrete assumption, defect, source or test. Match scrutiny to the impact of the change and the available review capacity, preserve unresolved reasons, and treat model agreement as a review observation rather than proof that the candidate is correct.","topics":["K:AI as reviewer","K:Automation bias and trust","K:Review capacity and maintainers"],"url":"","volumes":[],"year":""} 8 FAMILY F08 Critique, Review and Trust practice_family Critique, Review and Trust en Grouping is not a count of independently validated methods. Distinguish useful criticism, agreement and acceptance. Request evidence for a consequential objection and route the patch to the appropriate owner; reduce admission when review capacity is exhausted. EDITORIAL_CLASSIFICATION More review comments do not improve the acceptance decision. {"actual":["C:C09"],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"FAMILY:F09","kind":"practice_family","label":"Context, Memory and Handoffs","limitation":"Grouping is not a count of independently validated methods.","mapped":["C:C09"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Keep instructions, retrieved information, task state and authoritative decisions distinguishable. Attach locators, version scope, ownership and renewal triggers to reusable context so that another engineer can resume the work, challenge its assumptions and retain historical facts without applying superseded rules.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":[],"year":""} 9 FAMILY F09 Context, Memory and Handoffs practice_family Context, Memory and Handoffs en Grouping is not a count of independently validated methods. Preserve useful information without carrying obsolete assumptions into new work. Record the current decision and its version, then retain only the context needed to explain or verify it. EDITORIAL_CLASSIFICATION A resumed task inherits yesterday's rule as today's authority. {"actual":["C:C10"],"authors":"","category":"practices","collection":null,"families":["FAMILY:F10"],"id":"FAMILY:F10","kind":"practice_family","label":"Competence, Learning and Mentoring","limitation":"Grouping is not a count of independently validated methods.","mapped":["C:C10"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Create opportunities for a learner to predict behavior, diagnose failures, explain invariants and review alternatives in their own words. Retain expert guidance and AI assistance while evaluating understanding and later transfer separately from the immediate success of an assisted task.","topics":["K:Cognitive offloading and skill debt","K:Human cognitive load","K:Onboarding and developer fluency","K:Remote work and apprenticeship","K:Skills formation and teaching"],"url":"","volumes":[],"year":""} 10 FAMILY F10 Competence, Learning and Mentoring practice_family Competence, Learning and Mentoring en Grouping is not a count of independently validated methods. Separate successful assisted work from retained human competence. Include a specific unaided prediction or diagnosis task; do not infer learning from the assistant's explanation or the completed artifact. EDITORIAL_CLASSIFICATION An assisted task succeeds, but independent judgment remains uncertain. {"actual":["C:C11"],"authors":"","category":"practices","collection":null,"families":["FAMILY:F11"],"id":"FAMILY:F11","kind":"practice_family","label":"Coordination, Governance and Adoption","limitation":"Grouping is not a count of independently validated methods.","mapped":["C:C11"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles","T:Productivity"],"summary":"Assign owners to work items and shared targets, bound work in progress, and route escalation to the person with the relevant authority. Introduce organizational support and automation according to observed constraints, including integration effort and review capacity, rather than the number of agents or courses delivered.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Specifications and governance"],"url":"","volumes":[],"year":""} 11 FAMILY F11 Coordination, Governance and Adoption practice_family Coordination, Governance and Adoption en Grouping is not a count of independently validated methods. Make decision rights, work limits and the minimum useful workflow explicit. Identify the constrained owner or stage and cap incoming work before adding orchestration. EDITORIAL_CLASSIFICATION More parallel work produces a queue without clear decision rights. {"actual":["C:C12"],"authors":"","category":"practices","collection":null,"families":["FAMILY:F12"],"id":"FAMILY:F12","kind":"practice_family","label":"Economics, Infrastructure and Work","limitation":"Grouping is not a count of independently validated methods.","mapped":["C:C12"],"printed":false,"streams":["T:Economics","T:Jobs & roles"],"summary":"Compare the complete cost and obligations of obtaining an accepted outcome, including setup, human review, rework, waiting and infrastructure. Record the assumptions and observation window behind an adoption choice, and revisit it when real evidence changes rather than treating automation as a required destination.","topics":["K:Economic costs and return","K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"","volumes":[],"year":""} 12 FAMILY F12 Economics, Infrastructure and Work practice_family Economics, Infrastructure and Work en Grouping is not a count of independently validated methods. Adopt, stop or simplify a workflow using inspectable assumptions. Price a comparable accepted change and state the condition that would justify continuing, simplifying or stopping. EDITORIAL_CLASSIFICATION Coordination and operating cost outweigh the useful result. {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:001","kind":"practice_descriptor","label":"Plan-Then-Execute","limitation":"A coherent plan does not establish correct requirements, executable permissions or acceptance; unexpected information can invalidate its assumptions.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Separate an authorized objective from the agent's replaceable execution plan. Before changing code, identify the result, constraints, evidence and stopping conditions; then execute a bounded step and revise the plan from observations. Replanning can change the route, while changes to the intended behavior require an explicit, authorized delta.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F03 Delegation, Execution and Stopping ["OCC:AGENT:01"] ["C:C03"] practice_descriptor Plan-Then-Execute en A coherent plan does not establish correct requirements, executable permissions or acceptance; unexpected information can invalidate its assumptions. ["AGENT:01"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 3's thematic guidance. The historical family is F03. The example is illustrative, not a reported study.","example":"Illustrative example: An agent plans to add a read-only export endpoint, then discovers that the existing data service has no stable paging order. It may replace its query strategy and run ordering checks. It records that a proposed change to retention policy would alter the authorized objective and leaves that separate decision to the owner before proceeding.","language":"en","outputs":["Versioned objective and replaceable plan with a short change history.","Increment evidence and any decision needed from the owner."],"prerequisites":["A versioned task envelope naming scope, owner, permissions and accepted obligations.","A usable check for the next increment and an explicit time, action or cost budget."],"purpose":"Make progress inspectable without letting implementation discoveries silently redefine what the requester approved.","related_practices":["PAT:043","PAT:046","PAT:083"],"risks":["A detailed plan can create false confidence when its assumptions were never checked.","Repeated replanning can hide lack of progress unless attempts and remaining budget stay visible."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:001","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Record the intended outcome, exclusions and acceptance owner separately from implementation choices and working hypotheses.","Break the route into meaningful increments, identifying dependencies, uncertain assumptions and the observation needed after each increment.","Execute the next permitted increment; attach the changed candidate and observed result to the task record.","Revise remaining steps when observations warrant it, preserving the prior plan and the reason for changing direction.","Stop and request a decision when success would require a new obligation, broader effects, an unavailable permission or exhausted budget."],"verification":["Each completed step points to observable evidence rather than the agent's assertion that it is done.","The current candidate still satisfies the same approved objective after any replanning.","The stop record distinguishes an unresolved decision from a technical failure or acceptance."],"when_not_to_use":["A single reversible action is already unambiguous and a separate planning document would add no useful decision.","The intended behavior is disputed; resolve that question before planning its implementation."],"when_to_use":["A change spans several dependent actions that need a visible order.","An agent must resume work without reconstructing its objective from scattered conversation."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. The plan is replaceable; intention can change only through an authorized delta. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F05"],"id":"PAT:002","kind":"practice_descriptor","label":"Swarm Migration (Map-Reduce for Agents)","limitation":"Parallel execution does not make coupled changes independent or guarantee a faster migration; shared semantic errors can affect every worker.","mapped":["C:C05","C:C13"],"printed":false,"streams":["T:Code quality & security","T:System knowledge & memory"],"summary":"Partition a migration into independently owned units, let workers propose bounded transformations, and integrate them against shared behavior checks. This optional companion variant is useful only when dependencies are understood and review capacity exists. Its value must be assessed from accepted migration outcomes, including coordination and integration work, rather than assumed parallel speedups.","topics":["K:Architecture and modularity","K:Code reuse and duplication","K:Technical debt and complexity"],"url":"","volumes":["V06"],"year":""} 5 PAT 2026-10-18 13.1 Companion variant COMPANION F05 Architecture, Evolution and Maintenance ["OCC:AGENT:02"] ["C:C05"] practice_descriptor Swarm Migration (Map-Reduce for Agents) en Parallel execution does not make coupled changes independent or guarantee a faster migration; shared semantic errors can affect every worker. ["AGENT:02"] {"chapter_references":[{"id":"NDSE2:C05","role":"Thematic chapter guidance","title":"Quality, Architecture and Maintainability"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 5's thematic guidance. The historical family is F05. The example is illustrative, not a reported study.","example":"Illustrative example: A team considers migrating several isolated configuration readers to a common representation. Two readers form a pilot with stored behavior cases. One exposes a shared parser assumption, so its dependent readers remain serial. Independent readers can proceed in separate workspaces, while an integrator compares their accepted outputs and records the extra review time before expanding the batch.","language":"en","outputs":["Partition and dependency map with per-unit evidence bundles.","Integrated candidate, exceptions and an observed pilot cost record."],"prerequisites":["An explicit partition map, common migration contract and compatibility checks.","Isolated write areas with one owner per target and a named integration owner."],"purpose":"Explore whether a repetitive migration can be distributed without losing behavioral consistency, ownership or a recoverable integration path.","related_practices":["PAT:019","PAT:031","PAT:056"],"risks":["Duplicating an incorrect transformation multiplies rework across the batch.","A large arrival rate can overload reviewers and increase the time to an accepted migration."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:002","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C05","file":"EN/chapters/chapter05.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Run a representative unit first to expose hidden coupling, oracle gaps and the actual review burden.","Define worker inputs, permitted targets, expected artifacts and stop conditions; reserve shared interfaces for a designated owner.","Dispatch only independent units up to the capacity of checking and integration, recording assignments and leases.","Collect each candidate with baseline identity, changed paths, compatibility evidence and unresolved exceptions.","Integrate incrementally, rerun cross-unit behavior checks and suspend further dispatch if the pilot assumptions fail."],"verification":["No two active assignments can change the same logical target or silently diverge on the migration contract.","Per-unit checks and integration checks preserve the required old and new behavior.","The comparison includes rejected patches, coordination, review, elapsed time and follow-up work."],"when_not_to_use":["The change depends on one unresolved architecture or policy decision shared by all components.","One maintainer cannot inspect or integrate the proposed work within the available time."],"when_to_use":["Many components need the same bounded transformation and can be checked separately.","A pilot can establish whether partitioning and review save meaningful end-to-end effort."]} Optional companion variant English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Optional exploration for independent migrations; remove unverified generic speedup claims. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F11"],"id":"PAT:003","kind":"practice_descriptor","label":"Background Agent CI","limitation":"A green CI job covers its configured checks and environment; it does not establish release readiness or authorize production effects.","mapped":["C:C11","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles","T:Productivity"],"summary":"Run a bounded agent task in a background continuous-integration context and publish a candidate with traceable checks. The task may prepare or repair work within its assigned scope, but a successful job is only evidence from that environment. Background execution, merge authority, production access and release approval remain separate decisions.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 11 PAT 2026-10-18 13.1 Companion variant COMPANION F11 Coordination, Governance and Adoption ["OCC:AGENT:03"] ["C:C11"] practice_descriptor Background Agent CI en A green CI job covers its configured checks and environment; it does not establish release readiness or authorize production effects. ["AGENT:03"] {"chapter_references":[{"id":"NDSE2:C11","role":"Thematic chapter guidance","title":"Teams, Governance and the Engineering Organization"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 11's thematic guidance. The historical family is F11. The example is illustrative, not a reported study.","example":"Illustrative example: A nightly job is allowed to refresh generated API examples from the current schema. It creates a branch, runs the example validator and uploads the diff. If the schema requires a change to the public contract, it stops with that question. Passing validation permits the reviewer to inspect the candidate; it does not cause the service to deploy.","language":"en","outputs":["Reviewable candidate and checks tied to the triggering event.","Completion, hold or failure record with remaining obligations."],"prerequisites":["A trusted trigger, fixed input revision and restricted execution identity.","A task contract with budgets, allowed writes and an artifact retention policy."],"purpose":"Use unattended execution where its trigger, permissions, artifacts and termination can be made explicit and reviewed later.","related_practices":["PAT:009","PAT:039","PAT:083"],"risks":["Logs and artifacts can retain sensitive input beyond the intended task boundary.","An apparently healthy background job can create an unnoticed backlog of unreviewed candidates."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:003","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C11","file":"EN/chapters/chapter11.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Specify the trigger and deduplicate repeated events so the same request does not start competing work.","Create an isolated candidate workspace and supply only the credentials and operations needed for the permitted task.","Execute the bounded change while retaining tool failures, attempts, checks and the final candidate identity.","Publish a patch and evidence as review artifacts, with unresolved issues clearly separated from completed obligations.","Route the result to the named reviewer; let a distinct authorized workflow decide merge, deployment or cancellation."],"verification":["The displayed checks belong to the exact candidate revision being offered for review.","A duplicate trigger, timeout or restart does not produce uncontrolled concurrent writes.","The job cannot acquire release permission from the contents of a repository file or model response."],"when_not_to_use":["The task requires a product decision or access that cannot safely be delegated to that job.","The workflow would merge or release solely because the agent reports success."],"when_to_use":["A repeatable maintenance task can produce a reviewable patch without interactive clarification.","Existing CI can capture candidate identity, execution logs and scoped verification results."]} Optional companion variant English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Treat CI and background execution as variants; CI is not production and green does not mean release. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:004","kind":"practice_descriptor","label":"Initializer-Maintainer Dual Agent Architecture","limitation":"Role names provide no isolation by themselves, and a maintainer can inherit mistakes or overbroad access from setup.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Distinguish initial setup from continued maintenance when the two activities require different context or permissions. An initializer establishes a reviewable starting state; a maintainer works from that accepted state under a narrower task contract. These are functional configurations that may share one agent implementation, not a requirement to deploy two autonomous agents.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Brief thematic reference RINVIO_BREVE F03 Delegation, Execution and Stopping ["OCC:AGENT:04"] ["C:C03"] practice_descriptor Initializer-Maintainer Dual Agent Architecture en Role names provide no isolation by themselves, and a maintainer can inherit mistakes or overbroad access from setup. ["AGENT:04"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 3's thematic guidance. The historical family is F03. The example is illustrative, not a reported study.","example":"Illustrative example: A starter workflow may create a repository skeleton and propose a dependency file. After review, a maintenance workflow receives permission to edit a feature directory and run local checks. It receives no package-publishing access. If a later task requires changing the build system, that becomes a separately reviewed scope change instead of quietly restoring the initializer's privileges.","language":"en","outputs":["Accepted setup manifest and explicit maintenance profile.","Handoff record containing current state, ownership and unresolved assumptions."],"prerequisites":["An owner-approved definition of the initialized state and its verification.","Separate permission profiles and a handoff artifact tied to a concrete revision."],"purpose":"Prevent one-time scaffolding decisions and privileges from becoming an invisible permanent operating mode.","related_practices":["PAT:001","PAT:072","PAT:073"],"risks":["A ceremonial two-agent design can increase coordination without reducing uncertainty.","Unreviewed setup defaults can become entrenched dependencies that later work treats as authoritative."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:004","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify what belongs to setup: initial files, assumptions, dependencies, configuration and checks, with explicit limits on external effects.","Run initialization with only the additional access it actually needs and record every resulting artifact and unresolved assumption.","Check the initialized state independently of the initializer's completion list, then have the responsible owner accept or hold it.","Remove temporary capabilities and provide the maintainer with current state, authoritative constraints and open questions.","Treat any later need to repeat initialization as a new scoped request, preserving maintenance history and rechecking affected obligations."],"verification":["The maintainer's effective permissions match its declared configuration after handoff.","The accepted initial revision and remaining uncertainties are recoverable without replaying chat history.","Setup checks cannot be substituted for evidence about a later maintenance candidate."],"when_not_to_use":["A single restricted workflow already handles setup and later work clearly.","The proposed split merely duplicates agents without changing permissions, evidence or ownership."],"when_to_use":["Bootstrapping and routine changes have materially different write domains or information needs.","A long-running project needs a deliberate handoff from initial construction to maintenance."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Present two configurations, not two mandatory agents or broad permissions by default. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F04"],"id":"PAT:005","kind":"practice_descriptor","label":"Feature List as Immutable Contract","limitation":"Immutability preserves a revision, not the correctness or completeness of its requirements; legitimate changes still require an accountable path.","mapped":["C:C04","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Represent approved feature obligations as a versioned contract that the implementation process can consult but cannot silently rewrite. The contract is stable within a review revision, while approved changes create a new revision and impact assessment. A maker-maintained status field records progress; it is not independent acceptance evidence for the feature.","topics":["K:Independent verification and oracles","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 4 PAT 2026-10-18 13.1 Apply the critical qualification RIVEDERE_CRITICAMENTE F04 Intentions, Contracts and Specifications ["OCC:AGENT:05"] ["C:C04"] practice_descriptor Feature List as Immutable Contract en Immutability preserves a revision, not the correctness or completeness of its requirements; legitimate changes still require an accountable path. ["AGENT:05"] {"chapter_references":[{"id":"NDSE2:C04","role":"Thematic chapter guidance","title":"Intentions, Contracts and Iterative Change"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 4's thematic guidance. The historical family is F04. The example is illustrative, not a reported study.","example":"Illustrative example: A feature list requires an export to omit archived records and preserve a stable ordering. The maker marks both items as implemented and links its checks. A reviewer discovers that archived records still appear under one filter. The contract stays unchanged, the first item returns to an unresolved state, and the candidate requires repair before acceptance.","language":"en","outputs":["Versioned feature contract and approved change history.","Trace from each obligation to candidate evidence and acceptance disposition."],"prerequisites":["Stable obligation identifiers with an owner, revision and approval record.","Scenarios or other independent expectations that explain what fulfilling each obligation means."],"purpose":"Keep generated code, tests and progress reporting anchored to the same approved behavioral obligations.","related_practices":["PAT:043","PAT:061","PAT:076"],"risks":["Checkbox completion can hide interactions and nonfunctional obligations absent from the list.","Freezing a mistaken requirement indefinitely can turn traceability into resistance to necessary correction."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:005","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C04","file":"EN/chapters/chapter04.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["State obligations in observable terms and separate them from suggested implementation steps, optional ideas and unresolved questions.","Protect the approved revision from routine implementation writes; retain a readable source of authority and change process.","Link candidate changes and checks to obligation identifiers, allowing incomplete or blocked states without rewriting the obligation.","When scope legitimately changes, obtain the authorized delta and identify affected scenarios, code, evidence and earlier decisions.","Present the completed candidate with its contract revision and evidence; let the designated acceptance authority make the final disposition."],"verification":["Every completion claim identifies both the obligation revision and the evidence supporting it.","A status toggle cannot alter the approved expected behavior or overwrite a failed check.","Authorized deltas have an owner and an impact set, including previously accepted evidence that needs renewal."],"when_not_to_use":["The feature's decisive behavior is still unresolved and a frozen checklist would conceal the question.","The list is used as a substitute for scenarios, constraints or review judgment."],"when_to_use":["Several implementation attempts must be compared against one stable feature definition.","A team needs to distinguish proposed requirements, accepted obligations and delivered evidence."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. The contract is immutable for a review revision; a maker's passes field does not attest acceptance. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:006","kind":"practice_descriptor","label":"Context Window Anxiety Management","limitation":"Compaction is lossy and a persistent file can be stale or incorrect; neither token reduction nor fluent continuation proves faithful state recovery.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Manage finite conversation context through explicit task state, selective retrieval and checked compaction. Observe practical symptoms such as lost constraints, repeated investigation or stale assumptions rather than diagnosing an agent's feelings. A smaller context is useful only if the resumed process retains the current objective, evidence, remaining work and permission boundaries.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F09 Context, Memory and Handoffs ["OCC:AGENT:06"] ["C:C09"] practice_descriptor Context Window Anxiety Management en Compaction is lossy and a persistent file can be stale or incorrect; neither token reduction nor fluent continuation proves faithful state recovery. ["AGENT:06"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 9's thematic guidance. The historical family is F09. The example is illustrative, not a reported study.","example":"Illustrative example: A migration pauses after two of five modules pass compatibility checks. Its checkpoint names the source revision, completed modules, one unresolved parser assumption and the remaining budget. On restart, the agent reopens the parser evidence before changing the third module. It does not infer permission to widen the migration from a shortened summary saying only that work is unfinished.","language":"en","outputs":["Compact resume record with versioned evidence links.","Observed compaction defects and a corrected state format."],"prerequisites":["A typed state record separating approved intent, observations, candidate work and assumptions.","Versioned source locators and an owner who can resolve uncertain authority or stale information."],"purpose":"Keep a long task resumable without relying on every prior conversation turn remaining available to the model.","related_practices":["PAT:020","PAT:029","PAT:072"],"risks":["A polished summary can launder a tentative assumption into an apparent instruction.","Overcompaction can remove the counterexample or failed attempt needed to avoid repeating a mistake."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:006","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify the minimum resume state: current revision, objective, limits, observations, unresolved questions, spent budget and next decision.","Write a checkpoint before compaction, retaining links to fuller evidence instead of copying every log into the summary.","Compare the checkpoint against authoritative task records and explicitly label uncertain or historical material.","Resume from the checkpoint and retrieve detailed evidence only when the next action requires it.","Check for repeated work, missed constraints and stale claims; revise the checkpoint format when a concrete information loss is found."],"verification":["A resumed worker can identify the next permitted action and outstanding decision without reconstructing the whole conversation.","Sampled evidence and current constraints survive compaction with their provenance and status intact.","Restarted work preserves spent budget and does not silently redo or contradict accepted increments."],"when_not_to_use":["A short task has little state and a checkpoint system would exceed its useful complexity.","The proposed summary omits unresolved questions merely to make the record appear complete."],"when_to_use":["Work spans long sessions or repeated agent restarts with significant intermediate decisions.","Repeated rediscovery or forgotten constraints suggest the current context strategy is failing."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Avoid anthropomorphic diagnosis; make compaction measurable and preserve task state. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:007","kind":"practice_descriptor","label":"Compounding Engineering","limitation":"A lesson may be locally useful and still fail elsewhere; repeated retrieval can amplify an outdated or poorly supported conclusion.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Turn experience from completed work into candidate reusable guidance, retaining the event, evidence, applicability and review history behind each lesson. Future tasks retrieve and evaluate that guidance in their own context. This is an operational memory practice; adding notes to a repository does not train model weights or guarantee that engineering performance improves.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F09 Context, Memory and Handoffs ["OCC:AGENT:07"] ["C:C09"] practice_descriptor Compounding Engineering en A lesson may be locally useful and still fail elsewhere; repeated retrieval can amplify an outdated or poorly supported conclusion. ["AGENT:07"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 9's thematic guidance. The historical family is F09. The example is illustrative, not a reported study.","example":"Illustrative example: A team finds that a data export's nondeterministic ordering caused an intermittent comparison failure. It records the evidence and adds a scoped recommendation to make ordering expectations explicit in export tests. The note identifies the affected component and version. When another service retrieves the lesson, its maintainer checks the actual ordering contract before adopting the recommendation.","language":"en","outputs":["Reviewed lesson records with applicability and provenance.","Reuse observations and a visible retirement or correction history."],"prerequisites":["An event record containing the attempted change, observed outcome and relevant versions.","An owner and review process for admitting, revising, invalidating or retiring guidance."],"purpose":"Make useful engineering experience available for later decisions without treating every past workaround as a permanent rule.","related_practices":["PAT:016","PAT:028","PAT:059"],"risks":["A memorable anecdote may be mistaken for evidence of a generally effective method.","An accumulating rule set can increase context conflicts and maintenance burden instead of reducing them."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:007","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Capture the specific situation, failed expectation and evidence before summarizing a proposed lesson.","Separate the observation from the inferred recommendation, naming the conditions under which that recommendation might apply.","Test the candidate guidance on a relevant case or obtain informed review; retain uncertainty when no evaluation is available.","Publish approved guidance with its owner, scope, source links and triggers for renewal or invalidation.","When reused, record whether it helped the new task and correct or retire it if the assumptions no longer hold."],"verification":["A reader can trace each recommendation to an observation and distinguish evidence from editorial inference.","The guidance states where it applies and how a later policy or dependency change could invalidate it.","Any claimed improvement uses observed accepted outcomes and includes maintenance cost and unsuccessful reuse."],"when_not_to_use":["The task produced no verified observation beyond a plausible model explanation.","A temporary exception would be recorded as a universal instruction without review."],"when_to_use":["Teams repeatedly encounter a diagnosable failure that could be prevented by a reusable check or instruction.","A completed change reveals an assumption worth preserving for maintainers."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Retain candidate lessons with provenance; memory reuse is neither training nor guaranteed improvement. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:008","kind":"practice_descriptor","label":"Agent-Powered Codebase Q&A and Onboarding","limitation":"A plausible answer with relevant citations can still omit a decisive dependency; retrieval quality alone does not establish codebase comprehension.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Use an agent to answer repository questions through identifiable code, tests, design decisions and current policy records. Answers should expose their evidence, uncertainty and version scope, then support a concrete understanding task. Retrieving the right passage and helping a maintainer predict or change behavior are separate outcomes that need different checks.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F09 Context, Memory and Handoffs ["OCC:AGENT:08"] ["C:C09"] practice_descriptor Agent-Powered Codebase Q&A and Onboarding en A plausible answer with relevant citations can still omit a decisive dependency; retrieval quality alone does not establish codebase comprehension. ["AGENT:08"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 9's thematic guidance. The historical family is F09. The example is illustrative, not a reported study.","example":"Illustrative example: A newcomer asks why a replayed request returns an older policy decision. The agent identifies the storage lookup, identity rule and approved replay invariant. The newcomer then predicts what happens for the same key with a changed payload and traces the conflict path. Finding those files is a retrieval success; making the correct prediction tests a different aspect of understanding.","language":"en","outputs":["Code-anchored answer or short tour with uncertainty and ownership notes.","Separate retrieval and comprehension observations, plus any corrected explanation."],"prerequisites":["A known repository revision and accessible authoritative design or intention records.","A question with observable scope, plus a maintainer able to resolve missing context."],"purpose":"Reduce the cost of finding relevant knowledge while retaining a maintainer's ability to challenge the explanation and act on it.","related_practices":["PAT:029","PAT:048","PAT:053"],"risks":["Fluent summaries can conceal a missing call path or normalize an inherited defect.","Immediate confidence or successful copying can be mistaken for durable independent understanding."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:008","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["State the question precisely, separating current behavior, intended behavior, historical rationale and how to make a change.","Retrieve the smallest relevant set of code paths, tests and decisions, recording locators and applicable revisions.","Construct an explanation that follows the behavior across boundaries and labels any unverified inference or missing source.","Ask the learner to predict an outcome, locate a counterexample or explain an invariant using the retrieved evidence.","Check that task against the code and contract, correct the explanation and preserve useful source links for future onboarding."],"verification":["Every material factual assertion has a locator that matches the revision under discussion.","The answer distinguishes a code observation from a requirement and states meaningful gaps.","The learner completes a behavior prediction or small change without merely repeating the agent's explanation."],"when_not_to_use":["The agent has no access to the current revision or the source needed for the question.","An answer would decide intended policy from observed legacy behavior without the policy owner's input."],"when_to_use":["A newcomer needs a guided route through unfamiliar behavior and its ownership.","A maintainer must answer a bounded question about an existing implementation before proposing a change."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Make answers traceable and distinguish comprehension tasks from retrieval tasks. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F11"],"id":"PAT:009","kind":"practice_descriptor","label":"CI-as-Backpressure","limitation":"CI only supplies the signals its checks can observe; a failing job may reflect infrastructure or stale expectations rather than a defect in the candidate.","mapped":["C:C08","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles","T:Productivity"],"summary":"Use continuous-integration failures as a signal to limit further admission or repair within an existing task. A failed check can identify a concrete diagnostic and stop a branch from advancing until the relevant obligation is addressed. It does not enlarge the agent's scope, convert unrelated failures into assigned work or authorize changing the expected result.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 8 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F11 Coordination, Governance and Adoption ["OCC:AGENT:09"] ["C:C08"] practice_descriptor CI-as-Backpressure en CI only supplies the signals its checks can observe; a failing job may reflect infrastructure or stale expectations rather than a defect in the candidate. ["AGENT:09"] {"chapter_references":[{"id":"NDSE2:C08","role":"Thematic chapter guidance","title":"Code Review and Trust Calibration"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 11's thematic guidance. The historical family is F11. The example is illustrative, not a reported study.","example":"Illustrative example: A documentation-generation agent produces a candidate whose required example validator fails on one changed code sample. The agent may repair that sample and rerun its checks. A separate database integration job also fails because its service is unavailable. The record classifies the infrastructure failure and holds the required status; it does not rewrite database code to make the dashboard green.","language":"en","outputs":["Failure classification with a bounded repair or escalation record.","Current verification status and admission or progression decision."],"prerequisites":["Explicit required checks and branch-progression rules owned by the project.","An attempt record linking candidate revision, failure diagnostic, scope and remaining budget."],"purpose":"Prevent a stream of unchecked candidates from overwhelming verification and review while keeping repair decisions tied to evidence.","related_practices":["PAT:003","PAT:026","PAT:036"],"risks":["Optimizing for a green dashboard can encourage weakening checks or hiding failures.","An unchecked inflow of candidates can move the bottleneck into review despite fast local repairs."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:009","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C08","file":"EN/chapters/chapter08.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Capture the failing command, environment, candidate identity and relevant diagnostic before modifying anything.","Classify whether the failure is introduced, pre-existing, environmental, uncertain or based on superseded expectations.","For an in-scope defect, return a narrowly described repair request with the unchanged contract and protected oracle.","Hold admission or progression according to the established policy while the required evidence is missing.","Escalate unrelated or unexplained failures to their owner, preserving the failed result and the reason further work stopped."],"verification":["A retry follows a named diagnostic and is charged to the same persistent budget.","The branch cannot advance using a passing result from a different revision or a removed required check.","The hold identifies the missing evidence and the role able to resolve it."],"when_not_to_use":["The proposed response is to keep retrying an unexplained failure until one run passes.","The job failure concerns a separate component outside the authorized task."],"when_to_use":["Agents produce candidates faster than the team can verify or review them.","A required check supplies a concrete failure that can guide a bounded correction."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. A CI failure blocks a branch within scope and policy; it does not authorize unrelated repairs. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F08"],"id":"PAT:010","kind":"practice_descriptor","label":"Inference-Healed Code Review","limitation":"A repair can satisfy a mistaken review comment while introducing a real defect; agreement between maker and reviewer is not independent evidence.","mapped":["C:C07","C:C13"],"printed":false,"streams":["T:Productivity","T:Verification & review"],"summary":"Turn a review finding into a bounded repair only after identifying the affected behavior and checking the finding's basis. The maker proposes a correction, reruns relevant evidence and returns the changed candidate for review. The loop treats AI comments as testable hypotheses, retaining dismissed findings and unresolved uncertainty instead of assuming the reviewer is correct.","topics":["K:AI as reviewer","K:Automation bias and trust","K:Review capacity and maintainers"],"url":"","volumes":["V06"],"year":""} 7 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F08 Critique, Review and Trust ["OCC:AGENT:10"] ["C:C07"] practice_descriptor Inference-Healed Code Review en A repair can satisfy a mistaken review comment while introducing a real defect; agreement between maker and reviewer is not independent evidence. ["AGENT:10"] {"chapter_references":[{"id":"NDSE2:C07","role":"Thematic chapter guidance","title":"Independent Verification and the Oracle Problem"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 8's thematic guidance. The historical family is F08. The example is illustrative, not a reported study.","example":"Illustrative example: An AI reviewer warns that replay reads the current policy threshold. The maintainer traces the path and reproduces a failure with a stored older decision. The maker repairs that path and reruns the replay and new-request checks. A separate comment about a possible duplicate transaction is dismissed with the documented conflict behavior, preserving the rationale instead of silently accepting every suggestion.","language":"en","outputs":["Finding-to-repair trace with reproduction evidence and a bounded diff.","Fresh review bundle and disposition of each material finding."],"prerequisites":["The exact reviewed candidate and a finding with a locator, rationale and confidence boundary.","Protected acceptance expectations and a named reviewer responsible for the returned candidate."],"purpose":"Make review feedback actionable without letting comment generation become an unexamined source of new requirements.","related_practices":["PAT:027","PAT:052","PAT:074"],"risks":["Repeated self-consistent explanations can reinforce the same incorrect interpretation.","Repairing low-value comments indiscriminately can consume the attention needed for consequential defects."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:010","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C07","file":"EN/chapters/chapter07.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Reproduce the finding or identify the evidence that could distinguish a real defect from a mistaken hypothesis.","Classify the comment as confirmed, disputed, informational or requiring an authority decision; record the reason.","For a confirmed in-scope defect, create a narrow repair that preserves the approved behavior and unrelated code.","Run the focused counterexample and the relevant regression checks against the new candidate.","Return the diff and fresh evidence, linking the original finding and any remaining dispute for an explicit review disposition."],"verification":["A substantive fix has a diagnostic that fails on the defective candidate and is addressed by the repaired one.","The reviewed revision and supporting evidence are current after the repair.","Dismissed or unresolved findings retain reasons so apparent silence is not mistaken for verification."],"when_not_to_use":["The comment is a stylistic preference with no applicable project rule or meaningful consequence.","The proposed fix changes intended behavior and requires a decision from a different authority."],"when_to_use":["A reviewer identifies a reproducible defect, contradicted invariant or concrete gap in the candidate's evidence.","A bounded repair can be evaluated under the existing approved task."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Repair from concrete feedback; do not place blind trust in an AI reviewer. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:011","kind":"practice_descriptor","label":"Reward Shaping for Tool Use","limitation":"An operational trace cannot establish how training rewards affected a model, and optimizing a proxy reward may not improve the intended engineering outcome.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Distinguish training-time reward design from the feedback an operating agent receives after a tool action. This retained conceptual entry helps teams identify what intervention they are actually proposing and what evidence it would require. It is outside the book's execution procedure: ordinary test failures and retry instructions are operational feedback, not proof that model parameters are being trained.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Outside the core execution scope FUORI_CORPO F03 Delegation, Execution and Stopping ["OCC:AGENT:11"] ["C:C03"] practice_descriptor Reward Shaping for Tool Use en An operational trace cannot establish how training rewards affected a model, and optimizing a proxy reward may not improve the intended engineering outcome. ["AGENT:11"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 3's thematic guidance. The historical family is F03. The example is illustrative, not a reported study. This conceptual entry remains outside the book body and supplies no model-training implementation.","example":"Illustrative example: A team proposes to reward an agent whenever a test passes. Inspection shows that its current setup merely inserts the test result into the next prompt; no training process exists. The proposal is renamed an execution-feedback loop. If the team later considers training, it must independently test whether the signal encourages correct behavior rather than editing expectations or avoiding difficult cases.","language":"en","outputs":["Intervention classification and decision to use runtime feedback or assess a separately governed training proposal.","Evaluation questions and explicit evidence gaps."],"prerequisites":["A clear statement of whether parameters, runtime instructions or orchestration behavior would change.","A separately governed evaluation plan with relevant outcomes and a credible comparison condition."],"purpose":"Avoid applying the language of reward optimization to a workflow change that only changes prompts, tools, checks or retries.","related_practices":["PAT:013","PAT:026","PAT:059"],"risks":["Calling all positive feedback a reward can hide the absence of a training mechanism.","A convenient scoring signal can favor behavior that looks successful while missing scope, correctness or authority."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:011","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Classify the proposed mechanism before designing a solution: training update, reward-model evaluation or runtime feedback.","Define the actual desired outcome, such as a correctly completed permitted task, separately from a proxy like tool-call count.","Identify how the proxy could be satisfied while the engineering outcome fails, including unnecessary calls or suppressed errors.","Require evidence that evaluates unseen relevant tasks, permitted effects and full workflow cost before adopting a training claim.","Keep any training experiment under a separate owner and process; use the book's bounded execution controls for the operational workflow regardless."],"verification":["The intervention description correctly identifies what changes and what remains fixed.","The evaluation distinguishes the desired outcome from the proxy and includes plausible ways to exploit that proxy.","Any claimed improvement has evidence beyond the examples used to construct the intervention."],"when_not_to_use":["The immediate task is an ordinary bounded repair that an existing diagnostic can guide.","There is no controlled training capability, data governance or credible evaluation plan."],"when_to_use":["A proposal claims that rewarding tool use will improve the agent and needs a precise intervention definition.","A reviewer must compare a training proposal with a simpler runtime correction."]} Conceptual entry; outside the core execution scope English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Distinguish training rewards from execution feedback; the manual contains no training program. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F10"],"id":"PAT:012","kind":"practice_descriptor","label":"AI-Accelerated Learning and Skill Development","limitation":"Immediate task success and perceived clarity do not establish retained competence; assistance can also remove the practice that a learner needs.","mapped":["C:C10","C:C13"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Use AI assistance within a deliberate learning task that preserves the learner's own prediction, explanation, diagnosis and repair. A mentor can adjust the assistance and inspect reasoning, while later unaided work tests transfer. Faster completion of the assisted task is recorded separately from learning; no general gain in skill or retention follows from the practice name.","topics":["K:Cognitive offloading and skill debt","K:Human cognitive load","K:Onboarding and developer fluency","K:Remote work and apprenticeship","K:Skills formation and teaching"],"url":"","volumes":["V06"],"year":""} 10 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F10 Competence, Learning and Mentoring ["OCC:AGENT:12"] ["C:C10"] practice_descriptor AI-Accelerated Learning and Skill Development en Immediate task success and perceived clarity do not establish retained competence; assistance can also remove the practice that a learner needs. ["AGENT:12"] {"chapter_references":[{"id":"NDSE2:C10","role":"Thematic chapter guidance","title":"Developer Learning, Mentoring and Comprehension Debt"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 10's thematic guidance. The historical family is F10. The example is illustrative, not a reported study.","example":"Illustrative example: A learner predicts how an old request should replay after a policy change. The assistant locates the storage code, and a senior asks the learner to identify a deliberately wrong implementation. The learner constructs a failing example and repairs it. On a later task with a different state transition, the mentor checks whether the learner can apply the same reasoning without the earlier hints.","language":"en","outputs":["Learning objective, assistance record and mentor feedback.","Independent-task observations with explicit limits on retention claims."],"prerequisites":["A specific competence target and a mentor able to evaluate the reasoning.","A suitable exercise and a distinct later task for checking unaided transfer."],"purpose":"Make assistance serve a stated learning objective while keeping evidence of independent reasoning visible to the learner and mentor.","related_practices":["PAT:048","PAT:050","PAT:055"],"risks":["A fluent explanation may create confidence without a transferable mental model.","Comparing unmatched exercises or learners can falsely attribute improvement to the assistant."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:012","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C10","file":"EN/chapters/chapter10.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Ask the learner to predict behavior or propose a diagnostic before revealing an assisted answer.","Provide limited help appropriate to the observed difficulty, such as a code locator, explanation or counterexample.","Have the learner repair or extend the candidate and explain the governing invariant in their own terms.","Review the reasoning and the software result separately, recording what help was used and what remains uncertain.","Return later with a different unaided task that needs the same underlying concept, then adjust the mentoring approach from the observation."],"verification":["The learner's prediction, explanation or diagnostic exists separately from the assistant's generated text.","Correct code is checked against the contract independently of the educational assessment.","The record distinguishes immediate assisted success, unaided performance and any later follow-up that is still unknown."],"when_not_to_use":["The learner only copies a completed answer and no independent reasoning task is planned.","An urgent delivery task cannot accommodate teaching; record that limitation rather than claiming it as training."],"when_to_use":["A newcomer needs to understand an invariant or unfamiliar subsystem before owning changes.","A team wants to evaluate whether its assisted workflow preserves opportunities for skill development."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Describe mentoring mechanisms, not generalized gains in learning. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:013","kind":"practice_descriptor","label":"Agent Reinforcement Fine-Tuning","limitation":"Training a model does not confer authorization, reliable tool use or general task competence; an evaluation can support only the tested setting and outcomes.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Treat reinforcement fine-tuning for an agent as a separate model-development proposal, outside the book's operational execution scope. Before considering it, define the observed failure, identify whether context or orchestration can address it, and specify an independent evaluation. A new model variant still needs the same external permissions, budgets, protected expectations and accountable acceptance process.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 0 PAT 2026-10-18 13.1 Outside the core execution scope FUORI_CORPO F03 Delegation, Execution and Stopping ["OCC:AGENT:13"] [] practice_descriptor Agent Reinforcement Fine-Tuning en Training a model does not confer authorization, reliable tool use or general task competence; an evaluation can support only the tested setting and outcomes. ["AGENT:13"] {"chapter_references":[{"id":"NDSE2:C03","role":"Model-limit context; this training variant remains outside core execution","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 3's thematic guidance. The historical family is F03. The example is illustrative, not a reported study. This conceptual entry remains outside the book body and supplies no model-training implementation.","example":"Illustrative example: An agent repeatedly chooses an outdated API and the team considers fine-tuning. Investigation finds that its retrieved documentation comes from an obsolete dependency revision. The team corrects retrieval and reevaluates the workflow first. A later training proposal, if still warranted, must demonstrate value on distinct relevant tasks and cannot use the proposed model's own judgments as the sole acceptance evidence.","language":"en","outputs":["Training-proposal decision with alternative interventions and evidence gaps.","Evaluation and deployment requirements owned outside the ordinary task loop."],"prerequisites":["A reproducible failure description and baseline model or workflow version.","Named ownership for training data, evaluation, cost, access and any deployment decision."],"purpose":"Keep a specialized training decision from becoming an assumed prerequisite for solving ordinary engineering workflow problems.","related_practices":["PAT:011","PAT:030","PAT:065"],"risks":["A training investment can mask an unresolved contract or poor information supply.","Narrow evaluation gains can be overgeneralized to different repositories, task classes or operational consequences."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:013","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Model-limit context; this training variant remains outside core execution; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Describe the failed engineering outcome and separate model behavior from failures of inputs, permissions or surrounding systems.","Evaluate whether a scoped runtime intervention can answer the problem before proposing a change to model parameters.","For a genuine training proposal, require an explicit objective, data provenance and a held-out evaluation appropriate to the task.","Compare candidates under the same authorized tasks and controls, retaining failures, review effort, costs and uncertainty.","Adopt, hold or reject the proposal through its own governance process; retain the external execution and acceptance boundaries for any deployed variant."],"verification":["The diagnosed failure remains after correcting obvious context or orchestration defects.","The comparison separates training examples from independent evaluation and states what has not been established.","The deployed model cannot override tool permissions or declare its own changes accepted."],"when_not_to_use":["The failure is caused by missing authority, stale data or an inadequate oracle.","There is no separately authorized model-development process or relevant independent evaluation data."],"when_to_use":["A model-development team proposes fine-tuning as a response to a recurring, well-characterized agent failure.","A reviewer needs to compare that proposal with simpler changes to context, tools or verification."]} Conceptual entry; outside the core execution scope English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. RFT is outside the execution scope; retain a note on model limits without provider-specific instructions. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F07"],"id":"PAT:014","kind":"practice_descriptor","label":"Deterministic Failure Harness","limitation":"A harness can reliably reproduce the wrong expectation, and uncontrolled time, concurrency or external dependencies may still make runs vary.","mapped":["C:C07","C:C13"],"printed":false,"streams":["T:Verification & review","T:What agents can do"],"summary":"Build a repeatable failure harness around a concrete behavioral obligation, fixing the relevant candidate, inputs, expected results and environment. The harness makes a selected defect inspectable and supports bounded repair. Its repeatability is conditional on controlled dependencies and the oracle's quality; it is not evidence that all defects are captured or that the system is generally deterministic.","topics":["K:Dataset provenance and dependency","K:Independent verification and oracles"],"url":"","volumes":["V06"],"year":""} 7 PAT 2026-10-18 13.1 Apply the critical qualification RIVEDERE_CRITICAMENTE F07 Tests, Oracles and Acceptance Evidence ["OCC:AGENT:14"] ["C:C07"] practice_descriptor Deterministic Failure Harness en A harness can reliably reproduce the wrong expectation, and uncontrolled time, concurrency or external dependencies may still make runs vary. ["AGENT:14"] {"chapter_references":[{"id":"NDSE2:C07","role":"Thematic chapter guidance","title":"Independent Verification and the Oracle Problem"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 7's thematic guidance. The historical family is F07. The example is illustrative, not a reported study.","example":"Illustrative example: A replay bug appears only after reopening a service under a new policy. The harness stores a first decision, closes the service, reopens it with the new policy and checks the original response identity. The faulty candidate fails that invariant. A repaired candidate must pass the same expectation, while a separate new-request case checks that current policy still applies where intended.","language":"en","outputs":["Reproducible failure fixture and protected expectation with provenance.","Candidate-bound run records and a statement of remaining coverage limits."],"prerequisites":["Expected behavior derived from an authorized source independently of the faulty candidate.","Versioned fixtures, commands and environment details sufficient to explain the run."],"purpose":"Turn an ambiguous failure report into a diagnostic that another reviewer can reproduce and use to assess a repair.","related_practices":["PAT:015","PAT:027","PAT:082"],"risks":["Over-mocking can remove the interaction that causes the defect in the real system.","Changing expected results during repair can produce a repeatable but circular demonstration of success."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:014","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C07","file":"EN/chapters/chapter07.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Name the obligation and select a minimal counterexample that distinguishes required behavior from the observed defect.","Control relevant state, clocks, randomness and dependency versions where the test permits it, recording remaining variability.","Verify that the defective candidate fails for the intended reason, not because setup or infrastructure is broken.","Apply a bounded repair and run the same protected expectations against the new candidate.","Retain the old failure, new result and environment record, then add wider checks for affected behavior without claiming exhaustive coverage."],"verification":["A known defective candidate is rejected by the intended assertion, providing a meaningful negative control.","Repeated runs under the documented conditions have explainable outcomes and expose unresolved sources of variation.","Passing the harness leaves untested behavior and any production-environment differences explicitly visible."],"when_not_to_use":["The intended outcome is unresolved and the harness would freeze an unapproved assumption.","The test arrangement removes the boundary or timing condition responsible for the actual defect."],"when_to_use":["A candidate violates a known invariant and the failure can be isolated without changing the required behavior.","A repair loop needs a stable diagnostic instead of vague reviewer disapproval."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Repeatability is conditional on environment and oracle; do not claim completeness or guaranteed defect detection. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F07"],"id":"PAT:015","kind":"practice_descriptor","label":"Regression Safety Net","limitation":"A passing regression suite covers its chosen assertions and environment; missing cases and mistaken expectations can leave consequential defects undetected.","mapped":["C:C07","C:C13"],"printed":false,"streams":["T:Verification & review","T:What agents can do"],"summary":"Maintain a regression set that checks both the newly authorized behavior and existing obligations left unchanged by the task. Identify each expectation's applicable revision and record the baseline result before interpreting a failure. Pre-existing defects remain visible and require classification; discovering them does not automatically authorize repairs outside the current scope.","topics":["K:Dataset provenance and dependency","K:Independent verification and oracles"],"url":"","volumes":["V06"],"year":""} 7 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F07 Tests, Oracles and Acceptance Evidence ["OCC:AGENT:15"] ["C:C07"] practice_descriptor Regression Safety Net en A passing regression suite covers its chosen assertions and environment; missing cases and mistaken expectations can leave consequential defects undetected. ["AGENT:15"] {"chapter_references":[{"id":"NDSE2:C07","role":"Thematic chapter guidance","title":"Independent Verification and the Oracle Problem"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 7's thematic guidance. The historical family is F07. The example is illustrative, not a reported study.","example":"Illustrative example: A policy change lowers a limit for new requests. The regression set checks the new threshold, unchanged high-risk handling and replay of an older stored decision. One unrelated formatting test was already failing on the baseline. The maintainer records that separately and applies the project's progression policy; the agent cannot silently reformat an unrelated module simply because it encountered the failure.","language":"en","outputs":["Version-scoped regression matrix and baseline comparison.","Candidate results, impact assessment and classified outstanding failures."],"prerequisites":["An identified baseline and a record of the current suite's results.","Versioned obligations and a candidate impact map that a maintainer can challenge."],"purpose":"Show that a bounded change satisfies its new obligation without silently breaking behavior the owner expected to preserve.","related_practices":["PAT:014","PAT:044","PAT:082"],"risks":["A narrow impact map can omit a hidden consumer, so selected checks may need broader regression evidence.","Treating old behavior as inherently correct can preserve a bug as a permanent contractual expectation."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:015","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C07","file":"EN/chapters/chapter07.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Run or inspect the baseline checks and preserve failures, skipped coverage and environment limitations.","Classify expectations as unchanged invariants, revised behavior, historical behavior or uncertain requirements.","Add targeted cases for the authorized delta and its boundaries while protecting expectations that should remain unchanged.","Run the required regression suite on the candidate, investigating unexpected failures without assuming every failure was introduced by the patch.","Present baseline and candidate outcomes with failure classifications, impact reasoning and unresolved decisions for acceptance review."],"verification":["Each changed expected result traces to an authorized delta rather than the candidate's observed output.","Both newly required behavior and unaffected invariants have relevant checks.","The report preserves pre-existing and unexplained failures, including whether they block the current decision."],"when_not_to_use":["The suite simply mirrors the implementation and has no independently justified expectations.","Historical failures are being removed or rewritten solely to make the current candidate appear healthy."],"when_to_use":["A maintenance change affects behavior with existing users, stored history or compatibility obligations.","An authorized policy delta changes some expected results while leaving other invariants intact."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Require regressions and impact analysis; classify pre-existing failures without automatically expanding scope. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:016","kind":"practice_descriptor","label":"Structured Drift Detection","limitation":"Change detection can identify differing bytes or known dependencies, but it cannot by itself determine semantic impact, authority or a complete invalidation set.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Detect when a retained instruction, assumption, test expectation or knowledge record no longer applies to current work. Compare explicit versions and validity scopes, assign an owner to resolve the difference, and trace affected decisions. Superseded material remains available for historical explanation while being excluded from decisions that require the current rule.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F09 Context, Memory and Handoffs ["OCC:AGENT:16"] ["C:C09"] practice_descriptor Structured Drift Detection en Change detection can identify differing bytes or known dependencies, but it cannot by itself determine semantic impact, authority or a complete invalidation set. ["AGENT:16"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 9's thematic guidance. The historical family is F09. The example is illustrative, not a reported study.","example":"Illustrative example: A memory card says that new requests use an earlier approval threshold. A policy delta changes that threshold, but older stored decisions must still replay unchanged. The steward marks the card superseded for new requests, retains it for historical explanation and identifies tests needing renewal. The agent cannot solve the drift by deleting every reference to the former rule.","language":"en","outputs":["Drift and invalidation register with owners and candidate impacts.","Refreshed context or expectations plus preserved superseded records."],"prerequisites":["Records with source, revision, owner, validity scope and known renewal triggers.","A current authoritative reference and a way to record disputed or unknown status."],"purpose":"Prevent a resumed task from treating yesterday's valid information as today's governing instruction.","related_practices":["PAT:007","PAT:029","PAT:072"],"risks":["A dependency graph can miss a consumer and give an incomplete appearance of impact coverage.","Automatically selecting the newest text can privilege an unauthorized edit over an older authoritative decision."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:016","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Compare the task's current contract and environment against the applicability recorded on instructions, evidence and memory.","Mark suspected drift explicitly, distinguishing superseded current guidance from historically valid observations.","Trace candidate impacts through consumers, tests, decisions and handoffs; ask the responsible owner to challenge missing relationships.","Refresh only the affected guidance and evidence under the authorized revision, retaining the prior record and reason for invalidation.","Before resumed execution, verify that the selected context no longer presents stale or disputed material as current authority."],"verification":["Current, historical, disputed and unknown claims are distinguishable in the retrieved context.","Each semantic correction has an accountable owner and an applicable revision.","Affected checks are renewed against the current candidate, while historical evidence remains traceable."],"when_not_to_use":["The system discards old facts even when historical behavior still depends on them.","A simple textual mismatch is treated as sufficient authority to rewrite code or approved expectations."],"when_to_use":["Policy, dependencies or interfaces have changed since a memory card or instruction file was written.","Several artifacts describe the same obligation and may have diverged in meaning or effective revision."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Track drift with a version and owner; retain obsolete rules as history rather than current guidance. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F06"],"id":"PAT:017","kind":"practice_descriptor","label":"Blast Radius Containment","limitation":"An allowlist or teaching broker is not proof of operating-system isolation; shared services, credentials, race conditions and indirect effects need deployment-specific controls.","mapped":["C:C06","C:C13"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Limit the consequences of an agent mistake by enforcing permitted reads, writes, external operations, resource use and duration outside the model's own requests. Design containment for the actual task and test representative denials. The result is a constrained execution profile whose residual weaknesses remain explicit, not a claim of absolute security or complete isolation.","topics":["K:Dependencies and agent supply chain","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"","volumes":["V06"],"year":""} 6 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F06 Security of the Toolchain and Its Effects ["OCC:AGENT:17"] ["C:C06"] practice_descriptor Blast Radius Containment en An allowlist or teaching broker is not proof of operating-system isolation; shared services, credentials, race conditions and indirect effects need deployment-specific controls. ["AGENT:17"] {"chapter_references":[{"id":"NDSE2:C06","role":"Thematic chapter guidance","title":"Securing Generated Code and Agent Runtimes"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 6's thematic guidance. The historical family is F06. The example is illustrative, not a reported study.","example":"Illustrative example: An agent may inspect source files, write a candidate in a dedicated workspace and run checks against synthetic data. A request to rewrite protected expected results is denied by the execution layer, even if the agent says the change is needed to finish. The operator verifies the actual filesystem and credential controls separately from the demonstration that the broker rejects a sample request.","language":"en","outputs":["Execution profile with tested allowed and denied operations.","Effect and denial log with residual enforcement limitations."],"prerequisites":["A task-specific threat and effect map naming protected assets and accountable owners.","An execution layer able to enforce and revoke the selected permissions independently of generated text."],"purpose":"Keep a plausible but incorrect action from reaching assets or effects that the task has no authority to change.","related_practices":["PAT:030","PAT:034","PAT:077"],"risks":["A permitted tool can expose a broader operation than its harmless-looking name suggests.","Isolation of files alone can leave shared databases, services or cost-bearing operations outside the containment boundary."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:017","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C06","file":"EN/chapters/chapter06.tex","line":2,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify the exact targets, operations, data and duration needed for the task, including indirect effects through tools.","Configure the narrowest adequate execution profile, separating read-only discovery, candidate writes and any separately authorized external action.","Protect the contract, expected results and credentials from the maker's write domain.","Exercise representative permitted and forbidden actions, retaining denial evidence and any enforcement gaps.","Monitor actual effects and stop or revoke access when a request crosses scope, expires or exposes an unresolved boundary."],"verification":["Effective permissions match the declared task profile, including inherited credentials and network access.","Negative tests cover meaningful forbidden reads, writes or operations and record the enforcement component.","Timeout, cancellation and revocation stop new effects without resetting or broadening the original authority."],"when_not_to_use":["A prompt is the only barrier protecting a consequential resource.","The proposed isolation claim is based solely on a local simulation rather than the effective deployment controls."],"when_to_use":["A tool-using agent can write files, access sensitive resources or call external services.","Different work phases require different capabilities and should not share every possible privilege."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Limit writes, effects and duration outside the model; do not claim absolute safety. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F06"],"id":"PAT:018","kind":"practice_descriptor","label":"PII and Secret Scrubbing","limitation":"Detectors and redaction rules can miss sensitive content or damage useful context; masking selected fields does not guarantee anonymity or permitted disclosure.","mapped":["C:C06","C:C13"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Reduce unnecessary exposure of personal information and secrets before material enters an agent's context, logs, artifacts or external destination. Combine data minimization, scoped detection, controlled replacement and handling rules. Scrubbing is an imperfect transformation: a clean scan does not authorize sharing, and retained logs or re-identification clues can still cross the original data boundary.","topics":["K:Dependencies and agent supply chain","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"","volumes":["V06"],"year":""} 6 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F06 Security of the Toolchain and Its Effects ["OCC:AGENT:18"] ["C:C06"] practice_descriptor PII and Secret Scrubbing en Detectors and redaction rules can miss sensitive content or damage useful context; masking selected fields does not guarantee anonymity or permitted disclosure. ["AGENT:18"] {"chapter_references":[{"id":"NDSE2:C06","role":"Thematic chapter guidance","title":"Securing Generated Code and Agent Runtimes"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 6's thematic guidance. The historical family is F06. The example is illustrative, not a reported study.","example":"Illustrative example: A maintainer needs an example request that reproduces a parser defect. They construct a synthetic record with the same problematic structure instead of uploading a customer log. A checker confirms that the defect still reproduces. The remaining diagnostic is reviewed for embedded credentials and retained only in the approved task record; passing the scanner does not authorize posting it to an unrelated service.","language":"en","outputs":["Minimized or synthetic task input with a transformation record.","Handling decision and residual sensitivity or fidelity limitations."],"prerequisites":["A classification of the relevant data and the allowed destinations, purposes and retention periods.","A controlled transformation path that does not leak originals into temporary files or logs."],"purpose":"Give the task the least sensitive adequate input while preserving the permissions and retention rules that apply to the source data.","related_practices":["PAT:017","PAT:030","PAT:058"],"risks":["Rare values and combinations can reveal information even after obvious identifiers are removed.","A debugging trace or exception can reintroduce an original value after the input was successfully scrubbed."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:018","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C06","file":"EN/chapters/chapter06.tex","line":2,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Map where input may travel, including model context, tool arguments, failures, caches and exported evidence.","Prefer synthetic or reduced data when it can answer the same engineering question.","Apply appropriate detection and transformation rules, preserving relationships only when they are needed and permitted.","Review the transformed result for missed sensitive content and for distortions that would invalidate the task's conclusions.","Use the approved destination and handling process; retain or remove intermediates according to the source's actual rules."],"verification":["The minimized input still reproduces the behavior relevant to the task.","Checks cover the output and incidental artifacts, with known detector limitations recorded.","The data owner or applicable authorization permits the destination and use independently of the scrub result."],"when_not_to_use":["The destination or operation is not authorized even if selected values are removed.","The task requires identifying information but its access and retention conditions have not been established."],"when_to_use":["A debugging or documentation task can use synthetic or minimized examples instead of raw production records.","Potentially sensitive text would otherwise be copied into prompts, diagnostics or shared artifacts."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Partial scrubbing does not authorize sharing; logs and retention must respect the data boundaries. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F11"],"id":"PAT:019","kind":"practice_descriptor","label":"Subagent Spawning and Fan-Out","limitation":"More workers can increase duplicate effort, conflicting assumptions and integration load; independent execution does not imply independent evidence or faster delivery.","mapped":["C:C11","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles","T:Productivity"],"summary":"Delegate bounded, genuinely independent subtasks when their outputs can be integrated and checked within available capacity. Each subagent receives a clear target, contract revision, permissions, evidence requirements and stopping rule. Fan-out is a conditional coordination choice; the right concurrency follows dependencies and reviewer load, not a fixed or maximized worker count.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 11 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F11 Coordination, Governance and Adoption ["OCC:AGENT:19"] ["C:C11"] practice_descriptor Subagent Spawning and Fan-Out en More workers can increase duplicate effort, conflicting assumptions and integration load; independent execution does not imply independent evidence or faster delivery. ["AGENT:19"] {"chapter_references":[{"id":"NDSE2:C11","role":"Thematic chapter guidance","title":"Teams, Governance and the Engineering Organization"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 11's thematic guidance. The historical family is F11. The example is illustrative, not a reported study.","example":"Illustrative example: One worker inventories a public API, another inspects its tests, and a third investigates a separate documentation gap. Their tasks are read-only and each returns source locators and uncertainties. The coordinator uses those findings to assign one implementation owner. It does not dispatch three competing edits to the same API merely because three agents are available.","language":"en","outputs":["Assignment and dependency record with bounded worker outputs.","Integrated evidence and a decision on whether concurrency was worth its coordination cost."],"prerequisites":["A dependency and ownership map with a named coordinator.","A shared authorized objective and bounded per-worker access, budget and expected output."],"purpose":"Use concurrency to address a real partitionable workload while preserving ownership and a coherent final result.","related_practices":["PAT:031","PAT:032","PAT:056"],"risks":["Workers can agree on an incorrect shared assumption and make that error appear corroborated.","Unbounded fan-out can spend budget and reviewer attention before useful intermediate findings are available."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:019","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C11","file":"EN/chapters/chapter11.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify which work is independent and what must remain serial, including shared interfaces and authority decisions.","Assign each worker a distinct deliverable, required source revision and criteria for returning evidence or escalating uncertainty.","Limit concurrency according to execution and review capacity, reserving time to integrate and verify results.","Track progress and reassignment explicitly; cancel or hold affected workers if the contract changes or a dependency is invalidated.","Integrate the outputs against the common objective and rerun checks that cross worker boundaries before presenting the final candidate."],"verification":["Each active worker can name its unique target, input revision and exit condition.","The coordinator detects duplicate logical work and invalidates stale assignments after a relevant change.","The integrated result has cross-boundary evidence beyond the individual workers' completion claims."],"when_not_to_use":["Several workers would need to resolve the same open policy decision.","The subtasks share an uncontrolled mutable target or exceed the available checking capacity."],"when_to_use":["Read-only investigations or implementation units have distinct questions and explicit integration points.","The coordinator can review and reconcile the expected outputs without creating a larger bottleneck."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Condition fan-out on dependencies and capacity, not a fixed number of workers. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:020","kind":"practice_descriptor","label":"File-System as State Machine","limitation":"Files alone do not provide transactional atomicity, authenticated decisions or safe concurrent updates; those guarantees depend on the implemented storage and execution controls.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Represent long-running task state in explicit durable artifacts with validated transitions, controlled writes and recoverable history. The filesystem is a storage substrate, not the state machine's authority. Correct operation also requires ownership, schema validation, concurrency handling and a clear account of what was committed before interruption or restart.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F09 Context, Memory and Handoffs ["OCC:AGENT:20"] ["C:C09"] practice_descriptor File-System as State Machine en Files alone do not provide transactional atomicity, authenticated decisions or safe concurrent updates; those guarantees depend on the implemented storage and execution controls. ["AGENT:20"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 9's thematic guidance. The historical family is F09. The example is illustrative, not a reported study.","example":"Illustrative example: A task writes a candidate and begins a check, then the process stops before recording the result. On restart, the state reader finds no completed evidence event for that candidate. It does not mark the task ready merely because a log file exists. The controller verifies the artifacts, records the interrupted attempt and reruns the required check within the remaining budget.","language":"en","outputs":["Versioned state and event records with artifact references.","Recovery procedure and explicit unsupported or disputed transitions."],"prerequisites":["A state schema with named transitions, required evidence and a responsible writer.","A write and recovery mechanism appropriate to the storage system and concurrency model."],"purpose":"Make a task's current state and legal next action reconstructable without trusting a conversational claim that a stage completed.","related_practices":["PAT:006","PAT:032","PAT:072"],"risks":["A compact status file can drift from the actual files unless transitions bind their identities.","A homemade journal can appear robust in sequential tests while failing under concurrent or interrupted writes."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:020","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define states such as active, waiting for evidence, held and ready for review, separating them from acceptance decisions.","Associate each transition with the task, candidate revision, prior state, event identity and required supporting artifacts.","Validate proposed updates and commit them through the controlled writer, retaining enough history to identify partial or repeated events.","On restart, reconcile the durable state with actual artifacts and execution results; preserve spent budget rather than starting a new allowance.","Reject stale, conflicting or unsupported transitions and route uncertain recovery to the designated owner."],"verification":["Interrupted updates and duplicate events leave an explainable state rather than a false completion marker.","Only the intended writer can change protected state or authoritative records.","A resumed task can recover candidate identity, unresolved work, prior failures and cumulative budget."],"when_not_to_use":["Multiple writers overwrite the same status file without a concurrency or ownership protocol.","The mere presence of a file is interpreted as proof of approval or successful execution."],"when_to_use":["A task must pause, resume or hand off while preserving attempts, evidence and remaining budget.","Several processing stages need explicit input, output and completion identities."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Persist state through controlled writes; the filesystem alone provides neither atomicity nor authenticity. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:021","kind":"practice_descriptor","label":"Tool Call Budget","limitation":"One expensive or consequential call can exceed the practical risk or cost of many harmless calls; a count alone does not bound money, time or effects.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Cap tool use as one dimension of a bounded agent task and enforce the counter outside the model. Record consumed calls across retries, subprocesses and restarts, and check the remaining allowance before dispatch. A call limit controls activity, but calls differ in cost, duration and external effects, so it is not a complete spending or authority limit.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F03 Delegation, Execution and Stopping ["OCC:AGENT:21"] ["C:C03"] practice_descriptor Tool Call Budget en One expensive or consequential call can exceed the practical risk or cost of many harmless calls; a count alone does not bound money, time or effects. ["AGENT:21"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 3's thematic guidance. The historical family is F03. The example is illustrative, not a reported study.","example":"Illustrative example: An agent has a bounded allowance for investigating and repairing one test failure. Repeated failed retrievals still consume calls, and a delegated inspection shares the same task accounting. Before starting a long test command, the controller also checks the remaining time allowance. Reaching the call cap produces a hold with the diagnostic history; it does not permit skipping required evidence to claim completion.","language":"en","outputs":["Persistent per-task call ledger and remaining allowance.","Budget-stop record with completed evidence and unresolved work."],"prerequisites":["A controller-visible accounting rule for attempted, failed and delegated calls.","Separate task limits for time, cost, resource use or effects where those dimensions matter."],"purpose":"Prevent unnoticed repeated tool activity and make the decision to spend another attempt explicit and inspectable.","related_practices":["PAT:033","PAT:083","PAT:084"],"risks":["A restrictive counter can encourage oversized calls or hide many actions inside one tool invocation.","Counting only successful calls can reward uncontrolled retries and understate the work actually consumed."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:021","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Set the task's permitted call allowance and record how nested operations, retries and failures consume it.","Before dispatch, check the action's authorization and reserve its budget through the execution controller.","Record the call identity, purpose, outcome and actual resource information that the tool exposes.","Preserve the cumulative counter across handoffs and restarts, reconciling uncertain or in-flight actions conservatively.","Stop before exceeding the allowance and return the best available evidence, unresolved obligation and owner decision needed."],"verification":["The task cannot reset its usage by restarting, spawning a worker or renaming an attempt.","A rejected or failed operation follows the documented accounting rule.","The final record separates call count from monetary cost, duration and permitted effects."],"when_not_to_use":["A call counter is being used as the only control over external writes or high-cost operations.","The task cannot observe tool usage reliably enough to enforce its stated cap."],"when_to_use":["An autonomous task can repeatedly retrieve, test or invoke tools without a person deciding each step.","Several workers or restarts must share one cumulative task allowance."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. The tool-call limit is one dimension of Budget-Gated Autonomy (PAT:083; historical alias SDD2:D3), not a synonym for maximum cost. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F08"],"id":"PAT:022","kind":"practice_descriptor","label":"Trust Calibration","limitation":"Calibration depends on the claims, task population, outcomes and observation period assessed; a small or selected sample cannot justify broad trust in other work.","mapped":["C:C08","C:C13"],"printed":false,"streams":["T:Productivity","T:Verification & review"],"summary":"Compare expressed confidence or reliance with independently assessed performance in a defined task class, then adjust how recommendations are used. Make evidence and uncertainty visible before the acceptance decision. Trust calibration is an evaluation and decision practice; a persuasive tone, a second agreeing model or a label such as high confidence does not establish calibrated correctness.","topics":["K:AI as reviewer","K:Automation bias and trust","K:Review capacity and maintainers"],"url":"","volumes":["V06"],"year":""} 8 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F08 Critique, Review and Trust ["OCC:AGENT:22"] ["C:C08"] practice_descriptor Trust Calibration en Calibration depends on the claims, task population, outcomes and observation period assessed; a small or selected sample cannot justify broad trust in other work. ["AGENT:22"] {"chapter_references":[{"id":"NDSE2:C08","role":"Thematic chapter guidance","title":"Code Review and Trust Calibration"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 8's thematic guidance. The historical family is F08. The example is illustrative, not a reported study.","example":"Illustrative example: A team records whether reviewers initially rate a model's defect claims as strong, tentative or unsupported. Maintainers then investigate the claims against the code and approved behavior. Some confident claims prove false and some tentative ones reveal real defects. The team changes how evidence is shown and tracks later decisions; it does not turn those observations into a universal accuracy rating for the model.","language":"en","outputs":["Confidence-versus-outcome record with task and evidence context.","Revised review guidance and a trigger for renewed assessment."],"prerequisites":["A defined unit of assessment, such as a review finding or behavior prediction.","Independent outcome criteria and a record of confidence or reliance before the result is known."],"purpose":"Help reviewers rely on useful assistance without confusing fluency, familiarity or model agreement with evidence of correctness.","related_practices":["PAT:010","PAT:052","PAT:075"],"risks":["Selective investigation of only confident findings can bias the apparent performance.","A numerical score can appear calibrated while hiding a dangerous error in a rare but consequential category."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:022","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C08","file":"EN/chapters/chapter08.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Specify the claim being assessed and what would count as correct, incorrect or unresolved in the relevant setting.","Record the recommendation, its evidence and uncertainty before inspecting the independent outcome, avoiding retrospective confidence labels.","Evaluate the outcome using sources or checks that do not merely repeat the recommendation's assumptions.","Compare confidence and actual results by meaningful task or risk group, retaining false positives, misses and unresolved cases.","Adjust review routing or presentation from the observed mismatch, then reassess when the tool, task mix or evidence changes."],"verification":["Confidence or reliance is recorded before outcomes and linked to a clearly defined claim.","Outcome assessment is independent enough to expose confident errors rather than rubber-stamp recommendations.","Reported conclusions state the task scope, unresolved cases and consequences of mistaken reliance."],"when_not_to_use":["There is no independent outcome assessment against which confidence can be compared.","A confidence label would bypass required evidence or the responsible owner's decision."],"when_to_use":["AI-generated findings influence whether reviewers investigate, accept or dismiss a candidate.","A team wants to understand when its confidence in a tool matches observed results."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Calibration requires comparison between confidence and performance; the pattern's name is not enough. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:023","kind":"practice_descriptor","label":"The External Bash Loop","limitation":"Shell orchestration inherits command, quoting, process and recovery hazards; an illustrative loop does not establish secure isolation or reliable production operation.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Use an external shell-driven controller as one possible implementation of a bounded propose, act and observe loop. The controller maintains explicit task state, enforces permissions and budgets, and interprets typed results before another attempt. This optional companion variant describes responsibilities; it is not a production-ready Bash script or a guarantee that shell orchestration is adequate for every environment.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Companion variant COMPANION F03 Delegation, Execution and Stopping ["OCC:LOOP:R1"] ["C:C03"] practice_descriptor The External Bash Loop en Shell orchestration inherits command, quoting, process and recovery hazards; an illustrative loop does not establish secure isolation or reliable production operation. ["LOOP:R1"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 3's thematic guidance. The historical family is F03. The example is illustrative, not a reported study.","example":"Illustrative example: A local controller asks an agent to repair one failing example and expects a result file naming the candidate and check outcome. When the process exits without that file, the controller records an interrupted attempt and does not treat terminal text saying done as success. A later retry uses the remaining allowance and the same protected expectation; a reviewer still decides whether the candidate is acceptable.","language":"en","outputs":["Controller interface, explicit state transitions and tested failure behavior.","Per-attempt evidence with a final review, hold or failure status."],"prerequisites":["Structured task state and result statuses with persistent accounting.","A restricted execution environment, controlled command construction and an owner for failure recovery."],"purpose":"Make repetition controlled by an inspectable process instead of allowing an agent's completion text to determine whether it runs forever.","related_practices":["PAT:020","PAT:026","PAT:083"],"risks":["Fragile parsing and quoting can turn ordinary model text or filenames into unintended operations.","A wrapper can give a false sense of control when the invoked tool retains broader permissions than the wrapper checks."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:023","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define the input revision, permitted operations, protected artifacts and typed exits before implementing repetition.","Run one bounded attempt and collect its candidate, diagnostic, usage and outcome through a documented interface.","Persist the result and remaining budget before deciding whether another attempt is eligible.","Retry only for a concrete in-scope diagnostic; route ambiguity, denied authority or unsupported state to the relevant owner.","Test interruption, malformed output, command failure and exhausted budget, then stop at review readiness rather than implicit acceptance."],"verification":["Free-form output cannot become an unchecked shell command or a success transition.","Restarts, failed commands and malformed results preserve state and cumulative usage.","The controller's stop conditions can be demonstrated independently of a cooperative model response."],"when_not_to_use":["The workflow needs complex concurrent recovery or external effects that the proposed controller cannot enforce safely.","A loop would parse free-form model text as commands or as acceptance authority."],"when_to_use":["A local task has simple stages whose exit conditions and artifacts can be interpreted reliably.","A team can evaluate whether an external controller is a sufficient and maintainable implementation route."]} Optional companion variant English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Treat an external Bash loop as a variant with persistent budget and explicit state; do not copy unverified production-ready code. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:024","kind":"practice_descriptor","label":"The Stop-Hook Loop","limitation":"A stop hook is only an integration point; its presence does not prove that all exits, subprocesses or tool effects are controlled.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Use a stop hook to inspect an agent's proposed exit and decide whether the current task has eligible next work. The hook consults durable state, evidence and remaining budget; it can allow a stop, return a bounded diagnostic or require escalation. Re-entry continues the same contract and accounting rather than granting a fresh objective or unlimited retries.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Companion variant COMPANION F03 Delegation, Execution and Stopping ["OCC:LOOP:R2"] ["C:C03"] practice_descriptor The Stop-Hook Loop en A stop hook is only an integration point; its presence does not prove that all exits, subprocesses or tool effects are controlled. ["LOOP:R2"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 3's thematic guidance. The historical family is F03. The example is illustrative, not a reported study.","example":"Illustrative example: An agent proposes to stop after changing a replay function. The hook finds that its required independent replay result is missing and requests that check within the remaining budget. The check reveals an unresolved policy question, so the next hook decision is a hold for the policy owner. It does not force the agent to rewrite the expected result until the exit appears green.","language":"en","outputs":["Hook decision log and persistent continuation state.","Current candidate evidence or a clear hold with the required owner decision."],"prerequisites":["An understood runtime hook contract and a durable task ledger.","Protected expectations plus explicit retry, hold, cancellation and review-readiness outcomes."],"purpose":"Avoid premature completion claims while retaining an explicit way to stop when further autonomous work is unjustified.","related_practices":["PAT:023","PAT:026","PAT:083"],"risks":["Repeated automatic re-entry can conceal a loop with no new information.","A runtime-specific hook may miss alternate termination paths unless those paths are explicitly tested."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:024","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define which evidence must be present for the proposed exit and which gaps require an owner rather than another attempt.","At the hook, read the exact candidate state and cumulative budget instead of relying on a prose completion summary.","If an in-scope diagnostic remains and budget permits, return one bounded instruction identifying the failed obligation.","Preserve the same contract and oracle on re-entry, recording the hook decision and charging all work to the existing task.","Allow a typed stop for exhaustion, cancellation, unclear intention or unavailable authority, retaining the unfinished obligations for handoff."],"verification":["Each re-entry has a recorded diagnostic, eligibility decision and remaining allowance.","Cancellation and exhausted-budget exits are possible even when the task is incomplete.","The hook cannot modify protected expectations or convert a review-ready state into acceptance."],"when_not_to_use":["The hook rejects every stop until the agent asserts success more convincingly.","A missing owner decision or permission is being treated as something another generation attempt can resolve."],"when_to_use":["An existing agent runtime provides a reliable exit callback and the task has machine-checkable completion prerequisites.","A bounded diagnostic can legitimately guide one more attempt under the same objective."]} Optional companion variant English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Treat a stop hook as a variant; re-entry must not erase budgets or permit changing the oracle. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:025","kind":"practice_descriptor","label":"The Editor-Native Manual Loop","limitation":"Human presence does not guarantee correct review or safe tool use; the session still needs appropriate scope, evidence and decision rights.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Use a human-guided editor session as a complete and legitimate execution route: select one scoped action, inspect its result, obtain relevant evidence and decide what happens next. The engineer controls progression while the assistant contributes drafts, explanations or diagnostics. Manual guidance is suitable when its observed overhead is lower than maintaining an additional autonomous controller.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Brief thematic reference RINVIO_BREVE F03 Delegation, Execution and Stopping ["OCC:LOOP:R3"] ["C:C03"] practice_descriptor The Editor-Native Manual Loop en Human presence does not guarantee correct review or safe tool use; the session still needs appropriate scope, evidence and decision rights. ["LOOP:R3"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 3's thematic guidance. The historical family is F03. The example is illustrative, not a reported study.","example":"Illustrative example: A maintainer corrects a non-authoritative help heading with assistance in the editor. They inspect the one-file diff and render the page to confirm its appearance and links. No parallel coordinator is needed. If the edit unexpectedly changes executable routing text, they pause to clarify the newly affected behavior instead of assuming the same lightweight route remains adequate.","language":"en","outputs":["Scoped candidate with proportionate verification evidence.","Short decision record and any trigger for reconsidering the execution route."],"prerequisites":["A clear authorized objective and the existing repository permission boundaries.","A practical way to inspect the diff, run relevant checks and retain the final decision."],"purpose":"Keep simple or judgment-heavy changes manageable without adding coordination machinery that does not resolve a concrete uncertainty.","related_practices":["PAT:001","PAT:046","PAT:048"],"risks":["Interactive convenience can make unrecorded assumptions difficult to recover later.","A confident human can still accept a plausible generated change without checking its consequential behavior."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:025","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Choose the next meaningful increment and identify what the assistant may inspect or change.","Ask for a candidate or diagnostic with its assumptions visible, keeping the approved behavior separate from the proposed implementation.","Inspect the changed code or artifact and run the check appropriate to its actual consequence.","Use the observation to continue, revise the approach or stop for clarification; do not repeat suggestions without a new reason.","Retain a short record of the final revision, evidence, unresolved issues and responsible acceptance decision."],"verification":["The final diff stays within the agreed scope or records an authorized change to it.","The check answers the actual obligation, such as rendered wording or runtime behavior, rather than merely confirming that the file saved.","The maintainer can explain the result and what would require a stronger review route."],"when_not_to_use":["A long task loses critical state whenever the editor session closes.","The engineer is expected to rubber-stamp every tool action without inspecting the consequential decisions."],"when_to_use":["A small change has a clear diff and a direct verification step.","Frequent interpretation decisions make interactive guidance useful and affordable."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. A manually guided session is a legitimate alternative, not a compulsory lower stage of maturity. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:026","kind":"practice_descriptor","label":"Run Until Done: Retry Against Reality","limitation":"Repeated attempts can remain correlated, consume budget or introduce new defects; neither a loop nor a model change guarantees convergence to an acceptable result.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Retry a bounded task only when a concrete observation provides a reason to expect the next attempt to address an identified failure. Preserve the authorized objective and protected expectations, record the attempted remedy and recheck the candidate. Done means reaching the appropriate reviewed state or a named stop, not an assumption that enough retries must eventually converge.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F03 Delegation, Execution and Stopping ["OCC:LOOP:T01"] ["C:C03"] practice_descriptor Run Until Done: Retry Against Reality en Repeated attempts can remain correlated, consume budget or introduce new defects; neither a loop nor a model change guarantees convergence to an acceptable result. ["LOOP:T01"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 3's thematic guidance. The historical family is F03. The example is illustrative, not a reported study.","example":"Illustrative example: A checker shows that a revised export drops one allowed status value. The maker corrects that mapping and reruns the status cases. The next review raises an unresolved question about whether that status should exist for a different customer class. This is no longer a mechanical retry: the task stops for a requirement decision, preserving the previous failure and the repaired candidate.","language":"en","outputs":["Attempt ledger linking diagnostics, remedies, candidates and results.","Review-ready evidence or an explicit stop with the required next decision."],"prerequisites":["A persistent task and attempt record with explicit budgets and exits.","An oracle or other evidence source that the maker cannot rewrite to achieve a pass."],"purpose":"Replace indefinite regeneration with a sequence of explainable repairs whose eligibility can be checked by someone outside the maker.","related_practices":["PAT:014","PAT:065","PAT:083"],"risks":["An agent can overfit a visible failure while missing adjacent behavior.","Repeated rejection without useful diagnostics can consume resources and encourage unauthorized changes to the success criterion."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:026","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Capture the failed obligation, exact candidate, diagnostic and relevant environment before proposing another attempt.","Decide whether the failure is repairable within the current contract or needs a named owner to clarify scope.","State the narrow change expected to address the diagnostic and check that it is permitted and affordable.","Apply the repair, rerun the protected check and examine relevant regressions for unintended effects.","Continue only if new evidence supports another eligible attempt; otherwise retain the history and stop as review-ready, exhausted, blocked or escalated."],"verification":["Each retry names both the prior diagnostic and the remedy it is testing.","The objective, protected expectation and cumulative budget remain intact across attempts.","The exit explains whether evidence is sufficient for review or which unresolved issue prevents further action."],"when_not_to_use":["The only feedback is that the answer is unsatisfactory, with no actionable observation.","The disagreement concerns intended behavior, unavailable authority or a prohibited operation."],"when_to_use":["A test, reproduction or concrete review finding identifies an in-scope defect.","The next attempt has a plausible targeted remedy and sufficient remaining budget."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Retry only against a verifiable diagnosis with a stopping rule; convergence is not guaranteed. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F07"],"id":"PAT:027","kind":"practice_descriptor","label":"Maker–Checker: Separate Production from Acceptance","limitation":"Role separation reduces one source of self-review but does not make errors independent; shared assumptions or editable oracles can undermine both roles.","mapped":["C:C07","C:C13"],"printed":false,"streams":["T:Verification & review","T:What agents can do"],"summary":"Separate the responsibility for producing a candidate from the responsibility for checking its claims, while protecting the approved objective and expected results from both inappropriate edits and self-approval. Evaluate independence through the origin of expectations, available evidence and effective permissions. Two roles or two models can still share the same mistake and cannot replace accountable acceptance.","topics":["K:Dataset provenance and dependency","K:Independent verification and oracles"],"url":"","volumes":["V06"],"year":""} 7 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F07 Tests, Oracles and Acceptance Evidence ["OCC:LOOP:T02"] ["C:C07"] practice_descriptor Maker–Checker: Separate Production from Acceptance en Role separation reduces one source of self-review but does not make errors independent; shared assumptions or editable oracles can undermine both roles. ["LOOP:T02"] {"chapter_references":[{"id":"NDSE2:C07","role":"Thematic chapter guidance","title":"Independent Verification and the Oracle Problem"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 7's thematic guidance. The historical family is F07. The example is illustrative, not a reported study.","example":"Illustrative example: The maker changes how stored decisions replay. A checker runs an independently specified case requiring the original response to survive a policy update. It reports a concrete mismatch but cannot edit the candidate. The maker repairs the implementation without changing that expectation. The final reviewer inspects current results and decides whether the candidate can advance; no checker status alone grants release approval.","language":"en","outputs":["Role and permission map plus independently grounded findings.","Candidate-bound evidence and a separate acceptance disposition."],"prerequisites":["Expected behavior derived from an authorized source with a protected revision.","Distinct effective permissions and result channels for maker, checker and acceptance owner."],"purpose":"Give a candidate a meaningful opportunity to fail against evidence the maker did not define merely by observing its own output.","related_practices":["PAT:044","PAT:080","PAT:082"],"risks":["Different model names can mask shared context gaps or the same faulty requirement.","A read-only checker cannot protect an expectation that the maker remains able to edit."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:027","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C07","file":"EN/chapters/chapter07.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define what the maker may change and exclude the approved contract and protected expected results from its write scope.","Give the checker the actual candidate, relevant authority and independently justified cases rather than only the maker's summary.","Have the checker seek discrepancies and report reproducible findings with locators, assumptions and uncertainty.","Return confirmed in-scope failures as bounded repair requests; send ambiguous requirements to their owner.","Present the renewed candidate and current evidence to the accountable reviewer, preserving the distinction between checked and accepted."],"verification":["The expected answer has an origin independent of the candidate's observed output.","Neither role can silently alter protected authority or convert its own claim into acceptance.","A known wrong candidate is rejected, and evidence is renewed after a relevant repair."],"when_not_to_use":["The checker simply repeats the maker's explanation or uses expectations generated from the candidate.","A second role adds ceremony while the maker can still rewrite the protected oracle."],"when_to_use":["A wrong-but-green candidate would have a material consequence or be difficult for a reviewer to spot.","The workflow can separate candidate production, independent findings and final acceptance authority."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Compare with Adversarial Agent Pattern (PAT:080; historical alias SDD2:C5); separating roles does not automatically make their errors independent. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:028","kind":"practice_descriptor","label":"Skills and Context Engineering: Remove Intent Debt","limitation":"A reusable instruction can be stale, contradictory or inapplicable; more context does not guarantee better understanding and cannot grant authority or tool access.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Package recurring work instructions as a maintained, versioned skill or context aid with an owner, applicability and source references. Separate procedural guidance from retrieved evidence, task state and tool permissions. The aim is to make missing or ambiguous intent visible and reduce repeated clarification where justified, without claiming that a larger instruction file removes all intent debt.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F09 Context, Memory and Handoffs ["OCC:LOOP:T03"] ["C:C09"] practice_descriptor Skills and Context Engineering: Remove Intent Debt en A reusable instruction can be stale, contradictory or inapplicable; more context does not guarantee better understanding and cannot grant authority or tool access. ["LOOP:T03"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 9's thematic guidance. The historical family is F09. The example is illustrative, not a reported study.","example":"Illustrative example: A team writes a release-note drafting skill that requires a defined revision range, source links and explicit exclusions. The skill explains the workflow but grants no publishing access and contains no permanent claim about which features are released. Each run obtains its current approved inputs. When the release process changes, the owner updates the version and records which old instructions should no longer be used.","language":"en","outputs":["Versioned, owned procedural guidance with source links.","Applicability and renewal record from actual uses."],"prerequisites":["A named maintainer and a versioned source for the procedure.","Applicability conditions, required inputs, expected outputs and independently enforced permission boundaries."],"purpose":"Make recurring procedural knowledge reusable while preserving a clear path to the current authorized objective and its unresolved questions.","related_practices":["PAT:007","PAT:016","PAT:047"],"risks":["Accumulated instructions can conflict or crowd out the evidence needed for the present task.","An apparently official skill can launder an old assumption into a current requirement unless its authority and scope are checked."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:028","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify the recurring failure and write only the procedural guidance needed to address it.","State scope, input requirements, evidence requirements and stop conditions, linking authoritative sources instead of copying mutable rules everywhere.","Version and review the guidance, separating stable instructions from task-specific state and retrieved material.","At use time, verify applicability and freshness against the current task and permissions; keep unresolved intent visible.","Record concrete failures or maintenance changes, then revise or retire the skill when it no longer provides useful guidance."],"verification":["The skill identifies its owner, version, applicable tasks and renewal triggers.","A worker can distinguish procedural advice from evidence and authoritative decisions.","A useful trial checks the actual deliverable and exposes missing context rather than merely confirming the skill file was loaded."],"when_not_to_use":["A one-off instruction would be generalized without evidence of reuse.","The proposed skill mixes tool credentials, authority decisions and unverified repository claims into one trusted block."],"when_to_use":["A repeated task has stable procedural steps that workers otherwise reconstruct inconsistently.","Recurring misunderstandings can be traced to omitted context or unclear precedence."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Version skills with an owner and separate permissions; context cannot eliminate every form of intent debt. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:029","kind":"practice_descriptor","label":"Memory and Retrieval: Read What the Model Could Not Know","limitation":"Retrieval can return relevant but stale, incomplete or misleading material; ranking similarity does not establish truth, comprehension or permission to act.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Retrieve task-relevant information that is absent from the model's immediate context, preserving source, revision, validity and authority. Memory can contain past actions, semantic summaries, instructions or approved decisions, and those types are not interchangeable. A useful system can abstain when evidence is missing or conflicting instead of turning retrieved plausibility into approved knowledge.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F09 Context, Memory and Handoffs ["OCC:LOOP:T04"] ["C:C09"] practice_descriptor Memory and Retrieval: Read What the Model Could Not Know en Retrieval can return relevant but stale, incomplete or misleading material; ranking similarity does not establish truth, comprehension or permission to act. ["LOOP:T04"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 9's thematic guidance. The historical family is F09. The example is illustrative, not a reported study.","example":"Illustrative example: A resumed agent finds two cards describing different policy thresholds. It checks the source revisions and discovers that one governs historical decisions while the other governs new requests. It retrieves the approved delta and preserves both scoped facts. If the relevant approval record is unavailable, it reports that gap instead of choosing the newer-looking card as authority.","language":"en","outputs":["Task-specific evidence set with provenance and applicability.","Derived memory or answer that distinguishes supported claims, inference and unresolved gaps."],"prerequisites":["Source records with stable locators, revisions and validity scopes.","A distinction between instructions, evidence, task state and authoritative decisions."],"purpose":"Ground a task in the information it actually needs while keeping uncertainty and conflicting sources available for review.","related_practices":["PAT:008","PAT:016","PAT:062"],"risks":["Retrieved instructions embedded in untrusted material can attempt to cross the tool-permission boundary.","A compressed memory card may omit the qualifier that determines whether a fact applies to the present task."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:029","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define the information need and the type of claim required: observation, current rule, past event or procedural instruction.","Retrieve candidate sources and retain their identities, scope and dates or versions relevant to the task.","Check applicability and authority, consulting original records when a derived summary cannot resolve a consequential claim.","Present supported facts separately from inferences, conflicts and omissions; abstain on unresolved questions that affect acceptance.","Bind useful retrieved evidence to the task record and set renewal triggers for any derived memory reused later."],"verification":["Material claims can be traced from a summary back to the source used.","Current applicability and authority are checked independently of retrieval rank or recency.","Missing or contradictory evidence produces an explicit uncertainty or owner question rather than a fabricated answer."],"when_not_to_use":["The system treats the top-ranked passage as authoritative without checking its provenance.","A missing decision is being filled by a plausible historical analogy instead of being raised with its owner."],"when_to_use":["Repository-specific decisions, recent changes or task history are needed to answer the next question.","A long-running task needs selective access to evidence beyond a compact resume record."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Use retrieval with abstention, sources and validity; memory is not approved knowledge by definition. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F06"],"id":"PAT:030","kind":"practice_descriptor","label":"Connectors and Tools: Move Exact Work Outside the Weights","limitation":"An exact executor can faithfully perform the wrong request against stale data; tool success is not proof of business correctness, appropriate access or authorized effects.","mapped":["C:C06","C:C13"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Delegate exact retrieval, computation or controlled operations to tools whose interfaces and outputs can be checked. The model selects or explains work while the executor performs the specified operation within an enforced permission envelope. Deterministic arithmetic or successful API execution establishes only that operation's result; it does not authorize the external effect or validate the task's underlying assumptions.","topics":["K:Dependencies and agent supply chain","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"","volumes":["V06"],"year":""} 6 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F06 Security of the Toolchain and Its Effects ["OCC:LOOP:T05"] ["C:C06"] practice_descriptor Connectors and Tools: Move Exact Work Outside the Weights en An exact executor can faithfully perform the wrong request against stale data; tool success is not proof of business correctness, appropriate access or authorized effects. ["LOOP:T05"] {"chapter_references":[{"id":"NDSE2:C06","role":"Thematic chapter guidance","title":"Securing Generated Code and Agent Runtimes"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 6's thematic guidance. The historical family is F06. The example is illustrative, not a reported study.","example":"Illustrative example: An agent calculates the changed and added files between two website packages using a script over file hashes. The script can determine exact byte differences for those inputs. The agent still checks that the chosen baseline is the published package. Producing a correct delta does not grant permission to upload it to the public site or to alter unrelated repository settings.","language":"en","outputs":["Structured operation record with inputs, output and source identity.","Validated result and any separate decision required for its use."],"prerequisites":["A documented input and output contract with the relevant data or resource identity.","An external enforcement point for access, effect scope and applicable budgets."],"purpose":"Move operations requiring precise execution into inspectable tools while keeping interpretation and authority decisions explicit.","related_practices":["PAT:017","PAT:034","PAT:079"],"risks":["A broadly scoped connector can turn a small interpretation error into a consequential external write.","Silent coercion, stale resource selection or missing units can produce a precise but misleading result."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:030","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C06","file":"EN/chapters/chapter06.tex","line":2,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define the operation precisely, including units, source version, target resource and any side effects.","Check input assumptions and authorization before dispatch; use a read-only or preview operation when that answers the task.","Execute through the controlled interface and capture the actual status, output and relevant provenance.","Validate the result against the expected shape and meaning, distinguishing executor errors from incorrect assumptions in the request.","Use the result only for its supported purpose and require any separate authority needed for a consequential follow-on action."],"verification":["Inputs identify the intended source, target, units and revision unambiguously.","The recorded tool result concerns the operation actually requested, with failures preserved.","A precise output is not used to infer an approval or effect outside the operation's authority."],"when_not_to_use":["The requested operation or destination exceeds the task's authority.","The interface cannot identify what data or external resource the operation will affect."],"when_to_use":["A task needs reproducible calculations, repository queries or structured transformations.","A supported connector can perform a clearly authorized operation more reliably than manual transcription."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Use exact executors with explicit interfaces and permissions; exact calculation does not authorize external effects. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F11"],"id":"PAT:031","kind":"practice_descriptor","label":"Worktrees: Isolate the Write Domains","limitation":"Worktrees isolate working files, not necessarily credentials, services or task meaning; two isolated workers can still duplicate or contradict the same logical change.","mapped":["C:C11","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles","T:Productivity"],"summary":"Use separate worktrees or equivalent isolated checkouts so concurrent workers produce changes in distinct write domains. Tie each workspace to an input revision and a named task, then integrate deliberately with fresh evidence. Filesystem separation prevents some edit collisions, but ownership of the logical outcome and shared external resources still require explicit coordination.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 11 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F11 Coordination, Governance and Adoption ["OCC:LOOP:T06"] ["C:C11"] practice_descriptor Worktrees: Isolate the Write Domains en Worktrees isolate working files, not necessarily credentials, services or task meaning; two isolated workers can still duplicate or contradict the same logical change. ["LOOP:T06"] {"chapter_references":[{"id":"NDSE2:C11","role":"Thematic chapter guidance","title":"Teams, Governance and the Engineering Organization"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 11's thematic guidance. The historical family is F11. The example is illustrative, not a reported study.","example":"Illustrative example: One worker updates export documentation while another repairs an independent parser test in a separate checkout. The coordinator discovers that both also propose renaming the same public option. That logical overlap is resolved by assigning one owner, even though the files were edited in isolation. After integration, the combined documentation and behavior checks run against the resulting revision.","language":"en","outputs":["Workspace-to-task map with isolated candidate artifacts.","Integration record, renewed checks and accounted-for remaining work."],"prerequisites":["A baseline revision and an ownership map for logical targets.","A named integrator and controls for shared resources outside the working directories."],"purpose":"Keep concurrent candidate changes inspectable and recoverable until a designated integration point reconciles them.","related_practices":["PAT:019","PAT:032","PAT:063"],"risks":["Shared credentials or service endpoints can bypass the intended separation of write effects.","Conflict-free textual merges can still combine incompatible assumptions about behavior or interfaces."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:031","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C11","file":"EN/chapters/chapter11.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Assign a unique task and target to each workspace, recording the baseline and permitted write scope.","Create or select the isolated checkout and verify its state before work begins, preserving any existing user work.","Keep candidate artifacts and checks associated with their workspace and revision rather than a shared mutable status file.","Review dependencies and integrate selected changes through the owner, resolving semantic conflicts as well as textual conflicts.","Renew relevant checks on the integrated candidate and retire workspaces only after required artifacts and unresolved work are accounted for."],"verification":["Each workspace has the expected baseline, owner and allowed target.","The coordinator detects duplicate logical changes and shared-resource dependencies before integration.","The accepted evidence belongs to the integrated candidate, including any resolution of conflicts."],"when_not_to_use":["Workers require concurrent uncoordinated access to one shared database or authoritative artifact.","Creating separate directories is being treated as sufficient protection against overlapping logical responsibilities."],"when_to_use":["Independent implementation tasks can proceed without sharing mutable working files.","Alternative candidates need to be compared against the same baseline before selecting one."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Isolate writes, while recognizing that this does not prevent logical duplication of tasks. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F11"],"id":"PAT:032","kind":"practice_descriptor","label":"Multi-Loop Coordination: One Owner per Target","limitation":"A sequential ownership check is not a proof of distributed locking; real concurrency, failures and identity controls require an implementation suited to the environment.","mapped":["C:C11","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles","T:Productivity"],"summary":"Assign one current owner to each logical target across concurrent loops, using bounded work concessions or leases where needed. Ownership names the task, contract revision, validity and generation so stale workers cannot submit as current. Coordination must operate above filenames and preserve decision rights, because separate files can encode the same policy or competing implementations.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 11 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F11 Coordination, Governance and Adoption ["OCC:LOOP:T07"] ["C:C11"] practice_descriptor Multi-Loop Coordination: One Owner per Target en A sequential ownership check is not a proof of distributed locking; real concurrency, failures and identity controls require an implementation suited to the environment. ["LOOP:T07"] {"chapter_references":[{"id":"NDSE2:C11","role":"Thematic chapter guidance","title":"Teams, Governance and the Engineering Organization"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 11's thematic guidance. The historical family is F11. The example is illustrative, not a reported study.","example":"Illustrative example: A worker receives the task of updating a pricing rule, while another investigates its documentation. The policy revision changes before the first worker submits. Its old assignment and green tests are retained but rejected as current evidence. The coordinator grants a new generation after the owner resolves the change, preventing the delayed old submission from overwriting the newly assigned work.","language":"en","outputs":["Target ownership and concession history with explicit invalidations.","Current submissions, rejected stale events and unresolved integration decisions."],"prerequisites":["Canonical target identities and a coordinator able to grant, renew and revoke assignments.","A state record containing owner, task, contract revision, expiry and assignment generation."],"purpose":"Prevent duplicate or stale work from entering integration under an apparently valid assignment.","related_practices":["PAT:019","PAT:020","PAT:084"],"risks":["Clock assumptions, race conditions or coordinator failures can undermine a naive lease implementation.","A poorly defined target map can allow two owners to change the same business rule through different artifacts."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:032","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C11","file":"EN/chapters/chapter11.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define logical targets so semantically overlapping changes cannot evade ownership by touching different files.","Grant a bounded assignment only when the target is available and its prerequisites and review capacity are satisfied.","Require progress and submissions to carry the current assignment identity, intention revision and candidate evidence.","On expiry, cancellation or changed intention, invalidate affected concessions and preserve prior work as historical or pending reconciliation.","Accept a submission for review only after checking its current assignment and evidence, then release or explicitly transfer ownership."],"verification":["Competing requests for the same logical target cannot both obtain current ownership under the implemented model.","Stale generations, expired leases and duplicate event identities have explicit outcomes.","Submission checks use current authority and evidence, not only the state recorded when work started."],"when_not_to_use":["No shared mutable or duplicate target exists and a lease system would add needless complexity.","A local example is assumed to provide race-safe distributed ownership without further implementation."],"when_to_use":["Several agents or repeated triggers can act on the same backlog item or logical component.","A task can outlive its original contract revision, assignment or coordinator session."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Own the target above file level and manage leases explicitly. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F12"],"id":"PAT:033","kind":"practice_descriptor","label":"Budget and Observability: Price the Next Attempt","limitation":"Cost estimates depend on task mix and uncertain outcomes; benchmark performance or token prices alone cannot establish the return of this local workflow.","mapped":["C:C12","C:C13"],"printed":false,"streams":["T:Economics","T:Jobs & roles"],"summary":"Before another attempt, estimate its incremental burden and compare that decision with the cumulative task record. Include setup, generation, tools, verification, review, waiting and rejected work without double-counting. Use observations where available and label uncertain inputs. A cheap next call may still be a poor choice when checking capacity, authority or the probability of useful progress is missing.","topics":["K:Economic costs and return","K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"","volumes":["V06"],"year":""} 12 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F12 Economics, Infrastructure and Work ["OCC:LOOP:T08"] ["C:C12"] practice_descriptor Budget and Observability: Price the Next Attempt en Cost estimates depend on task mix and uncertain outcomes; benchmark performance or token prices alone cannot establish the return of this local workflow. ["LOOP:T08"] {"chapter_references":[{"id":"NDSE2:C12","role":"Thematic chapter guidance","title":"Economics, Jobs, Risk and Evidence-Based Adoption"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 12's thematic guidance. The historical family is F12. The example is illustrative, not a reported study.","example":"Illustrative example: After two unsuccessful repairs, a team considers a third model run or a short maintainer investigation. The ledger includes setup, tool use and the review already spent, while the next-step estimate separates those sunk costs from the new decision. An unresolved policy question makes another generation attempt ineligible regardless of its small token cost; the team routes the question to its owner.","language":"en","outputs":["Task cost ledger and next-action decision with assumptions.","Observed outcome, remaining budget and any revised continuation threshold."],"prerequisites":["A task ledger with stable event identities and distinct cost or time categories.","An eligible next action and explicit assumptions for unobserved costs or outcomes."],"purpose":"Make continuation an explicit engineering and economic decision while preserving required controls as eligibility conditions.","related_practices":["PAT:021","PAT:059","PAT:060"],"risks":["Ignoring review and integration can make a low-cost producer appear efficient while total accepted-change cost rises.","A precise spreadsheet can hide uncertainty about acceptance, correlated retries or rare consequential failures."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:033","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C12","file":"EN/chapters/chapter12.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Record costs already incurred, including failed attempts and initial setup, with observed and estimated values distinguishable.","Identify the next permitted action and the diagnostic or uncertainty it is expected to resolve.","Estimate its marginal execution, checking, reviewer and integration burden, accounting for existing capacity constraints.","Compare continuing, simplifying, using a human-led route or stopping under the same required controls.","Authorize the eligible choice through the task's existing budget rules, then record the actual outcome to improve later estimates."],"verification":["Cumulative accounting includes abandoned and rejected work as well as accepted results.","Person-time, elapsed waiting and cash charges are reported distinctly before aggregation.","The chosen action has both a valid permission path and a plausible information benefit under stated assumptions."],"when_not_to_use":["The proposed saving comes from omitting a required permission or independent check.","Only inference cost is available but the result is presented as total delivery cost."],"when_to_use":["A loop can spend more time or resources on repeated attempts, extra agents or another review stage.","A team compares candidate execution routes for the same class of accepted changes."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Track next-step and total cost, including setup and rejected attempts; do not transfer returns from benchmarks. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F06"],"id":"PAT:034","kind":"practice_descriptor","label":"Safety and Guardrails: Verification Is Not Authorization","limitation":"Verification can establish selected predicates without authenticating an approver or covering unmodeled effects; authorization cannot manufacture evidence that was never obtained.","mapped":["C:C06","C:C13"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Keep three questions separate: whether an operation is permitted, whether its result satisfies a check, and who may accept or publish the change. Enforce the permission envelope before execution and evaluate evidence afterward. A passing test, clean scanner or policy-shaped file supplies only its specific finding; none silently grants the authority of a neighboring decision.","topics":["K:Dependencies and agent supply chain","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"","volumes":["V06"],"year":""} 6 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F06 Security of the Toolchain and Its Effects ["OCC:LOOP:T09"] ["C:C06"] practice_descriptor Safety and Guardrails: Verification Is Not Authorization en Verification can establish selected predicates without authenticating an approver or covering unmodeled effects; authorization cannot manufacture evidence that was never obtained. ["LOOP:T09"] {"chapter_references":[{"id":"NDSE2:C06","role":"Thematic chapter guidance","title":"Securing Generated Code and Agent Runtimes"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 6's thematic guidance. The historical family is F06. The example is illustrative, not a reported study.","example":"Illustrative example: An agent creates a patch that passes functional tests and a dependency scan. Those findings support review of the candidate, but the task only authorizes local preparation. The release owner still decides deployment through the established process. Conversely, an owner may authorize a release review, but that permission cannot be described as evidence that an unrun security check passed.","language":"en","outputs":["Decision-rights map and enforced operation outcomes.","Candidate evidence plus a separate, scoped decision record."],"prerequisites":["Named decision rights for scope, tool access, acceptance and any external publication or release.","Checks whose supported claims and unverified boundaries are explicit."],"purpose":"Prevent technical success from being used to cross a boundary that requires a different owner's authority.","related_practices":["PAT:017","PAT:058","PAT:076"],"risks":["Combining all statuses into one green indicator can conceal which obligation remains unmet.","Repository text or generated metadata can impersonate an approval unless the real identity and authority path are checked."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:034","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C06","file":"EN/chapters/chapter06.tex","line":2,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Map the next operation to the actor, target and existing authority that would permit it.","Enforce that permission before the tool acts, independently of the model's confidence or expected result.","Run the relevant checks and record their actual scope, candidate revision and limitations.","Present the evidence to the role responsible for the next decision, preserving any missing authority or unresolved risk.","Record that decision separately and recheck applicability if the candidate, contract, destination or permissions change."],"verification":["No successful test or scanner result changes the execution permission profile.","The acceptance or publication decision identifies the responsible authority and the exact eligible candidate.","Missing evidence and missing authorization remain distinguishable in the final status."],"when_not_to_use":["An established workflow already separates permissions, checks and acceptance; map the practice to those controls instead of introducing parallel approval stages.","A small, pre-authorized edit has a clear owner and verification path; retain that path without adding redundant decision stages."],"when_to_use":["A workflow passes from candidate creation through review toward a consequential external action.","Several checks and actors contribute evidence that could be mistaken for one combined approval."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Verification, policy and authorization remain distinct decisions. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F11"],"id":"PAT:035","kind":"practice_descriptor","label":"Daily Triage: rank the rare urgent item","limitation":"A triage model can miss a rare urgent case or over-rank persuasive text; usefulness depends on the queue, evidence quality and the owner's review capacity.","mapped":["C:C08","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles","T:Productivity"],"summary":"Use a bounded triage pass to identify a small set of potentially urgent items from a larger stream, showing the evidence and uncertainty behind their proposed order. Preserve deferred work and route consequential cases to the right owner. This optional companion workflow proposes priorities; ranking an issue does not authorize a fix, a policy change or a message to an external party.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 8 PAT 2026-10-18 13.1 Companion variant COMPANION F11 Coordination, Governance and Adoption ["OCC:LOOP:T10"] ["C:C08"] practice_descriptor Daily Triage: rank the rare urgent item en A triage model can miss a rare urgent case or over-rank persuasive text; usefulness depends on the queue, evidence quality and the owner's review capacity. ["LOOP:T10"] {"chapter_references":[{"id":"NDSE2:C08","role":"Thematic chapter guidance","title":"Code Review and Trust Calibration"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 11's thematic guidance. The historical family is F11. The example is illustrative, not a reported study.","example":"Illustrative example: A daily repository queue contains many documentation suggestions and one report of changed replay behavior. The assistant flags the replay report because its linked reproduction may violate a protected invariant, while labeling the evidence incomplete. The owner checks the report and assigns the next action. The assistant's ranking does not permit it to change the replay policy or contact affected customers.","language":"en","outputs":["Ranked triage proposal with evidence, uncertainties and retained backlog.","Owner dispositions and later outcome observations."],"prerequisites":["A bounded source queue and explicit priority or escalation criteria.","A named triage owner with capacity to examine the proposed urgent set and a record of deferred items."],"purpose":"Focus limited human attention on items whose delay may matter, without converting automated ranking into unattended execution.","related_practices":["PAT:039","PAT:056","PAT:084"],"risks":["Overfitting the criteria to common items can hide the rare event the process was meant to surface.","Automated urgency labels can consume scarce review capacity and displace quieter but consequential work."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:035","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C08","file":"EN/chapters/chapter08.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Capture the queue snapshot and the time window, preserving item identity and current status.","Apply the stated criteria using linked evidence, separating urgency, impact, uncertainty and age where they mean different things.","Produce a small ranked proposal with reasons, missing information and any rule-based mandatory escalation.","Have the owner review uncertain or consequential cases and record a disposition without silently dropping the rest.","Review outcomes later, including missed urgent items and false alarms, and adjust the triage criteria or assistance only from those observations."],"verification":["Each proposed urgent item has a traceable reason tied to the stated criteria.","Deferred and unassessed items remain visible, including relevant ageing or follow-up needs.","Evaluation counts false alarms and missed urgent cases rather than only correct top-ranked suggestions."],"when_not_to_use":["The ranking would automatically trigger consequential actions without the queue owner's decision.","Available item descriptions omit the evidence needed to distinguish urgency from confident wording."],"when_to_use":["A queue is large enough that manually scanning every item repeatedly imposes a real burden.","The team can state what makes an item urgent and who decides its disposition."]} Optional companion variant English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. An optional triage example; proposed priority is not an authorized change. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F05"],"id":"PAT:036","kind":"practice_descriptor","label":"CI Sweeper: classify before fixing","limitation":"A classifier or a later passing rerun cannot reliably establish the cause of intermittent failures; evidence may remain insufficient to distinguish code, test and environment.","mapped":["C:C05","C:C13"],"printed":false,"streams":["T:Code quality & security","T:System knowledge & memory"],"summary":"Inspect failed continuous-integration work and classify the evidence before deciding whether a code repair is warranted. Distinguish a candidate regression, known baseline failure, environmental problem, potentially intermittent behavior and unresolved cause. The optional sweeper creates a routed diagnostic or bounded repair proposal; it does not infer that every red build is a software defect the agent may fix.","topics":["K:Architecture and modularity","K:Code reuse and duplication","K:Technical debt and complexity"],"url":"","volumes":["V06"],"year":""} 5 PAT 2026-10-18 13.1 Companion variant COMPANION F05 Architecture, Evolution and Maintenance ["OCC:LOOP:T11"] ["C:C05"] practice_descriptor CI Sweeper: classify before fixing en A classifier or a later passing rerun cannot reliably establish the cause of intermittent failures; evidence may remain insufficient to distinguish code, test and environment. ["LOOP:T11"] {"chapter_references":[{"id":"NDSE2:C05","role":"Thematic chapter guidance","title":"Quality, Architecture and Maintainability"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 5's thematic guidance. The historical family is F05. The example is illustrative, not a reported study.","example":"Illustrative example: A build fails during package retrieval before any changed code runs. A later rerun succeeds. The sweeper records an environmental candidate explanation and the two run identities, but does not declare the test flaky or alter source code. Another failure reproduces on the patch and not the baseline, providing a stronger basis for a focused repair proposal to the component owner.","language":"en","outputs":["Failure classification with diagnostic evidence and unresolved hypotheses.","Routed owner decision or scoped repair proposal with retained run history."],"prerequisites":["Job logs, exact candidate and baseline identities, and relevant environment information.","An agreed classification vocabulary that permits unknown and an owner for each route."],"purpose":"Reduce indiscriminate CI repair by making the failure type, candidate identity and appropriate owner explicit first.","related_practices":["PAT:009","PAT:014","PAT:015"],"risks":["Grouping failures by similar log text can combine unrelated causes.","Repeated reruns can hide an unstable environment and consume capacity without yielding a useful diagnosis."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:036","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C05","file":"EN/chapters/chapter05.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Capture the failure signature, command, revision, timing and environment details before logs expire or another run replaces them.","Compare the failure with the baseline and available related runs, avoiding claims unsupported by missing history.","Classify the evidence with a confidence boundary and list the observation needed to resolve competing explanations.","For a reproducible in-scope regression, create a bounded repair request; otherwise route the diagnostic to the appropriate maintainer or infrastructure owner.","Retain reruns and final dispositions so later success does not erase the original failure or create a false causal explanation."],"verification":["A classification is supported by actual runs and clearly separates observations from inferred causes.","A passing rerun does not delete the failure or automatically satisfy policies requiring investigation.","Any proposed repair has a relevant owner, bounded scope and evidence that distinguishes it from unrelated work."],"when_not_to_use":["The workflow reruns jobs until green and discards the failed observations.","The proposed repair crosses the current task scope or weakens a required check."],"when_to_use":["Many failed jobs require initial diagnosis before maintainers can assign work.","The same repository has both candidate regressions and infrastructure or pre-existing failures."]} Optional companion variant English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Classify a red build before repairing it; do not guarantee that a classifier can recognize flakiness. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F06"],"id":"PAT:037","kind":"practice_descriptor","label":"Dependency Sweeper: route by risk","limitation":"Version labels, release notes and passing tests can miss consequential compatibility or supply-chain changes; risk cannot be inferred from a version increment alone.","mapped":["C:C06","C:C13"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Route dependency updates according to their specific compatibility, provenance and effect risks instead of treating all version changes alike. Establish the package identity and proposed change, inspect relevant evidence, and create a proportionate review path. This optional maintenance workflow produces a candidate and risk record; passing CI does not authorize a dependency's adoption, its permissions or the merge.","topics":["K:Dependencies and agent supply chain","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"","volumes":["V06"],"year":""} 6 PAT 2026-10-18 13.1 Companion variant COMPANION F06 Security of the Toolchain and Its Effects ["OCC:LOOP:T12"] ["C:C06"] practice_descriptor Dependency Sweeper: route by risk en Version labels, release notes and passing tests can miss consequential compatibility or supply-chain changes; risk cannot be inferred from a version increment alone. ["LOOP:T12"] {"chapter_references":[{"id":"NDSE2:C06","role":"Thematic chapter guidance","title":"Securing Generated Code and Agent Runtimes"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 6's thematic guidance. The historical family is F06. The example is illustrative, not a reported study.","example":"Illustrative example: A dependency update changes only a declared version in the manifest but also changes the resolved parser used by the application. The sweeper records that transitive difference and proposes compatibility cases for the input formats the service supports. Even if those cases pass, the maintainer still assesses package provenance and the project-specific approval path before accepting the update.","language":"en","outputs":["Dependency change inventory and evidence-based routing decision.","Bounded update candidate with checks, owner and residual risks."],"prerequisites":["A known dependency baseline, lock or resolution record, and authorized update scope.","A dependency owner and access to relevant upstream or repository evidence."],"purpose":"Make dependency maintenance reviewable by connecting each proposed update to the behavior, trust boundary and owner it affects.","related_practices":["PAT:015","PAT:077","PAT:079"],"risks":["A harmless-looking top-level update can alter transitive code or installation behavior.","Treating vulnerability scanning as a complete safety verdict can miss provenance, licensing or operational questions outside its scope."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:037","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C06","file":"EN/chapters/chapter06.tex","line":2,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify the exact package, source, resolved version and proposed version, including transitive changes that affect the candidate.","Review relevant compatibility notes, provenance and build or runtime effects, retaining unknowns rather than inventing reassurance.","Route the candidate by the actual affected boundaries and project rules, assigning specialist review when justified.","Prepare the bounded update and run checks relevant to its use, including behavior that may not be covered by installation success.","Present the changed resolution, evidence and residual uncertainty for the authorized adoption and integration decision."],"verification":["The candidate's actual resolution matches the package identities and versions in the review record.","Checks cover the dependency's consequential local use rather than merely a successful install.","Unknown provenance, new privileges or compatibility gaps remain visible to the responsible approver."],"when_not_to_use":["Package identity or provenance is uncertain and the proposed automation would install first and investigate later.","The route assumes every patch-level version is harmless or every passing update may merge unattended."],"when_to_use":["A repository has recurring dependency updates that require different levels of investigation.","A maintainer needs to separate routine candidates from updates changing interfaces, build behavior or execution privileges."]} Optional companion variant English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Route updates by risk; green CI does not authorize the dependency or the merge. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:038","kind":"practice_descriptor","label":"Duplicate detection","limitation":"Similarity scores cannot establish semantic identity; deduplication can lose meaningful history or merge incompatible obligations if performed without contextual review.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Use retrieval or similarity analysis to propose records that may describe the same underlying issue, practice or change, then confirm the semantic relationship before consolidation. Preserve stable identifiers, source evidence and historical dispositions. A duplicate candidate may instead be a related topic, a recurrence, a different affected version or a distinct request with similar wording.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Companion variant COMPANION F09 Context, Memory and Handoffs ["OCC:LOOP:T13"] ["C:C09"] practice_descriptor Duplicate detection en Similarity scores cannot establish semantic identity; deduplication can lose meaningful history or merge incompatible obligations if performed without contextual review. ["LOOP:T13"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 9's thematic guidance. The historical family is F09. The example is illustrative, not a reported study.","example":"Illustrative example: Two issue titles both say export order is unstable. One concerns the current CSV endpoint; the other concerns historical PDF reports and has a different reproduction. The system proposes them as similar, but the maintainer marks them related rather than duplicate. Two genuinely identical reports can point to one investigation while their original reporters' evidence and affected revisions remain intact.","language":"en","outputs":["Candidate duplicate report and reviewed relationship decisions.","Canonical links or aliases with preserved original history."],"prerequisites":["Stable record identifiers with source links, affected versions and current status.","A responsible reviewer and a way to represent related, duplicate, recurring and unresolved relationships."],"purpose":"Reduce repeated investigation while retaining distinctions needed for ownership, version history and accountable decisions.","related_practices":["PAT:008","PAT:016","PAT:062"],"risks":["Collapsing separate incidents can hide repeated failures that should inform maintenance priorities.","Retaining only the most complete-looking record can discard a counterexample that changes the diagnosis."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:038","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Retrieve candidate pairs or groups using labels, content and relevant metadata, retaining the basis for the suggestion.","Compare the underlying outcome, affected component, version, reproduction and requested action rather than the title alone.","Classify the relationship explicitly and identify any uncertainty that needs the record owner.","If consolidation is justified, choose a canonical navigation target while preserving every original record and its provenance.","Link the records and retain their historical dispositions, ensuring searches can still discover aliases and explain the consolidation."],"verification":["Each duplicate decision states the shared underlying behavior and the evidence supporting identity.","Canonical navigation preserves original identifiers, provenance and any version-specific exceptions.","A review sample checks false merges and missed duplicates, including records with misleadingly similar titles."],"when_not_to_use":["The source records lack enough evidence to determine whether they concern the same behavior.","The process would delete or close items automatically based only on textual similarity."],"when_to_use":["A catalogue or issue queue contains repeated titles, paraphrases or overlapping reports.","Maintainers need to locate prior work before deciding whether a new item is genuinely redundant."]} Optional companion variant English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Confirm retrieval-proposed duplicates semantically and preserve historical records. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F08"],"id":"PAT:039","kind":"practice_descriptor","label":"PR babysitter","limitation":"PR status can lag behind changing code, base branches or policy; a green dashboard and absence of comments do not prove review readiness or acceptance.","mapped":["C:C08","C:C13"],"printed":false,"streams":["T:Productivity","T:Verification & review"],"summary":"Monitor a pull request's current candidate, required checks, review findings and unresolved dependencies to propose its next action. Bind every readiness claim to the exact revision and relevant authority. This optional companion workflow helps maintainers follow evidence as a PR changes; it must distinguish a truly eligible review candidate from a false-ready status based on stale or incomplete information.","topics":["K:AI as reviewer","K:Automation bias and trust","K:Review capacity and maintainers"],"url":"","volumes":["V06"],"year":""} 8 PAT 2026-10-18 13.1 Companion variant COMPANION F08 Critique, Review and Trust ["OCC:LOOP:T14"] ["C:C08"] practice_descriptor PR babysitter en PR status can lag behind changing code, base branches or policy; a green dashboard and absence of comments do not prove review readiness or acceptance. ["LOOP:T14"] {"chapter_references":[{"id":"NDSE2:C08","role":"Thematic chapter guidance","title":"Code Review and Trust Calibration"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 8's thematic guidance. The historical family is F08. The example is illustrative, not a reported study.","example":"Illustrative example: A pull request passed checks, then received a new commit adjusting replay behavior. The monitor finds that the visible approval and independent replay result concern the previous revision. It reports the precise stale evidence and prepares the current diff for review. Answering the earlier comment or seeing one green job does not restore readiness until the applicable evidence is renewed under the repository's policy.","language":"en","outputs":["Revision-specific readiness report with blockers and next actions.","Evidence renewal and disposition history, including false-ready observations."],"prerequisites":["Access to current candidate and base identities, required checks and review dispositions.","A project-defined readiness policy and a named owner for exceptions or acceptance."],"purpose":"Reduce forgotten review obligations without replacing the maintainer's decision with an automated status summary.","related_practices":["PAT:003","PAT:010","PAT:082"],"risks":["Automated reminders can add noise or pressure without resolving the actual missing decision.","A stale approval can look authoritative when its associated candidate identity is hidden."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:039","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C08","file":"EN/chapters/chapter08.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Capture the current PR revision, relevant base, contract or requirement revision and mandatory evidence.","Associate each check and substantive review finding with the candidate it actually concerns.","Identify stale evidence, unresolved findings, missing decisions and dependency changes rather than flattening them into one status.","Propose the next bounded action, such as rerunning a check, requesting a clarification or presenting a current bundle to the reviewer.","Recompute readiness after changes and retain false-ready incidents as an explicit outcome for improving the monitor."],"verification":["Every required result and review disposition matches the revision or supported scope claimed.","A newly pushed commit or relevant base change invalidates only the evidence whose applicability must be renewed.","The monitor can demonstrate a false-ready case and reports it separately from ordinary waiting."],"when_not_to_use":["The monitor would merge because checks appear green or comments have been answered.","It cannot determine whether a result or review applies to the current candidate."],"when_to_use":["Pull requests wait across multiple revisions, checks and reviewer exchanges.","Maintainers need a compact view of what specifically blocks the next legitimate stage."]} Optional companion variant English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Base PR status on evidence for the correct revision; record false-ready as a distinct outcome. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F05"],"id":"PAT:040","kind":"practice_descriptor","label":"Post-merge cleanup","limitation":"Apparently unused code, files or branches may still support consumers, rollback or historical explanation; cleanup evidence can be incomplete.","mapped":["C:C05","C:C13"],"printed":false,"streams":["T:Code quality & security","T:System knowledge & memory"],"summary":"Inspect the integrated result for justified follow-up maintenance, such as obsolete temporary artifacts, duplicated explanations or incomplete handoff notes. Produce scoped proposals with evidence and ownership before making further changes. Merge is a new baseline for inspection, not standing permission for broad cleanup or proof that every leftover item is safe to remove.","topics":["K:Architecture and modularity","K:Code reuse and duplication","K:Technical debt and complexity"],"url":"","volumes":["V06"],"year":""} 5 PAT 2026-10-18 13.1 Brief thematic reference RINVIO_BREVE F05 Architecture, Evolution and Maintenance ["OCC:LOOP:T15"] ["C:C05"] practice_descriptor Post-merge cleanup en Apparently unused code, files or branches may still support consumers, rollback or historical explanation; cleanup evidence can be incomplete. ["LOOP:T15"] {"chapter_references":[{"id":"NDSE2:C05","role":"Thematic chapter guidance","title":"Quality, Architecture and Maintainability"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 5's thematic guidance. The historical family is F05. The example is illustrative, not a reported study.","example":"Illustrative example: After an API migration merges, a temporary compatibility note appears outdated. The maintainer checks that the old endpoint still serves one documented client, so the note remains with a revised validity statement. An unused migration scratch file can be removed within the authorized cleanup scope. A broader rewrite of the adapter becomes a separate proposal with its own behavior and review requirements.","language":"en","outputs":["Scoped maintenance proposal or authorized cleanup candidate.","Verified result and rationale for items retained, changed or deferred."],"prerequisites":["An identified integrated baseline and the original task's actual cleanup authorization.","An owner for each affected target and evidence of the artifact's current purpose or obsolescence."],"purpose":"Keep integration from leaving avoidable maintenance burden while preserving the obligations and history needed by the next engineer.","related_practices":["PAT:015","PAT:031","PAT:054"],"risks":["Broad cleanup can obscure the original change and create unrelated regressions.","Deleting evidence too early can make later diagnosis or rollback reasoning harder even when the running code is unaffected."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:040","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C05","file":"EN/chapters/chapter05.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Inspect the integrated diff and deferred-work record for specific follow-up candidates rather than scanning for unrestricted rewrites.","For each candidate, identify its purpose, consumers, retention needs and the consequence of leaving or changing it.","Separate cleanup already authorized by the task from new maintenance proposals that need their own scope decision.","Apply eligible changes in a bounded candidate and verify the relevant behavior, documentation or recovery path.","Record the outcome and preserve the rationale for retained items or deferred proposals so a later sweeper does not rediscover the same uncertainty."],"verification":["Each removal or rewrite has evidence about its purpose and affected consumers.","The candidate stays within explicit cleanup authority and preserves required historical or recovery artifacts.","Relevant checks run on the integrated baseline rather than an obsolete pre-merge workspace."],"when_not_to_use":["The proposed cleanup has no demonstrated consequence beyond aesthetic preference.","Deletion could remove user work, recovery evidence or a consumer whose existence has not been checked."],"when_to_use":["A completed change leaves known temporary scaffolding or an explicitly deferred maintenance item.","Integration reveals duplicated or outdated material that a maintainer should assess."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Use this as a source of maintenance proposals, not automatic authorization to rewrite. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:041","kind":"practice_descriptor","label":"Changelog drafter","limitation":"Commits and PR descriptions can misstate behavior or deployment status; a coherent narrative can still omit breaking effects or promote unfinished work.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Draft a changelog from a defined change range and attributable evidence, separating implemented changes, user-visible effects, unresolved work and actual release status. Preserve links that let a reviewer challenge each material statement. The draft communicates verified scope; it is not itself proof that work completed, was accepted, reached production or produced the claimed benefit.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Companion variant COMPANION F09 Context, Memory and Handoffs ["OCC:LOOP:T16"] ["C:C09"] practice_descriptor Changelog drafter en Commits and PR descriptions can misstate behavior or deployment status; a coherent narrative can still omit breaking effects or promote unfinished work. ["LOOP:T16"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 9's thematic guidance. The historical family is F09. The example is illustrative, not a reported study.","example":"Illustrative example: A website update translates practice descriptions and adds a catalogue collection. The draft points to the changed catalogue data and verified navigation, while distinguishing those completed package changes from deployment to the public site. It does not say the update is live merely because a ZIP exists. A reviewer checks the range and removes a claim about unrelated articles that were not changed in this release.","language":"en","outputs":["Reviewed changelog draft with evidence links and defined revision range.","Publication disposition and any unresolved wording or status questions."],"prerequisites":["Identified baseline and target revisions with relevant issue, diff and verification records.","An editor or release owner who can confirm the audience, terminology and publication status."],"purpose":"Turn a set of changes into an accurate reader-facing account without letting generated prose enlarge the delivered scope.","related_practices":["PAT:029","PAT:038","PAT:062"],"risks":["An attractive summary can overstate the scope by repeating a PR's original ambition.","Grouping changes too aggressively can hide an action users must take or an important compatibility boundary."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:041","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Establish the exact comparison range and distinguish accepted changes from proposals, reverted work and unrelated commits.","Inspect the actual diff and supporting records, identifying externally meaningful behavior and any compatibility or migration implications.","Draft concise claims linked to their evidence, labeling unknown deployment or validation status rather than filling gaps.","Have the responsible reviewer check completeness, wording, breaking effects and the relationship between code changes and actual release.","Publish only through the authorized process and preserve the reviewed range and evidence links for future correction."],"verification":["Every material statement is supported by the selected change range and relevant evidence.","The text distinguishes implementation, acceptance, publication and measured outcomes where those statuses differ.","Known incompatibilities, required user actions and incomplete work are accurately represented."],"when_not_to_use":["The release range or actual publication status is unknown.","The draft would infer user benefits or completed work from plans, commit messages or unreviewed proposals alone."],"when_to_use":["A release or update has a clear baseline and target whose differences need explanation.","Maintainers need a concise draft that traces claims to the accepted change record."]} Optional companion variant English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Provide a sourced draft for review; release notes are not evidence of completion. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F12"],"id":"PAT:042","kind":"practice_descriptor","label":"Capstone orchestra","limitation":"An impressive multi-component demonstration can conceal duplicated work and correlated errors; exercise completion does not establish production value or independently retained skill.","mapped":["C:C12","C:C13"],"printed":false,"streams":["T:Economics","T:Jobs & roles"],"summary":"Compose several practices around one concrete capstone task only when each mechanism addresses a named uncertainty and justifies its marginal cost. Define the authorized outcome, shared evidence and decision rights before coordinating components. This retained companion concept is an integration exercise, not evidence that a large orchestration stack improves every task or that course materials establish operational results.","topics":["K:Economic costs and return","K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"","volumes":["V06"],"year":""} 12 PAT 2026-10-18 13.1 Brief thematic reference RINVIO_BREVE F12 Economics, Infrastructure and Work ["OCC:LOOP:T17"] ["C:C12"] practice_descriptor Capstone orchestra en An impressive multi-component demonstration can conceal duplicated work and correlated errors; exercise completion does not establish production value or independently retained skill. ["LOOP:T17"] {"chapter_references":[{"id":"NDSE2:C12","role":"Thematic chapter guidance","title":"Economics, Jobs, Risk and Evidence-Based Adoption"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor, NDSE2 Chapter 13's practice-selection guidance and Chapter 12's thematic guidance. The historical family is F12. The example is illustrative, not a reported study.","example":"Illustrative example: A capstone updates a small service and its documentation. The team compares an interactive route with a bounded maker and an independent checker, using the same requirements and behavior cases. It records setup, review and integration effort rather than counting generated artifacts. An additional debate agent is omitted because no unresolved decision needs it; any educational benefit is assessed separately through the learner's later independent work.","language":"en","outputs":["Composition and decision record with integrated candidate evidence.","Cost and learning observations, plus reasons to keep, simplify or retire mechanisms."],"prerequisites":["A bounded task contract, independent outcome checks and a named integration owner.","A simpler eligible comparison route plus a ledger for setup, coordination, verification and review."],"purpose":"Assess whether the selected mechanisms work together to deliver one accountable outcome at an acceptable total burden.","related_practices":["PAT:033","PAT:056","PAT:060"],"risks":["A complex demonstration can reward visible activity while shifting the real burden into review.","Reusing illustrative course inputs as measurements can create a fabricated return or effectiveness claim."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:042","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C12","file":"EN/chapters/chapter12.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["State the outcome and consequential uncertainties, including the minimum controls required regardless of the chosen machinery.","Assign a purpose to every proposed component and omit those that do not change a necessary decision or useful observation.","Define interfaces, ownership, permission boundaries and evidence identities so one component cannot assume another's authority.","Run the bounded composition, retaining failures, handoff losses, rejected work and the actual integration burden.","Evaluate the accepted result and the marginal value of each mechanism, then simplify or stop where the evidence does not support keeping it."],"verification":["Every retained component has a named purpose, output and accountable integration boundary.","The outcome evidence concerns the integrated candidate and preserves required independence and authority.","Cost or learning conclusions distinguish observed pilot results, assumptions, unverified course claims and unknown follow-up."],"when_not_to_use":["The objective is to demonstrate as many agents or tools as possible.","Course examples, completion statistics or cost inputs have not been checked but would be presented as observed results."],"when_to_use":["A learning or pilot task needs to examine interactions among scope, execution, verification, review and handoff.","Simpler routes have an identified limitation that an added mechanism could plausibly address."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Composition is useful only when it justifies marginal cost; verify course data before reusing it. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F04"],"id":"PAT:043","kind":"practice_descriptor","label":"Spec-First Generation","limitation":"A specification can be internally clear yet omit a consequential stakeholder requirement; generation does not resolve that omission.","mapped":["C:C04","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Establish the intended behavior and representative scenarios before asking an assistant to generate a candidate implementation. The specification states obligations that an accountable owner has authorized; the implementation plan proposes how to satisfy them. Keep these separate so a convenient design cannot quietly redefine success.","topics":["K:Independent verification and oracles","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 4 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F04 Intentions, Contracts and Specifications ["OCC:NDSE:01"] ["C:C04"] practice_descriptor Spec-First Generation en A specification can be internally clear yet omit a consequential stakeholder requirement; generation does not resolve that omission. ["NDSE:01"] {"chapter_references":[{"id":"NDSE2:C04","role":"Thematic chapter guidance","title":"Intentions, Contracts and Iterative Change"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 4 and 13 thematic guidance. Family F04 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A service must preserve the response originally stored for a repeated request. The specification records the request identity, permitted payload, and expected historical response before an agent chooses a storage design. When the agent proposes reevaluating the request under current policy, the owner can identify a contract violation without debating the programming language or persistence library.","language":"en","outputs":["A versioned behavior contract with scenarios.","A separately revisable implementation plan and an impact list."],"prerequisites":["A named owner can resolve consequential behavior questions.","Existing obligations, affected consumers, and authoritative scenarios are accessible."],"purpose":"Make the acceptance question inspectable before implementation choices begin to shape the apparent requirements.","related_practices":["PAT:067","PAT:044","PAT:061"],"risks":["Copying implementation behavior into the specification can preserve an existing defect.","An elaborate document may hide a missing decision behind polished prose."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:043","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C04","file":"EN/chapters/chapter04.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Describe outcomes, boundaries, exclusions, and failure behavior without prescribing unnecessary implementation details.","Write ordinary, boundary, and negative scenarios; record where each expected result comes from.","Resolve blocking questions with the owner and version the approved answers together with remaining explicit unknowns.","Ask for an implementation plan that references the obligations; reject plan choices that silently change them.","Generate within the permitted scope, then compare the candidate with the approved scenarios and required regressions."],"verification":["Each material acceptance claim traces to an authorized behavior statement.","The plan can change without changing the approved expected outcomes.","Unresolved high-consequence questions block the affected candidate rather than becoming implementation assumptions."],"when_not_to_use":["The purpose is still an exploratory hypothesis; first authorize a bounded experiment and label its provisional assumptions."],"when_to_use":["A change affects observable behavior, compatibility, policy, or an interface used by others.","Several implementations are plausible and reviewers need a common basis for judging them."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Establish authorized intention and scenarios before the candidate; keep the specification distinct from the plan. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F07"],"id":"PAT:044","kind":"practice_descriptor","label":"Test-Driven AI Development","limitation":"Passing tests establish behavior for their checked conditions; even independent expectations do not provide complete defect coverage.","mapped":["C:C07","C:C13"],"printed":false,"streams":["T:Verification & review","T:What agents can do"],"summary":"Write and examine tests before AI-assisted implementation, deriving expected results from an independently authorized behavior reference. Preserve the initial failing case, implement a bounded change, and rerun the relevant checks. The value comes from the quality and protection of the oracle, not merely the order in which files were created.","topics":["K:Dataset provenance and dependency","K:Independent verification and oracles"],"url":"","volumes":["V06"],"year":""} 7 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F07 Tests, Oracles and Acceptance Evidence ["OCC:NDSE:02"] ["C:C07"] practice_descriptor Test-Driven AI Development en Passing tests establish behavior for their checked conditions; even independent expectations do not provide complete defect coverage. ["NDSE:02"] {"chapter_references":[{"id":"NDSE2:C07","role":"Thematic chapter guidance","title":"Independent Verification and the Oracle Problem"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 7 and 13 thematic guidance. Family F07 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: An old routing function approves a flagged request. Before repair, a reviewer derives a rejection expectation from the approved policy and records the failing case. The agent changes the routing condition. The same protected test now passes, while a nearby ordinary request remains covered. A new test that simply copies the agent’s output would not supply that independent challenge.","language":"en","outputs":["An independently grounded failing case and its post-change result.","A candidate-bound test report with oracle provenance."],"prerequisites":["A protected expectation source and a reproducible test environment.","The maker cannot silently rewrite mandatory acceptance checks."],"purpose":"Prevent a candidate and its generated tests from agreeing on the same incorrect interpretation of required behavior.","related_practices":["PAT:014","PAT:027","PAT:082"],"risks":["Tests generated from a defective implementation can encode its defect as the expected answer.","A maker with write access to the oracle can turn a real failure into a misleading pass."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:044","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C07","file":"EN/chapters/chapter07.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify the requirement and independently derive the expected result, retaining its version and owner.","Create a focused check and confirm that it fails on the relevant wrong behavior for the intended reason.","Record the failure before implementation; distinguish a meaningful assertion failure from broken test setup.","Let the maker implement the smallest coherent repair while retaining the approved expectation.","Rerun the focused check and mandatory regressions; keep maker-written supplementary tests clearly identified."],"verification":["The original wrong implementation fails a named behavioral assertion.","The corrected candidate passes without an unapproved expectation change.","Boundary and regression checks cover relevant neighboring behavior, with omissions recorded."],"when_not_to_use":["Expected behavior is disputed or unavailable; clarify it before treating an assertion as an acceptance oracle."],"when_to_use":["A defect has a reproducible input and an authoritative expected outcome.","New behavior can be expressed through examples, invariants, or an established interface contract."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Test-first work requires independently grounded expected results; a green result is local to its oracle. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F01"],"id":"PAT:045","kind":"practice_descriptor","label":"Exploratory Vibe Coding","limitation":"An attractive or apparently complete prototype does not establish maintainability, security, accessibility, or readiness for operational use.","mapped":["C:C01","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Use conversational generation to explore a design question in a reversible setting. State the hypothesis, permitted effects, and disposal or adoption decision before iterating. A promising prototype can reveal an interaction or feasibility issue, but becoming a maintained product requires a separate decision about ownership, evidence, and operational obligations.","topics":["K:Developer workflow and adoption","K:Human-agent collaboration"],"url":"","volumes":["V06"],"year":""} 1 PAT 2026-10-18 13.1 Retain CONSERVARE F01 Scope, Exploration and Accountability ["OCC:NDSE:03"] ["C:C01"] practice_descriptor Exploratory Vibe Coding en An attractive or apparently complete prototype does not establish maintainability, security, accessibility, or readiness for operational use. ["NDSE:03"] {"chapter_references":[{"id":"NDSE2:C01","role":"Thematic chapter guidance","title":"AI Changes the Unit of Software Work"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 1 and 13 thematic guidance. Family F01 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A team compares two ways to display policy exceptions using synthetic requests. An assistant generates both interfaces, and the owner observes whether users can distinguish historical and current decisions. The preferred sketch becomes design evidence. Before it enters the maintained service, the team must still review its data model, authorization behavior, accessibility, tests, and ongoing ownership.","language":"en","outputs":["A bounded prototype and an observation log.","A disposal decision or scoped adoption proposal."],"prerequisites":["A clear exploratory question, short time budget, and experiment owner.","Disposable data and an environment with bounded effects."],"purpose":"Answer an uncertain design question cheaply enough to discard the experiment when its premise fails.","related_practices":["PAT:043","PAT:017","PAT:048"],"risks":["Visual polish can encourage premature promotion and hide missing operational behavior.","Repeated exploratory changes can accumulate dependencies that make supposedly disposable work difficult to abandon."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:045","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C01","file":"EN/chapters/chapter01.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Name the question the prototype should answer and what observation would make it unhelpful.","Set the writable scope, permitted tools, data boundary, and stopping condition before generation.","Iterate on the uncertain aspect; record assumptions and manual shortcuts as they are introduced.","Exercise the relevant interaction or technical path and separate observations from guesses about broader behavior.","Conclude with discard, another bounded experiment, or an explicit adoption proposal that identifies unmet engineering obligations."],"verification":["The recorded finding answers the original exploratory question.","No prototype shortcut is silently represented as an approved product requirement.","Any proposed adoption names the missing evidence and the responsible decision maker."],"when_not_to_use":["The work would immediately control sensitive decisions or irreversible effects without an adequate authorized delivery path."],"when_to_use":["A team is comparing interaction ideas or testing a narrow technical possibility.","Requirements are provisional and the artifact can remain isolated from consequential users and systems."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Keep reversible exploration separate from the decision to adopt its result. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:046","kind":"practice_descriptor","label":"Small Verifiable Chunks","limitation":"Artificially tiny edits can obscure a cross-cutting invariant and increase integration work rather than make verification easier.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Divide work into increments whose behavior and impact can be meaningfully checked. A small chunk has one coherent acceptance question, bounded dependencies, and a reviewable result; its size is not determined by line count. Use that semantic scope inside a cycle without assuming that the chunk and the execution cycle are identical concepts.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F03 Delegation, Execution and Stopping ["OCC:NDSE:04"] ["C:C03"] practice_descriptor Small Verifiable Chunks en Artificially tiny edits can obscure a cross-cutting invariant and increase integration work rather than make verification easier. ["NDSE:04"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 3 and 13 thematic guidance. Family F03 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: Changing how historical requests are replayed touches a handler, storage adapter, and contract test. Those files belong to one verifiable behavior and stay together. A nearby formatting cleanup and a new reporting endpoint become separate items. If a regression fails, the reviewer can relate it to replay semantics instead of reconstructing three unrelated changes.","language":"en","outputs":["A scoped work item with acceptance and regression checks.","A reviewable candidate and separate follow-up items."],"prerequisites":["The intended outcome and affected interfaces are understood.","Relevant checks and required integration obligations are identifiable."],"purpose":"Give a reviewer enough context to diagnose whether a particular intended change has been achieved.","related_practices":["PAT:081","PAT:015","PAT:056"],"risks":["Using file count as a proxy for simplicity can split behavior across incompatible changes.","Local passes can conceal an integration failure when each chunk is checked in isolation."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:046","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["State the behavioral outcome in one sentence and identify what remains explicitly outside the item.","Trace the dependencies required to make that outcome coherent; include necessary files even when this enlarges the diff.","Choose a focused acceptance check and the regressions that protect neighboring obligations.","Implement and inspect the increment as a unit, recording any newly discovered dependency or ambiguity.","Return an independently reviewable result; create a separate item for unrelated findings instead of broadening the current one."],"verification":["The item has one explainable acceptance question and a traceable result.","Its boundaries include the dependencies necessary to preserve the relevant invariant.","The proposed split leaves a viable integration path and records remaining work."],"when_not_to_use":["Splitting would temporarily violate an invariant that must change atomically across several components."],"when_to_use":["A proposed patch contains multiple unrelated outcomes or failures are difficult to attribute.","An agent needs an item that fits the available evidence, review capacity, and execution budget."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Small means semantically verifiable; connect it to one-item execution without confusing a chunk with a cycle. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:047","kind":"practice_descriptor","label":"Context Engineering","limitation":"Context selection can improve traceability, but it cannot ensure that the model understands the system or notices every omission.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Assemble the minimum relevant context while preserving the distinction between instructions, retrieved information, task state, and authorized evidence. Give each item a role, version, source, and validity scope. This helps an assistant reason from the right material without treating a plausible retrieved passage or an old checkpoint as current decision authority.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F09 Context, Memory and Handoffs ["OCC:NDSE:05"] ["C:C09"] practice_descriptor Context Engineering en Context selection can improve traceability, but it cannot ensure that the model understands the system or notices every omission. ["NDSE:05"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 9 and 13 thematic guidance. Family F09 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: An agent repairing a replay endpoint receives the current contract, a historical policy note, a storage map, and the last failed check. The historical note explains an old response but cannot authorize behavior for new requests. The context bundle makes that distinction explicit, preventing the assistant from applying yesterday’s threshold simply because it is well documented.","language":"en","outputs":["A typed, task-specific context bundle.","A record of unresolved questions and refresh triggers."],"prerequisites":["A task envelope identifies the decision and permissible actions.","Source locators, versions, and knowledge owners are available where material."],"purpose":"Reduce mistakes caused by missing system knowledge, conflicting context roles, or stale information presented without qualification.","related_practices":["PAT:029","PAT:016","PAT:072"],"risks":["Context stuffing can bury the deciding constraint beneath relevant-looking detail.","Repository prose or retrieved content can be mistaken for operational instructions."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:047","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["List what must be known to perform and check the task, separating obligations from background explanation.","Retrieve specific passages or artifacts with their locators and revision scope rather than indiscriminately copying entire collections.","Label authoritative decisions, observations, tentative inferences, and historical records so their roles remain visible.","Create a concise working state containing the current objective, evidence, open questions, and next permitted action.","Refresh affected context after a relevant change; retain obsolete records as history while excluding them from current authority."],"verification":["Material claims link to identifiable sources and validity scopes.","The bundle separates approved instructions from retrieved or inferred information.","A changed rule triggers refresh of the affected task state and dependencies."],"when_not_to_use":["The real blocker is an absent policy decision; supplying more context cannot create the missing authority."],"when_to_use":["A brownfield task depends on repository conventions, historical rationale, or external decisions.","Long sessions repeatedly lose important constraints or accumulate irrelevant retrieved material."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Instructions, retrieval, task state, and authorized evidence are not interchangeable. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F10"],"id":"PAT:048","kind":"practice_descriptor","label":"The Explainability Test","limitation":"A person can explain a flawed design coherently, and a correct implementation can exceed their present ability to explain it.","mapped":["C:C10","C:C13"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Ask a developer to reconstruct how a candidate works, why its invariants hold, and where it could fail. Evaluate that explanation as a comprehension task using concrete predictions and evidence. A clear explanation can expose missing understanding, but persuasive language, whether produced by a person or an assistant, is insufficient proof that the implementation is correct.","topics":["K:Cognitive offloading and skill debt","K:Human cognitive load","K:Onboarding and developer fluency","K:Remote work and apprenticeship","K:Skills formation and teaching"],"url":"","volumes":["V06"],"year":""} 10 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F10 Competence, Learning and Mentoring ["OCC:NDSE:06"] ["C:C10"] practice_descriptor The Explainability Test en A person can explain a flawed design coherently, and a correct implementation can exceed their present ability to explain it. ["NDSE:06"] {"chapter_references":[{"id":"NDSE2:C10","role":"Thematic chapter guidance","title":"Developer Learning, Mentoring and Comprehension Debt"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 10 and 13 thematic guidance. Family F10 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: After accepting an AI-assisted storage refactor, a maintainer predicts what a repeated request returns after a policy update. They trace the lookup key, stored response, and conflict path before observing the run. If the explanation depends on reevaluating current policy, the reviewer has found a comprehension gap even when the existing regression suite happens to pass.","language":"en","outputs":["A short comprehension assessment with observed gaps.","A targeted explanation, repair, or transfer exercise."],"prerequisites":["A bounded candidate and a relevant behavioral contract.","Questions with observable answers and a reviewer who can assess the reasoning."],"purpose":"Check whether the person expected to maintain or review a change has a usable mental model of its behavior.","related_practices":["PAT:050","PAT:055","PAT:044"],"risks":["A fluent assistant-written answer can substitute for the learner’s own reconstruction.","Confidence or presentation quality can bias assessment away from the actual reasoning."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:048","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C10","file":"EN/chapters/chapter10.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Select a consequential path or invariant rather than asking for a general code tour.","Ask the learner to predict a concrete outcome before running the program or consulting an assistant.","Require a walkthrough connecting the prediction to specific code, data, and authorized behavior.","Introduce a counterexample or small variation and ask what must change, what remains stable, and why.","Compare the explanation with execution evidence, record misconceptions, and give a targeted follow-up task."],"verification":["The learner predicts behavior on an unseen variation, not just the demonstrated example.","Claims about code paths and invariants withstand inspection and relevant execution.","Misconceptions lead to a corrective exercise whose result is assessed separately."],"when_not_to_use":["The only goal is to prove correctness; use independent tests and other appropriate evidence as well."],"when_to_use":["A developer adopts generated code they did not substantially construct themselves.","A handoff or review depends on understanding an invariant, failure path, or design tradeoff."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Treat explanation as a comprehension task, not sufficient evidence of correctness. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F05"],"id":"PAT:049","kind":"practice_descriptor","label":"Runtime-in-the-Loop","limitation":"Runtime evidence covers the exercised environment, inputs, and observation window; untested operational properties remain unresolved.","mapped":["C:C05","C:C13"],"printed":false,"streams":["T:Code quality & security","T:System knowledge & memory"],"summary":"Bring observed execution into a development decision by connecting a runtime question to an expected result, a controlled scenario, and the candidate that was run. Use logs, traces, or measurements to resolve that question. Record conditions and limitations so a successful local observation is not presented as an unperformed production or performance evaluation.","topics":["K:Architecture and modularity","K:Code reuse and duplication","K:Technical debt and complexity"],"url":"","volumes":["V06"],"year":""} 5 PAT 2026-10-18 13.1 Expand the operational treatment AMPLIARE F05 Architecture, Evolution and Maintenance ["OCC:NDSE:07"] ["C:C05"] practice_descriptor Runtime-in-the-Loop en Runtime evidence covers the exercised environment, inputs, and observation window; untested operational properties remain unresolved. ["NDSE:07"] {"chapter_references":[{"id":"NDSE2:C05","role":"Thematic chapter guidance","title":"Quality, Architecture and Maintainability"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 5 and 13 thematic guidance. Family F05 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A representation migration appears to preserve request replay. The team starts with a stored response from the earlier policy, restarts the service with the new representation, and repeats the request. The captured response and storage trace answer the replay question. They do not establish throughput under load, recovery from every failure, or behavior on a different deployment configuration.","language":"en","outputs":["A reproducible scenario and captured runtime evidence.","A bounded conclusion with the resulting engineering action."],"prerequisites":["An explicit question, expected behavior, and safe execution environment.","A known candidate version and instruments appropriate to the question."],"purpose":"Replace speculative reasoning about an exercised path with inspectable observations that affect the next engineering decision.","related_practices":["PAT:054","PAT:082","PAT:014"],"risks":["Instrumentation may miss the deciding event or alter the behavior under examination.","A familiar local setup can encourage unjustified claims about operational performance."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:049","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C05","file":"EN/chapters/chapter05.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["State the claim to examine and define the input, initial state, and expected observation before execution.","Record the candidate, configuration, data, command, and relevant environmental assumptions.","Run the scenario and capture the raw observation without replacing unexpected results with the intended story.","Compare observations with the expectation; classify a mismatch as a candidate defect, environment issue, or unresolved requirement.","Use the diagnosis to choose a bounded repair or further experiment, retaining both positive and negative results."],"verification":["The reported result can be traced to a real invocation and candidate snapshot.","The observation tests the stated expectation rather than a convenient substitute.","Unmeasured claims and environmental differences remain explicit in the decision."],"when_not_to_use":["The required experiment would cause unauthorized external effects or cannot produce a trustworthy observation."],"when_to_use":["A behavior depends on state, integration, ordering, or runtime configuration that static reading leaves uncertain.","An architectural change needs evidence that a relevant behavior survives the new representation."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Connect runtime observation to an expectation and decision; do not claim measurements that were not executed. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F10"],"id":"PAT:050","kind":"practice_descriptor","label":"Learning Loop Preservation","limitation":"A well-designed learning activity is a proposed mechanism; durable skill gains require observation and cannot be promised from the workflow alone.","mapped":["C:C10","C:C13"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Preserve opportunities to predict, diagnose, explain, and repair while using AI assistance. Define the capability a learner should retain, design tasks that require their own reasoning, and assess transfer separately from immediate completion. Assistance can remain available, but its output must not be mistaken for evidence that the learner can perform the same judgment independently.","topics":["K:Cognitive offloading and skill debt","K:Human cognitive load","K:Onboarding and developer fluency","K:Remote work and apprenticeship","K:Skills formation and teaching"],"url":"","volumes":["V06"],"year":""} 10 PAT 2026-10-18 13.1 Retain CONSERVARE F10 Competence, Learning and Mentoring ["OCC:NDSE:08"] ["C:C10"] practice_descriptor Learning Loop Preservation en A well-designed learning activity is a proposed mechanism; durable skill gains require observation and cannot be promised from the workflow alone. ["NDSE:08"] {"chapter_references":[{"id":"NDSE2:C10","role":"Thematic chapter guidance","title":"Developer Learning, Mentoring and Comprehension Debt"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 10 and 13 thematic guidance. Family F10 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A junior engineer first predicts why a stored request behaves differently after a policy change, then compares the prediction with a trace. An assistant offers focused questions rather than the completed patch. After the repair, the mentor assigns a different historical-data case at a later session. The second result informs a learning judgment; the first task’s green tests alone do not.","language":"en","outputs":["A capability objective and assisted-practice plan.","Separate records of immediate performance and transfer observations."],"prerequisites":["A specific skill target and a suitably bounded exercise.","A mentor or assessment method that can evaluate reasoning and provide feedback."],"purpose":"Keep successful assisted delivery from concealing an inability to understand or maintain the resulting system.","related_practices":["PAT:012","PAT:048","PAT:055"],"risks":["Removing all assistance can turn a learning exercise into avoidable frustration rather than useful practice.","Reusing the same example can reward memorization and overstate transferable understanding."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:050","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C10","file":"EN/chapters/chapter10.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Choose the capability to retain, such as diagnosing replay errors, and define observable evidence of that capability.","Ask for a prediction or initial diagnosis before revealing a generated solution or explanation.","Use assistance for targeted feedback, alternative hypotheses, or scaffolding while keeping consequential reasoning with the learner.","Have the learner repair or explain the result in their own terms and identify why rejected approaches fail.","Assess a different case later, recording available assistance and distinguishing retention from repeated familiarity with the original example."],"verification":["The learner performs a meaningful reasoning step before seeing the proposed answer.","Assessment separates task completion, explanation quality, and later transfer.","Observed misconceptions change the next exercise rather than disappearing into a completion score."],"when_not_to_use":["The activity has no learning objective and adding a training exercise would interfere with a time-critical authorized response."],"when_to_use":["Repeated automation removes the debugging or design decisions through which a developer normally learns.","A mentoring program must distinguish supported performance from retained individual capability."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Preserve cognitive practice and assess transfer; do not promise learning effects. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F06"],"id":"PAT:051","kind":"practice_descriptor","label":"Security-First Development","limitation":"Selected threat analysis and checks cannot establish that all vulnerabilities or operational attack paths have been excluded.","mapped":["C:C06","C:C13"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Examine security concerns before generating or adopting a change, treating the product and the agent’s development environment as separate attack surfaces. Translate consequential threats into concrete controls and checks, then carry findings into the release decision. Early attention organizes the work; it does not make a secure outcome follow automatically from the practice’s name.","topics":["K:Dependencies and agent supply chain","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"","volumes":["V06"],"year":""} 6 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F06 Security of the Toolchain and Its Effects ["OCC:NDSE:09"] ["C:C06"] practice_descriptor Security-First Development en Selected threat analysis and checks cannot establish that all vulnerabilities or operational attack paths have been excluded. ["NDSE:09"] {"chapter_references":[{"id":"NDSE2:C06","role":"Thematic chapter guidance","title":"Securing Generated Code and Agent Runtimes"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 6 and 13 thematic guidance. Family F06 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: An assistant adds a request-import feature. Product checks examine malformed input and whether users can import data outside their entitlement. Development controls separately prevent the assistant from sending fixture data to an arbitrary endpoint or altering protected acceptance rules. Passing parser tests answers neither of those permission questions, so the evidence record keeps both surfaces visible.","language":"en","outputs":["Two scoped threat assessments and their control mapping.","Security evidence and unresolved issues for review."],"prerequisites":["An inventory of protected assets and permitted operations.","Owners for application security, tool permissions, and unresolved exceptions."],"purpose":"Prevent a functionally correct candidate from obscuring an unmanaged application threat or an overpowered development tool.","related_practices":["PAT:077","PAT:017","PAT:079"],"risks":["A clean scanner report can be mistaken for a complete threat assessment.","A secure application candidate can still be produced through an uncontrolled tool or data boundary."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:051","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C06","file":"EN/chapters/chapter06.tex","line":2,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify what the resulting application must protect and which attacker-controlled inputs could reach it.","Separately map what the development agent can read, write, invoke, and transmit through its available tools.","Choose controls tied to named threats, keeping authority and sensitive expectations outside the maker’s writable scope.","Exercise relevant negative cases and denial paths; record scanner findings as signals requiring interpretation.","Carry unresolved threats, applied controls, and residual uncertainty into the accountable review and release process."],"verification":["Material threats have an explicit control, test, or recorded unresolved decision.","Denied tool operations are enforced by the environment, not only by prompt instructions.","The acceptance record distinguishes functional results from security findings and permissions."],"when_not_to_use":["A generic checklist would replace an already required specialist review of a consequential threat."],"when_to_use":["A change handles sensitive information, authorization, external input, or consequential operations.","An assistant gains tools, dependencies, credentials, or access to a repository containing untrusted material."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Distinguish product security from security of the development chain and connect both to the Security Pipeline. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F08"],"id":"PAT:052","kind":"practice_descriptor","label":"Review Gauntlet","limitation":"More review stages do not necessarily provide independent evidence or improve acceptance decisions when reviewers share assumptions.","mapped":["C:C08","C:C13"],"printed":false,"streams":["T:Productivity","T:Verification & review"],"summary":"Route review effort according to the change’s impact, uncertainty, and available reviewer capacity. Select the checks and people needed to answer its consequential questions, preserve actionable findings, and finish with an accountable verdict. The gauntlet is a configurable review path; imposing the same sequence on every patch can create delay without proportionate information.","topics":["K:AI as reviewer","K:Automation bias and trust","K:Review capacity and maintainers"],"url":"","volumes":["V06"],"year":""} 8 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F08 Critique, Review and Trust ["OCC:NDSE:10"] ["C:C08"] practice_descriptor Review Gauntlet en More review stages do not necessarily provide independent evidence or improve acceptance decisions when reviewers share assumptions. ["NDSE:10"] {"chapter_references":[{"id":"NDSE2:C08","role":"Thematic chapter guidance","title":"Code Review and Trust Calibration"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 8 and 13 thematic guidance. Family F08 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A spelling correction receives a quick scoped diff review. A change to historical payment decisions also receives contract, replay, permission, and owner review. When policy reviewers are fully occupied, the coordinator slows admission of similar candidates rather than creating a growing pile of nominally ready work. Both paths retain a clear acceptance decision appropriate to their consequences.","language":"en","outputs":["A risk-appropriate review route.","An evidence-linked verdict and any required follow-up."],"prerequisites":["A task envelope, candidate revision, and available evidence dossier.","Named review responsibilities and a known acceptance authority."],"purpose":"Spend scarce review attention on the uncertainties that could materially change the decision to accept a candidate.","related_practices":["PAT:022","PAT:075","PAT:027"],"risks":["Unfocused comments can consume capacity while leaving the acceptance question unresolved.","Repeated automated reviewers may amplify a shared error instead of supplying independent scrutiny."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:052","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C08","file":"EN/chapters/chapter08.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Classify the candidate’s affected behavior, blast radius, reversibility, and unresolved uncertainty.","Choose the smallest review path that supplies the required evidence and specialist decisions for that class.","Check admission against reviewer capacity; limit new candidates when meaningful review cannot keep up.","Require findings to identify a location, violated expectation, reproducible concern, or specific missing evidence.","Record a verdict against the actual reviewed revision, including resolved findings and conditions that require another review."],"verification":["Each review stage answers a distinct consequential question for this candidate.","The verdict identifies the checked revision and the authority behind the decision.","Queue growth and reviewer workload inform admission, rather than being hidden by generation throughput."],"when_not_to_use":["A required domain approval would be replaced by a generic model review or a majority vote."],"when_to_use":["Different classes of changes currently receive identical review despite very different consequences.","Generated candidate volume is creating a queue that exceeds meaningful checking capacity."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Select review by risk and capacity; avoid imposing an identical ritual on every patch. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:053","kind":"practice_descriptor","label":"Legacy Code Navigation","limitation":"Incomplete history and sampled execution leave uncertainty; observed legacy behavior cannot automatically serve as normative truth.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Build a traceable map of an existing system before changing it, separating observed behavior from the intention the system is supposed to implement. Follow entry points, data, invariants, history, and ownership. Use the map to ask better questions and identify checks; a successful code search alone does not establish comprehension or authorize preservation of every legacy behavior.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Retain CONSERVARE F09 Context, Memory and Handoffs ["OCC:NDSE:11"] ["C:C09"] practice_descriptor Legacy Code Navigation en Incomplete history and sampled execution leave uncertainty; observed legacy behavior cannot automatically serve as normative truth. ["NDSE:11"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 9 and 13 thematic guidance. Family F09 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A maintainer discovers that a replay handler returns a stored response instead of calling the current evaluator. A superficial cleanup might remove that branch. Navigation connects it to the original policy revision and the historical-response contract, then exercises an old request. The resulting map explains why the branch matters while keeping unrelated undocumented behavior provisional.","language":"en","outputs":["A versioned behavior and dependency map.","A candidate impact set with unresolved questions and owners."],"prerequisites":["Read access to relevant source, tests, history, and available system documentation.","A specific change question and access to the appropriate knowledge owner."],"purpose":"Locate the knowledge needed to make a bounded brownfield change without converting implementation accidents into requirements.","related_practices":["PAT:008","PAT:029","PAT:070"],"risks":["Generated explanations can sound convincing while overlooking an indirect dependency.","Legacy tests and comments may encode obsolete or incorrect assumptions."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:053","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Start from the user-visible behavior and trace its entry point, state transitions, dependencies, and outputs.","Record file and revision locators for important observations, distinguishing executed evidence from reading-based inference.","Compare implementation behavior with approved contracts and historical rationale; flag contradictions without silently choosing a winner.","Exercise a narrow scenario or ask an owner to resolve the uncertainty most likely to affect the change.","Publish a concise map, candidate impact set, and open questions that the maker and reviewer can challenge."],"verification":["Important architectural claims have reproducible locators or explicit uncertainty labels.","The map distinguishes what the code does from what an authorized contract requires.","A reviewer can follow the proposed change through affected behavior and dependencies."],"when_not_to_use":["The current evidence cannot resolve a consequential business rule; escalate the rule instead of guessing from code."],"when_to_use":["The codebase has unfamiliar conventions, hidden dependencies, or behavior shaped by earlier policy revisions.","A proposed fix depends on understanding why a seemingly redundant branch or stored field exists."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Legacy navigation must distinguish observed behavior from authorized intention. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F05"],"id":"PAT:054","kind":"practice_descriptor","label":"Migration as Learning","limitation":"Passing migration checks does not demonstrate comprehensive compatibility or prove that the maintainer retained the reasoning behind the change.","mapped":["C:C05","C:C13"],"printed":false,"streams":["T:Code quality & security","T:System knowledge & memory"],"summary":"Use a bounded migration to examine both a system’s behavior and a maintainer’s understanding. Specify what must remain invariant, perform the representation or interface change, and independently check preservation. Evaluate what the maintainer learned through explanation and a further task; a successful migration and retained understanding are distinct outcomes that need different evidence.","topics":["K:Architecture and modularity","K:Code reuse and duplication","K:Technical debt and complexity"],"url":"","volumes":["V06"],"year":""} 5 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F05 Architecture, Evolution and Maintenance ["OCC:NDSE:12"] ["C:C05"] practice_descriptor Migration as Learning en Passing migration checks does not demonstrate comprehensive compatibility or prove that the maintainer retained the reasoning behind the change. ["NDSE:12"] {"chapter_references":[{"id":"NDSE2:C05","role":"Thematic chapter guidance","title":"Quality, Architecture and Maintainability"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 5 and 13 thematic guidance. Family F05 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A team changes the storage layout of previously approved requests. Technical checks verify that old identifiers still return the originally committed responses and that conflicting payloads remain rejected. Afterwards, the maintainer explains how a second schema revision would affect replay and repairs a deliberately different mapping error. The two assessments answer separate questions about the software and its steward.","language":"en","outputs":["A migration candidate with preservation and recovery evidence.","A separate comprehension assessment and follow-up plan."],"prerequisites":["A baseline, invariant set, rollback or recovery plan, and appropriate migration owner.","Separate criteria for technical success and comprehension."],"purpose":"Turn a necessary structural change into an inspectable exercise in invariants and design consequences without confusing delivery with education.","related_practices":["PAT:049","PAT:048","PAT:015"],"risks":["A happy-path migration may miss historical exceptions or incompatible consumers.","Completion pressure can conceal learning gaps behind a successful technical result."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:054","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C05","file":"EN/chapters/chapter05.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Document the old and new representations, including compatibility, historical data, and transition obligations.","Ask the maintainer to predict the difficult preservation cases and explain the evidence needed for each.","Execute the bounded migration in a suitable environment, retaining a traceable candidate and old-state fixtures.","Check the required invariants and operational transition behavior using expectations independent of the migrated implementation.","Assess understanding with a new variation or repair task and record learning gaps separately from delivery defects."],"verification":["Preservation claims link to checks on representative old and new states.","The migration has a reviewable transition and recovery path.","The maintainer demonstrates reasoning on a case beyond the rehearsed migration."],"when_not_to_use":["A time-critical migration would be endangered by using an unprepared learner as the sole responsible implementer."],"when_to_use":["A migration has a manageable scope and clear behavior that must survive a new representation.","A maintainer needs to understand historical constraints before taking stewardship of the changed component."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Treat verified migration and maintainer learning as two distinct results. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F10"],"id":"PAT:055","kind":"practice_descriptor","label":"Trio Programming","limitation":"Role labels alone cannot prevent the expert or assistant from doing all consequential reasoning on the learner’s behalf.","mapped":["C:C10","C:C13"],"printed":false,"streams":["T:Jobs & roles","T:Skills & learning"],"summary":"Structure collaboration among an experienced developer, a learner, and AI assistance with explicit responsibilities. Let the learner make predictions and explain decisions, use the assistant for bounded support, and have the experienced participant protect the engineering and learning objectives. The arrangement is a mentoring method to evaluate, not a demonstrated guarantee of improved learning.","topics":["K:Cognitive offloading and skill debt","K:Human cognitive load","K:Onboarding and developer fluency","K:Remote work and apprenticeship","K:Skills formation and teaching"],"url":"","volumes":["V06"],"year":""} 10 PAT 2026-10-18 13.1 Retain CONSERVARE F10 Competence, Learning and Mentoring ["OCC:NDSE:13"] ["C:C10"] practice_descriptor Trio Programming en Role labels alone cannot prevent the expert or assistant from doing all consequential reasoning on the learner’s behalf. ["NDSE:13"] {"chapter_references":[{"id":"NDSE2:C10","role":"Thematic chapter guidance","title":"Developer Learning, Mentoring and Comprehension Debt"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 10 and 13 thematic guidance. Family F10 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A senior engineer, a junior engineer, and an assistant inspect a replay defect. The junior predicts the failing path, the assistant helps locate relevant calls, and the senior questions whether current policy should affect stored decisions. The junior implements and explains a bounded repair. A later independent variation checks comprehension instead of treating the trio’s successful patch as a learning result.","language":"en","outputs":["A reviewed candidate with the learner’s rationale.","Recorded misconceptions and a suitable follow-up exercise."],"prerequisites":["A bounded technical task and a specific learning objective.","Agreed roles, time for discussion, and independent acceptance checks."],"purpose":"Combine expert oversight and useful assistance while keeping the learner actively responsible for developing and testing a mental model.","related_practices":["PAT:048","PAT:050","PAT:012"],"risks":["The learner may become a spectator while the expert and assistant exchange complete solutions.","Social pressure can make agreement look like comprehension."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:055","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C10","file":"EN/chapters/chapter10.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Have the mentor frame the task, invariant, and learning goal without supplying the completed solution.","Ask the learner to propose a diagnosis or plan before the assistant suggests alternatives.","Use AI for targeted questions, examples, or candidate code; make the learner explain which suggestions they accept and why.","Have the mentor challenge one consequential assumption and review evidence without silently taking over the whole task.","Rotate suitable activities and conclude with an individual explanation or new case that reveals retained understanding."],"verification":["The learner contributes observable diagnosis, prediction, or design reasoning.","Assistant suggestions are examined against code and authorized behavior.","Engineering acceptance and learning assessment remain separate decisions."],"when_not_to_use":["No participant can competently review the work, or the learner is being used as nominal approval for opaque generated output."],"when_to_use":["A junior developer is learning a consequential code path with an available experienced mentor.","The team wants assisted progress while observing how the learner reasons about errors and tradeoffs."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Structure senior, junior, and assistant participation without assuming an educational benefit. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F11"],"id":"PAT:056","kind":"practice_descriptor","label":"Parallel Work Orchestration","limitation":"Workspace isolation does not prevent duplicate objectives, incompatible assumptions, or integration bottlenecks between otherwise separate tasks.","mapped":["C:C11","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles","T:Productivity"],"summary":"Coordinate concurrent work only where tasks can be bounded, ownership is clear, and integration and review have capacity. Separate writable workspaces, define shared interfaces, and limit work in progress. Parallel production is useful only when its coordination burden is justified; adding agents does not itself divide semantic responsibility or improve accepted throughput.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 11 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F11 Coordination, Governance and Adoption ["OCC:NDSE:14"] ["C:C11"] practice_descriptor Parallel Work Orchestration en Workspace isolation does not prevent duplicate objectives, incompatible assumptions, or integration bottlenecks between otherwise separate tasks. ["NDSE:14"] {"chapter_references":[{"id":"NDSE2:C11","role":"Thematic chapter guidance","title":"Teams, Governance and the Engineering Organization"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 11 and 13 thematic guidance. Family F11 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: One worker improves catalogue search while another translates a separate content dataset under a frozen schema. A single owner controls schema changes and integration. If both workers discover a need to rename a field, they return that decision to the owner rather than independently changing their copies. The combined build is checked after both candidates are reconciled.","language":"en","outputs":["A bounded work allocation and dependency record.","An integrated candidate with component and combined evidence."],"prerequisites":["A dependency map and named owner for each semantic target.","Isolated write scopes, an integration owner, and explicit admission limits."],"purpose":"Allow independent work to proceed concurrently without losing responsibility for the combined behavior and final decision.","related_practices":["PAT:019","PAT:031","PAT:032"],"risks":["More concurrent candidates can overload review and increase unfinished work.","Independent file edits can still implement conflicting business decisions."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:056","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C11","file":"EN/chapters/chapter11.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Separate tasks by outcome and dependency, identifying what must remain sequential or centrally decided.","Assign ownership, scope, expected evidence, and an expiry or return condition for each work allocation.","Provide isolated workspaces and a shared authoritative interface contract rather than copied, diverging assumptions.","Admit work according to available review and integration capacity; reassign ownership explicitly when a task stalls.","Integrate candidates in a controlled order, check combined behavior, and account for discarded work, reconciliation, and review."],"verification":["Each target has one current accountable owner and a visible work state.","Parallel tasks respect shared interface versions and do not conceal semantic overlap.","The integrated result passes relevant checks and the coordination effort is recorded."],"when_not_to_use":["Tasks repeatedly modify the same behavioral target or depend on unresolved shared intention."],"when_to_use":["A change contains genuinely separable tasks with stable interfaces or independent review questions.","There is enough integration and reviewer capacity to absorb concurrent candidate results."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Use work-in-progress limits, ownership, and integration-cost accounting; do not multiply agents by default. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F11"],"id":"PAT:057","kind":"practice_descriptor","label":"Structured Enablement Program","limitation":"A completed training program cannot certify reliable performance across untested tasks, teams, tools, or operating conditions.","mapped":["C:C11","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles","T:Productivity"],"summary":"Introduce AI-assisted engineering through bounded stages with observable capability, operating controls, and accountable decisions. Teach the tasks and judgment each role needs, collect evidence from an appropriate trial, and adjust the permitted scope accordingly. Course attendance or an adoption calendar can organize activity, but neither establishes that a team is ready for broader delegation.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 11 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F11 Coordination, Governance and Adoption ["OCC:NDSE:15"] ["C:C11"] practice_descriptor Structured Enablement Program en A completed training program cannot certify reliable performance across untested tasks, teams, tools, or operating conditions. ["NDSE:15"] {"chapter_references":[{"id":"NDSE2:C11","role":"Thematic chapter guidance","title":"Teams, Governance and the Engineering Organization"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 11 and 13 thematic guidance. Family F11 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A team begins with synthetic maintenance exercises. Participants must recognize an obsolete policy fixture, preserve a failing check, and route an unresolved requirement to its owner. Only after those capabilities and the tool boundaries are demonstrated does the team try a limited set of reviewed documentation changes. Attending the final workshop does not itself authorize work on production policy.","language":"en","outputs":["A staged enablement plan with entry and exit criteria.","A cohort evidence record and a revisable adoption decision."],"prerequisites":["Named program and operational owners with a defined eligible task class.","A baseline workflow and observable competence and operating criteria."],"purpose":"Connect enablement spending with the practical ability to produce, inspect, govern, and maintain an eligible change.","related_practices":["PAT:055","PAT:059","PAT:058"],"risks":["Calendar pressure can transform a learning stage into presumed operational readiness.","Training activity can look successful while review capacity or retained understanding remains inadequate."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:057","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C11","file":"EN/chapters/chapter11.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify the actual workflow problem and the skills needed by makers, reviewers, maintainers, and decision owners.","Rehearse scoped work in a disposable environment, including failures, denied actions, and escalation rather than only successful demos.","Assess individual reasoning and the team’s ability to preserve evidence, permissions, ownership, and review capacity.","Run a bounded operational trial when its entry conditions hold, keeping comparable outcomes and total effort visible.","Expand, revise, pause, or reduce the program against predeclared evidence; refresh it when tools, tasks, or responsibilities change."],"verification":["Stage transitions refer to observed competence and operating evidence.","The program measures reviewer and maintainer capability as well as candidate production.","A failed condition has an owner and a route to retraining, narrower scope, or suspension."],"when_not_to_use":["Training is being used to bypass missing permission controls, review ownership, or required acceptance evidence."],"when_to_use":["A team wants to adopt assistance across roles with different responsibilities and experience.","An existing rollout reports participation but lacks evidence of sustained engineering capability."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Base adoption on evidence and demonstrated competencies, not the number of courses or a universal calendar. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F06"],"id":"PAT:058","kind":"practice_descriptor","label":"Acceptable Use Policy","limitation":"A written policy or an approval field does not prove enforcement, valid identity, or compliance with every applicable obligation.","mapped":["C:C06","C:C13"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"State what AI-assisted work is permitted, what evidence contributors must supply, who remains accountable, and how exceptions are decided. Connect the policy to enforceable controls where possible, while keeping written rules, their technical enforcement, and decision authority distinct. Version the policy and give it an owner so changing tools do not leave obsolete obligations in force.","topics":["K:Dependencies and agent supply chain","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"","volumes":["V06"],"year":""} 6 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F06 Security of the Toolchain and Its Effects ["OCC:NDSE:16"] ["C:C06"] practice_descriptor Acceptable Use Policy en A written policy or an approval field does not prove enforcement, valid identity, or compliance with every applicable obligation. ["NDSE:16"] {"chapter_references":[{"id":"NDSE2:C06","role":"Thematic chapter guidance","title":"Securing Generated Code and Agent Runtimes"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 6 and 13 thematic guidance. Family F06 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A project permits an assistant to prepare scoped patches but requires the contributor to understand the diff and retain relevant verification evidence. A restricted execution profile blocks writes to protected expectations and remote publication. A request for broader access goes to the named owner with its reason and scope. A sentence declaring the tool “approved” would not replace these decisions.","language":"en","outputs":["A versioned acceptable-use policy and responsibility map.","Enforcement mapping and a bounded exception record."],"prerequisites":["An authorized policy owner and a known scope of people, systems, and data.","An inventory of available tools and existing review and exception processes."],"purpose":"Make contributor and operator obligations clear enough to apply to a particular task and inspect when a boundary is crossed.","related_practices":["PAT:034","PAT:051","PAT:084"],"risks":["Vague prohibitions can create inconsistent interpretation and invisible workarounds.","Disclosure or approval labels can become rituals that do not establish understanding or control."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:058","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C06","file":"EN/chapters/chapter06.tex","line":2,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define permitted work and prohibited effects using concrete actors, operations, data classes, and targets.","Specify the evidence and contributor understanding required for each relevant risk class.","Map machine-checkable rules to enforced boundaries and identify obligations that still require accountable judgment.","Describe the exception path, decision owner, scope, expiry, and controls that remain mandatory.","Publish a versioned policy, check its practical interpretation with representative cases, and review it after material workflow or tool changes."],"verification":["A contributor can determine which rule applies to a concrete proposed action.","Representative prohibited operations are denied by the relevant execution boundary.","Exceptions and policy changes identify a legitimate decision source and an effective revision."],"when_not_to_use":["A generic template would be treated as a substitute for the organization’s actual decision rights and applicable requirements."],"when_to_use":["AI assistance reaches shared repositories, organizational information, or externally consequential operations.","Teams apply inconsistent rules about tool access, evidence, disclosure, review, or responsibility."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Keep policy, enforcement, and authority distinct; assign responsibility for updating the rules. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F02"],"id":"PAT:059","kind":"practice_descriptor","label":"Measurement & Learning","limitation":"Activity measurements and before-and-after comparisons alone cannot establish a causal productivity gain or reliable population effect.","mapped":["C:C02","C:C13"],"printed":false,"streams":["T:Economics","T:Productivity"],"summary":"Measure the engineering workflow through a single linked event record that follows assigned work, attempts, checking, review, and accepted outcomes. Keep denominators, time windows, failures, and missing follow-up explicit. Use the observations to diagnose a bottleneck and choose the next experiment, separating descriptive monitoring from stronger claims about what caused an improvement.","topics":["K:Controlled productivity evidence","K:Evaluation methodology and baselines","K:Output versus shipped value"],"url":"","volumes":["V06"],"year":""} 2 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F02 Measurement and Operational Learning ["OCC:NDSE:17"] ["C:C02"] practice_descriptor Measurement & Learning en Activity measurements and before-and-after comparisons alone cannot establish a causal productivity gain or reliable population effect. ["NDSE:17"] {"chapter_references":[{"id":"NDSE2:C02","role":"Thematic chapter guidance","title":"Measuring Productivity from Code to Production"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 2 and 13 thematic guidance. Family F02 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: An assistant produces first candidates quickly, but several remain in review and two are abandoned. The ledger connects each attempt to reviewer minutes and its final disposition. The team discovers that accepted output is constrained by review capacity. It can test better review admission while keeping unresolved follow-up visible, instead of announcing a productivity gain from draft latency alone.","language":"en","outputs":["A linked event ledger and metric dictionary.","A bounded diagnostic report and proposed next observation."],"prerequisites":["Stable task and event identifiers with clear metric definitions.","A defined eligible cohort, observation window, and intended decision."],"purpose":"Make apparent generation speed comparable with the total work and accepted result it actually produces.","related_practices":["PAT:060","PAT:022","PAT:057"],"risks":["Selective reporting of successful tasks can inflate the apparent benefit.","Combining person-time and queue time carelessly can double-count effort or hide the actual bottleneck."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:059","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C02","file":"EN/chapters/chapter02.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Choose the unit of analysis and define distinct events for attempts, verification, review acceptance, deployment, and follow-up.","Capture active person-time, elapsed waiting, tool use, and outcome states without counting overlapping activity twice.","Retain every eligible assigned item, including failures, abandonment, and work still awaiting a decision.","Compare like task classes and obligations; record tool changes, familiarity, and other plausible explanations for observed differences.","Report counts, denominators, missing observations, and uncertainty, then propose a focused change or measurement for the identified constraint."],"verification":["Every reported rate has an explicit numerator, denominator, cohort, and window.","Failures and unfinished work remain represented in the underlying ledger.","The conclusion distinguishes observed association, operational diagnosis, and any causal inference."],"when_not_to_use":["The proposed comparison changes acceptance obligations between groups and would therefore measure different outcomes."],"when_to_use":["A team wants to evaluate a workflow change or explain a gap between candidate volume and delivered value.","Current metrics omit abandoned attempts, reviewer effort, waiting, or later repair."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Use one event ledger and end-to-end denominators, including failures. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F12"],"id":"PAT:060","kind":"practice_descriptor","label":"Cost Management","limitation":"Cost estimates depend on their accounting boundary, acceptance definition, task mix, and assumptions; they are not transferable universal returns.","mapped":["C:C12","C:C13"],"printed":false,"streams":["T:Economics","T:Jobs & roles"],"summary":"Compare execution routes using the cost of an accepted engineering outcome, including setup, clarification, review, rework, time, and infrastructure. Keep observed amounts, assumed rates, and unknown follow-up separate. A low model bill is one component of the comparison; it does not establish that an automation mechanism is economical for the whole change.","topics":["K:Economic costs and return","K:Employment and early-career roles","K:Evaluation methodology and baselines"],"url":"","volumes":["V06"],"year":""} 12 PAT 2026-10-18 13.1 Expand the operational treatment AMPLIARE F12 Economics, Infrastructure and Work ["OCC:NDSE:18"] ["C:C12"] practice_descriptor Cost Management en Cost estimates depend on their accounting boundary, acceptance definition, task mix, and assumptions; they are not transferable universal returns. ["NDSE:18"] {"chapter_references":[{"id":"NDSE2:C12","role":"Thematic chapter guidance","title":"Economics, Jobs, Risk and Evidence-Based Adoption"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 12 and 13 thematic guidance. Family F12 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: Two workflows prepare the same class of maintenance change. One has a smaller inference bill but requires repeated reviewer clarification and more rejected attempts. The other includes a setup cost for protected checks. The team records both over the same period, separates missing follow-up from zero repair, and compares accepted-change cost before deciding whether to retain the added checker.","language":"en","outputs":["A whole-change cost model with sourced or labeled inputs.","A decision comparing eligible routes and their uncertain costs."],"prerequisites":["Comparable outcomes, obligations, and observation windows.","Event-level effort and expense data, with assumptions explicitly identified."],"purpose":"Decide whether an optional mechanism removes enough burden to justify its full ongoing and initial cost.","related_practices":["PAT:033","PAT:059","PAT:083"],"risks":["Spreading fixed costs across optimistic volumes can conceal poor actual utilization.","Adding modeled losses to already counted rework can double-count the same event."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:060","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C12","file":"EN/chapters/chapter12.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define the accepted outcome and accounting boundary before choosing which costs to include.","Allocate discovery, setup, execution, checking, review, integration, operations, and observed rework once to the relevant cohort.","Record infrastructure allocation and active person-time separately from elapsed delay and modeled risk.","Compare cost per attempt and per accepted outcome, retaining failed and abandoned attempts in the numerator.","Examine which uncertain input could change the decision and collect that evidence before expanding the more elaborate route."],"verification":["Included costs use consistent units and do not charge the same activity twice.","The acceptance denominator includes a defined cohort and unresolved outcomes remain visible.","The recommendation identifies material assumptions and a trigger for reconsideration."],"when_not_to_use":["A cheaper route fails a mandatory authority, verification, or permission condition; resolve eligibility before ranking cost."],"when_to_use":["A team is comparing assisted, bounded-agent, or more elaborate orchestration routes for eligible tasks.","Cheap attempts produce substantial review, configuration, failed work, or maintenance overhead."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Include setup, review, rework, time, and infrastructure per accepted outcome. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F04"],"id":"PAT:061","kind":"practice_descriptor","label":"Consistency Analysis Gate","limitation":"Absence of detected contradiction establishes neither completeness nor valid authority, and automated comparison can miss semantic conflicts.","mapped":["C:C04","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Check whether the specification, behavioral scenarios, design, and dependent records contradict one another before admitting affected work to the next stage. Report exact conflicting claims and their consequences. Consistency is a particular gate predicate: a mutually consistent set of artifacts can still be incomplete, unauthorized, or consistently wrong about what stakeholders need.","topics":["K:Independent verification and oracles","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 4 PAT 2026-10-18 13.1 Retain CONSERVARE F04 Intentions, Contracts and Specifications ["OCC:SDD1:21"] ["C:C04"] practice_descriptor Consistency Analysis Gate en Absence of detected contradiction establishes neither completeness nor valid authority, and automated comparison can miss semantic conflicts. ["SDD1:21"] {"chapter_references":[{"id":"NDSE2:C04","role":"Thematic chapter guidance","title":"Intentions, Contracts and Iterative Change"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 4 and 13 thematic guidance. Family F04 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A draft says all decisions use current policy, while a scenario requires replay to preserve the originally stored response. The gate flags the two passages and an example where they diverge. The policy owner narrows the current-policy rule to new requests. A passing recheck confirms that contradiction was addressed; it does not certify every unmentioned replay edge case.","language":"en","outputs":["A contradiction register with locators and dispositions.","A named consistency result for the checked revisions."],"prerequisites":["Identified canonical requirements and versioned dependent artifacts.","A decision owner for resolving conflicts in intended behavior."],"purpose":"Expose incompatible obligations early enough that a maker does not have to choose silently which artifact to obey.","related_practices":["PAT:069","PAT:071","PAT:076"],"risks":["Textual differences can produce false alarms despite equivalent intended behavior.","A shared mistaken premise can make all artifacts agree while the actual requirement remains unmet."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:061","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C04","file":"EN/chapters/chapter04.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Select the affected behaviors and gather the relevant specification passages, scenarios, and design claims.","Compare their assumptions, boundaries, precedence, and version scope rather than merely matching words.","Record each potential contradiction with both locators, a concrete consequence, and its decision owner.","Resolve the issue through an authorized clarification or delta, then update dependent views without creating a second master.","Rerun the relevant consistency predicates and retain separately any missing coverage, evidence, or authority holds."],"verification":["Each reported conflict identifies inspectable claims and the behavior they would change.","Resolution comes from the appropriate authority rather than an arbitrary model preference.","The report separates consistency status from completeness, verification, and approval status."],"when_not_to_use":["An artifact has no defined authority or version; establish its role before treating disagreement as a substantive contradiction."],"when_to_use":["A behavior change has updated one contract view while scenarios or design records may still use an older rule.","Multiple artifacts describe overlapping constraints or historical behavior."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. A consistency check is one gate predicate; it is not equivalent to the whole gate or to completeness. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:062","kind":"practice_descriptor","label":"Research Artifact Preservation","limitation":"Retaining an artifact preserves what was recorded; it does not establish that the source is true, complete, current, or authorized.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Preserve the source material and reasoning behind a technical decision, including rejected alternatives and unresolved questions. Create smaller navigational summaries that point back to the retained evidence. This supports future research and maintenance beyond the immediate handoff, while keeping source integrity, current applicability, and decision authority as separate questions.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Retain CONSERVARE F09 Context, Memory and Handoffs ["OCC:SDD1:22"] ["C:C09"] practice_descriptor Research Artifact Preservation en Retaining an artifact preserves what was recorded; it does not establish that the source is true, complete, current, or authorized. ["SDD1:22"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 9 and 13 thematic guidance. Family F09 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A team rejects one storage migration because it cannot preserve historical replay under an examined failure case. It keeps the candidate, scenario, result, and rationale alongside the chosen design. Months later, a maintainer can inspect whether a new requirement changes that tradeoff instead of relying on an unexplained note saying that the rejected approach “did not work.”","language":"en","outputs":["A source and experiment archive with a navigational index.","A decision rationale with rejected alternatives and validity limits."],"prerequisites":["Permitted storage and retention rules for the relevant evidence.","Stable source locators and a decision or investigation identifier."],"purpose":"Let a later engineer reconstruct why a decision was made without relying exclusively on a compressed summary or the original participant.","related_practices":["PAT:072","PAT:029","PAT:016"],"risks":["A summary can erase the qualification that made an original finding conditional.","Unbounded retention can create stale clutter or retain data beyond its permitted scope."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:062","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify the artifacts that materially support the decision, including contrary findings and unsuccessful experiments.","Retain permitted source snapshots or durable locators with version, capture context, and any integrity metadata.","Separate the source’s statements from the investigator’s inference and the owner’s eventual decision.","Write a concise rationale linking chosen and rejected alternatives to the evidence that mattered.","Record validity limits and renewal triggers, then provide the successor with an index that leads back to the preserved record."],"verification":["Material decision claims resolve to retained evidence or an explicit availability limitation.","Rejected reasoning and unresolved issues remain distinguishable from the accepted decision.","A successor can find the evidence needed to reconsider the choice."],"when_not_to_use":["Retention would exceed the permitted data boundary; preserve an appropriate locator and limitation instead of copying restricted content."],"when_to_use":["A design choice depends on investigation, experiments, rejected options, or external source interpretation.","Research spans sessions and important context could disappear when the current worker finishes."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Preserve sources and reasons beyond the immediate handoff; this complements the handoff mechanism. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F05"],"id":"PAT:063","kind":"practice_descriptor","label":"Parallel Implementation Exploration","limitation":"Several alternatives can share the same mistaken assumption, and comparing them may cost more than the uncertainty justifies.","mapped":["C:C05","C:C13"],"printed":false,"streams":["T:Code quality & security","T:System knowledge & memory"],"summary":"Build a small number of isolated implementation alternatives against the same authorized intention, then compare them using shared acceptance and next-change criteria. Keep the alternatives distinct until a responsible decision selects a route. This explores concrete designs and their consequences; it is different from asking models to debate or agree about an unchanged candidate.","topics":["K:Architecture and modularity","K:Code reuse and duplication","K:Technical debt and complexity"],"url":"","volumes":["V06"],"year":""} 5 PAT 2026-10-18 13.1 Retain CONSERVARE F05 Architecture, Evolution and Maintenance ["OCC:SDD1:23"] ["C:C05"] practice_descriptor Parallel Implementation Exploration en Several alternatives can share the same mistaken assumption, and comparing them may cost more than the uncertainty justifies. ["SDD1:23"] {"chapter_references":[{"id":"NDSE2:C05","role":"Thematic chapter guidance","title":"Quality, Architecture and Maintainability"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 5 and 13 thematic guidance. Family F05 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: One candidate stores policy-specific decisions directly; another introduces a generic adapter. Both must preserve historical request identity and response replay. The team exercises the same cases and asks how each would accommodate a further schema change. It may choose the simpler design, while retaining why the extra abstraction was rejected. A majority of model opinions is not the selection evidence.","language":"en","outputs":["Isolated candidate alternatives with comparable evidence.","A design decision preserving rejected-option rationale."],"prerequisites":["A shared authorized contract and independently grounded checks.","Isolated candidate scopes, comparison criteria, and a decision owner."],"purpose":"Resolve a consequential design uncertainty through inspectable candidates rather than relying only on competing descriptions of imagined implementations.","related_practices":["PAT:031","PAT:049","PAT:075"],"risks":["Allowing different acceptance criteria makes the comparison unfair or meaningless.","Combining fragments too early can produce an unexamined third design."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:063","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C05","file":"EN/chapters/chapter05.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Name the specific design question and the meaningful difference between alternatives.","Freeze common obligations and compare behavior, dependency fit, migration burden, and a plausible next change.","Develop the bounded alternatives in separate workspaces without giving either authority to rewrite acceptance criteria.","Run the same relevant checks and examine differences in structure, assumptions, and required maintenance work.","Select, reject, or request another targeted experiment; preserve the rationale and useful evidence from discarded candidates."],"verification":["Alternatives differ in a consequential design choice while preserving the same obligations.","Comparison uses the actual candidate revisions and equivalent check conditions.","The decision explains observed tradeoffs and records exploration and integration costs."],"when_not_to_use":["The key uncertainty is missing intention, or the choice is too minor to justify multiple implementations."],"when_to_use":["Two materially different designs satisfy the same behavior but have uncertain maintenance or integration consequences.","The alternatives can be developed in isolation within a bounded exploration budget."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Explore isolatable implementation alternatives; keep this distinct from debate between models. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F04"],"id":"PAT:064","kind":"practice_descriptor","label":"Specification Scale Management","limitation":"A maintained dependency map can still omit consumers; selective updates must be challenged with relevant regression and review evidence.","mapped":["C:C04","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Keep growing specifications governable through behavior-oriented slices with owners, versions, dependencies, and a single authoritative source for shared rules. Give each running candidate a precise applicable revision. Shorter documents may help navigation, but the main control is keeping distributed obligations coherent when one part changes.","topics":["K:Independent verification and oracles","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 4 PAT 2026-10-18 13.1 Retain CONSERVARE F04 Intentions, Contracts and Specifications ["OCC:SDD1:24"] ["C:C04"] practice_descriptor Specification Scale Management en A maintained dependency map can still omit consumers; selective updates must be challenged with relevant regression and review evidence. ["SDD1:24"] {"chapter_references":[{"id":"NDSE2:C04","role":"Thematic chapter guidance","title":"Intentions, Contracts and Iterative Change"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 4 and 13 thematic guidance. Family F04 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A service separates new-request eligibility from historical replay while both reference a shared identity constraint. A policy delta changes new eligibility and leaves replay obligations intact. The dependency record identifies active candidates using the old ceiling. Their boundary expectations need renewal, while replay regressions still run against the changed code. No team receives an independently edited copy of the shared identity rule.","language":"en","outputs":["A versioned specification map with ownership and dependencies.","A delta impact and reconciliation record."],"prerequisites":["A canonical contract and explicit authority for shared obligations.","A way to identify slice versions, dependents, and active candidates."],"purpose":"Allow focused iterative work without copying shared constraints into inconsistent local contracts or making every change a global rewrite.","related_practices":["PAT:066","PAT:068","PAT:016"],"risks":["Excessive decomposition can hide a cross-cutting rule behind many indirections.","Stale or missing dependency edges can leave an apparently current candidate governed by obsolete assumptions."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:064","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C04","file":"EN/chapters/chapter04.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Partition by coherent behavior and assign each slice an owner, effective revision, and explicit boundary.","Keep cross-cutting constraints authoritative in one place and reference them from dependent slices.","Record the version bundle used by each candidate instead of allowing live documents to change its contract silently.","When a delta is authorized, trace candidate impacts and distinguish changed expectations from unchanged checks that need rerunning.","Hold affected stale submissions, reconcile dependent views, and review the impact set for missing relationships before resuming."],"verification":["Every behavior slice resolves to an owner and an applicable authoritative revision.","Shared obligations have one source and inspectable dependent views.","A change identifies affected candidates and preserves the distinction between refreshed expectations and rerun regressions."],"when_not_to_use":["A small single-owner contract is already easy to maintain and decomposition would add unnecessary coordination."],"when_to_use":["A contract spans several components, teams, or independently evolving behavior slices.","Late changes leave active candidates uncertain about which specification revision governs their work."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Manage specification scale with dependencies and one authoritative source, not merely shorter documents. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:065","kind":"practice_descriptor","label":"Model Switching for Regeneration","limitation":"Different models can share the same context gap or wrong premise; a switch provides no general guarantee of successful repair.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Change the model used to regenerate a candidate only after diagnosing the current failure and preserving the same authorized contract, permissions, and acceptance evidence. Treat the switch as a bounded intervention whose result must be checked. Another model may propose a different implementation, but it cannot supply missing authority or guarantee recovery from the original problem.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F03 Delegation, Execution and Stopping ["OCC:SDD1:25"] ["C:C03"] practice_descriptor Model Switching for Regeneration en Different models can share the same context gap or wrong premise; a switch provides no general guarantee of successful repair. ["SDD1:25"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 3 and 13 thematic guidance. Family F03 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A maker repeatedly repairs a threshold branch while reintroducing a replay defect. The controller supplies another permitted model with the exact failing replay case and unchanged protected expectation. Its candidate is then checked against both obligations. If it fails in the same way, the shared result points toward a deeper context or design problem rather than authorizing unlimited further switches.","language":"en","outputs":["A model-switch decision and bounded attempt record.","Comparable verification evidence and a stop or continuation decision."],"prerequisites":["The failing candidate, diagnostic, and current contract revision are preserved.","The alternative model is permitted for the data and has an explicit remaining budget."],"purpose":"Test whether a different implementation proposal helps a diagnosed problem without silently relaxing the definition of an acceptable result.","related_practices":["PAT:026","PAT:083","PAT:082"],"risks":["A new session can accidentally discard failed attempts and reset the perceived budget.","Selecting the most agreeable output can replace diagnosis with unsupported model shopping."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:065","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Classify the failure and identify what the switch is expected to change about the next proposal.","Preserve the independent expectation, scope, protected artifacts, and spent budget across the transition.","Provide the new model with the relevant evidence and failure rather than an unsupported instruction to do better.","Generate a bounded replacement or repair and evaluate it with the same relevant checks and regressions.","Record the outcome, incremental cost, and whether new evidence justifies further work or an escalation."],"verification":["The switch preserves the contract, oracle, permission boundary, and resource history.","The new attempt addresses an identified failure and produces inspectable evidence.","Recovery claims reflect executed results rather than the reputation or novelty of the replacement model."],"when_not_to_use":["The blocker is an unresolved requirement, unavailable permission, exhausted budget, or missing trustworthy oracle."],"when_to_use":["A reproducible failure persists despite a bounded repair attempt and another permitted model is a reasonable alternative.","The current model repeatedly chooses an unsuitable approach despite adequate task context and an external failure signal."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Switch models after diagnosis with constraints unchanged; do not present it as a guaranteed recovery strategy. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F04"],"id":"PAT:066","kind":"practice_descriptor","label":"Constitution-Driven Development","limitation":"Calling a document a constitution does not authenticate its author, prove completeness, or make every statement permanently binding.","mapped":["C:C04","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Maintain a small set of enduring project obligations that individual feature plans must respect. Give these rules an accountable owner, revision, and change procedure; derive working views from the same authority. A constitution is stable within an authorized revision, while a reviewed delta can change it without erasing the history that explains earlier work.","topics":["K:Independent verification and oracles","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 4 PAT 2026-10-18 13.1 Reconcile historical variants RICONCILIARE F04 Intentions, Contracts and Specifications ["OCC:SDD1:19","OCC:SDD2:A1"] ["C:C04"] practice_descriptor Constitution-Driven Development en Calling a document a constitution does not authenticate its author, prove completeness, or make every statement permanently binding. ["SDD1:19", "SDD2:A1"] {"chapter_references":[{"id":"NDSE2:C04","role":"Thematic chapter guidance","title":"Intentions, Contracts and Iterative Change"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 4 and 13 thematic guidance. Family F04 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A project’s shared contract requires historical request responses to remain stable. A feature plan may change the storage layout but cannot remove that obligation to simplify implementation. If the owner later authorizes a different archival rule, the change receives its own revision and impact analysis. The former rule remains available to explain the behavior of earlier accepted versions.","language":"en","outputs":["A concise versioned set of shared obligations.","A controlled delta and dependent-work reconciliation record."],"prerequisites":["An existing source of legitimate decision authority.","A clear distinction between shared obligations, design preferences, and task-specific plans."],"purpose":"Prevent separate tasks from quietly redefining shared constraints such as identity, historical behavior, permitted effects, and decision rights.","related_practices":["PAT:064","PAT:043","PAT:076"],"risks":["A sprawling constitution can turn optional preferences into expensive mandatory ceremony.","Treating a stable rule as eternally immutable can obstruct legitimate authorized change."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:066","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C04","file":"EN/chapters/chapter04.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify the few rules that must survive individual implementation choices and explain their scope.","Record each rule’s owner, effective revision, relevant exclusions, and connection to observable behavior.","Make task contracts and generated views refer back to these rules rather than independently copying their authority.","Treat a proposed rule change as a reviewable delta, with its reasons, affected work, and required evidence.","Preserve superseded revisions and reconcile active candidates before applying the new authority to current work."],"verification":["A task can identify which shared rules and revisions apply to it.","Rule changes have traceable authority and do not arrive through edits to derived views.","Historical obligations and the decisions made under them remain reconstructable."],"when_not_to_use":["The proposed constitution merely adds another competing authority to an already clear and controlled contract."],"when_to_use":["Repeated feature work depends on a small set of cross-cutting obligations.","Teams duplicate important constraints into local prompts or plans that drift apart."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Connect to SDD1:19 while preserving history and authority for each revision. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F04"],"id":"PAT:067","kind":"practice_descriptor","label":"Clarify Before Plan","limitation":"Clarification cannot remove every uncertainty or guarantee a fixed time saving; new evidence may reveal further questions later.","mapped":["C:C04","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Resolve consequential questions about intended behavior before committing to an implementation plan. Record each question, the work it blocks, the appropriate owner, and the effective answer. Clarification can be selective: settled work may proceed while independent questions remain open. The aim is a defensible decision, not a promise to eliminate all ambiguity.","topics":["K:Independent verification and oracles","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 4 PAT 2026-10-18 13.1 Reconcile historical variants RICONCILIARE F04 Intentions, Contracts and Specifications ["OCC:SDD1:20","OCC:SDD2:A2"] ["C:C04"] practice_descriptor Clarify Before Plan en Clarification cannot remove every uncertainty or guarantee a fixed time saving; new evidence may reveal further questions later. ["SDD1:20", "SDD2:A2"] {"chapter_references":[{"id":"NDSE2:C04","role":"Thematic chapter guidance","title":"Intentions, Contracts and Iterative Change"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 4 and 13 thematic guidance. Family F04 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A request lowers an approval threshold but does not mention historical replay. Before changing the replay path, the engineer asks whether existing committed responses should change. The owner confirms that only new decisions use the revised threshold and records the applicable revision. Meanwhile, an unrelated wording correction can proceed because it does not depend on that answer.","language":"en","outputs":["A question-and-decision record with dependency links.","An updated behavior contract and a scoped implementation plan."],"prerequisites":["A scoped request and available existing obligations.","A way to identify who can resolve each consequential question."],"purpose":"Avoid spending implementation effort on a plan whose central interpretation has never been authorized.","related_practices":["PAT:043","PAT:068","PAT:071"],"risks":["Asking every low-impact question can create unnecessary delay and shift routine judgment to the user.","A casual answer without scope or authority can be misapplied as a universal rule."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:067","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C04","file":"EN/chapters/chapter04.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Read the request against existing behavior and constraints, separating missing facts from design preferences.","Formulate the smallest concrete question that distinguishes the consequential alternatives.","Record its dependency, owner, decision timing, and what can safely continue while the answer is pending.","Capture the authorized answer with its effective revision and preserve any conditions or exclusions.","Update affected scenarios and only then commit the relevant part of the plan; reopen clarification if later evidence changes the premise."],"verification":["Each blocking question names the behavior and candidate work it affects.","The recorded answer comes from the relevant authority and includes applicability.","The plan respects the answer while unresolved independent questions remain visible."],"when_not_to_use":["The question is a routine implementation choice already covered by the task’s authority and evidence."],"when_to_use":["A request admits materially different outcomes or conflicts with an existing constraint.","A design choice would implicitly settle a business rule that belongs to someone else."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Connect to SDD1:20 without promising zero ambiguity or a fixed saving in minutes. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F04"],"id":"PAT:068","kind":"practice_descriptor","label":"Progressive Specification","limitation":"An increment that appears independent may hide a shared dependency; deferred questions must be reviewed when their consequences change.","mapped":["C:C04","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Develop and authorize a specification in manageable behavioral increments. Proceed on settled obligations, preserve explicit open questions, and version later changes through targeted deltas. Progress depends on which work is sufficiently defined and authorized, not on repeatedly rewriting a document until an automated score improves or an agent feels confident.","topics":["K:Independent verification and oracles","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 4 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F04 Intentions, Contracts and Specifications ["OCC:SDD2:A3"] ["C:C04"] practice_descriptor Progressive Specification en An increment that appears independent may hide a shared dependency; deferred questions must be reviewed when their consequences change. ["SDD2:A3"] {"chapter_references":[{"id":"NDSE2:C04","role":"Thematic chapter guidance","title":"Intentions, Contracts and Iterative Change"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 4 and 13 thematic guidance. Family F04 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A team first adds policy-version identifiers while preserving all existing responses. A later authorized increment changes the threshold for new requests. An unresolved regional exception remains explicitly outside both slices. Each candidate has its own applicable contract and checks; the team does not let a rising completeness score stand in for the missing regional decision.","language":"en","outputs":["A sequence of versioned authorized behavior slices.","A question, dependency, and evidence-reconciliation record."],"prerequisites":["A versioned intention ledger with explicit states and owners.","A dependency view separating settled work from blocked obligations."],"purpose":"Support iterative delivery while keeping unsettled assumptions from silently governing implementation and acceptance.","related_practices":["PAT:064","PAT:067","PAT:076"],"risks":["Calling a requirement future work can conceal that the current slice already depends on it.","Repeated regeneration can erase decisions and make progress appear to depend on document polish."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:068","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C04","file":"EN/chapters/chapter04.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify the smallest useful behavior whose expected outcomes and authority are already established.","Record unresolved questions with owners and dependencies instead of omitting them from the working specification.","Authorize and implement the eligible slice against its pinned contract and independent checks.","When new answers arrive, issue a delta that names changed obligations, affected candidates, and retained invariants.","Reconcile dependent evidence and review the next slice, preserving earlier decisions and the reasons for any reopened work."],"verification":["Each admitted slice has an authorized behavior boundary and inspectable expected outcomes.","Open questions remain linked to the work they block.","Later deltas preserve history and distinguish changed obligations from unaffected invariants."],"when_not_to_use":["The proposed slice depends on an unresolved high-consequence rule that cannot be safely deferred."],"when_to_use":["The overall problem is evolving but a useful subset of behavior has clear obligations.","A late requirement can be isolated into a delta with identifiable dependent work."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Progress through authorized portions of the specification, not repeated revision until a score rises. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F04"],"id":"PAT:069","kind":"practice_descriptor","label":"Red-Team Specification","limitation":"A successful challenge exercise finds selected weaknesses; the absence of findings cannot prove specification completeness or correctness.","mapped":["C:C04","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Challenge a draft specification by constructing plausible counterexamples to its intended promises. Ask how an implementation could follow its words yet produce an unacceptable result, then record concrete gaps or contradictions for the appropriate owner. This examines the specification before or alongside coding; it is distinct from verifying that a particular implementation satisfies an established contract.","topics":["K:Independent verification and oracles","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 4 PAT 2026-10-18 13.1 Retain CONSERVARE F04 Intentions, Contracts and Specifications ["OCC:SDD2:A4"] ["C:C04"] practice_descriptor Red-Team Specification en A successful challenge exercise finds selected weaknesses; the absence of findings cannot prove specification completeness or correctness. ["SDD2:A4"] {"chapter_references":[{"id":"NDSE2:C04","role":"Thematic chapter guidance","title":"Intentions, Contracts and Iterative Change"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 4 and 13 thematic guidance. Family F04 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A specification says to evaluate every request using the current policy. A challenger asks what happens when a previously committed request is replayed after that policy changes. The literal reading conflicts with historical stability. The resulting finding targets the specification’s temporal scope; it is not yet evidence that any candidate implementation contains the defect.","language":"en","outputs":["A bounded set of specification counterexamples.","A resolution record and updated scenarios."],"prerequisites":["A versioned draft and an explanation of the intended outcome.","A bounded challenge scope and an owner who can resolve findings."],"purpose":"Expose hidden assumptions and misleading wording before they become legitimate-looking implementation choices.","related_practices":["PAT:061","PAT:070","PAT:080"],"risks":["Performative opposition can create vague objections without a useful decision or test.","A challenger may import an unapproved requirement and treat it as an existing obligation."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:069","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C04","file":"EN/chapters/chapter04.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Choose a consequential promise and identify its actors, inputs, boundaries, temporal assumptions, and exclusions.","Construct a case that follows the written rule literally while violating a plausible intended obligation.","Distinguish a real contradiction, an omitted decision, and a deliberately excluded behavior.","Report the exact passage, counterexample, consequence, and decision needed rather than simply calling the draft weak.","Have the owner resolve the issue and update affected scenarios, retaining the counterexample as a useful future check."],"verification":["Findings contain a concrete case and an inspectable link to the challenged wording.","The response preserves distinctions between an approved exclusion and an unresolved obligation.","Resolved findings produce an authoritative clarification and a relevant observable scenario."],"when_not_to_use":["The review would become an unbounded search for hypothetical issues unrelated to the authorized change."],"when_to_use":["A specification is polished but leaves uncertainty about precedence, exceptions, state, or failure behavior.","A consequential rule needs examination beyond its ordinary success examples."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Search for counterexamples to the specification; keep this distinct from implementation verification. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F04"],"id":"PAT:070","kind":"practice_descriptor","label":"Gap-Closure Analysis","limitation":"A gap detector depends on the completeness and semantics of its inputs; discovered candidates are neither exhaustive nor automatically valid.","mapped":["C:C04","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Compare intended behavior, scenarios, interfaces, and implementation knowledge to identify candidate gaps and orphaned elements. Investigate each finding before deciding whether it represents missing coverage, an obsolete artifact, an intentional exclusion, or an unapproved assumption. Legacy observations help discover questions; they do not automatically become requirements that must be preserved.","topics":["K:Independent verification and oracles","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 4 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F04 Intentions, Contracts and Specifications ["OCC:SDD2:A5"] ["C:C04"] practice_descriptor Gap-Closure Analysis en A gap detector depends on the completeness and semantics of its inputs; discovered candidates are neither exhaustive nor automatically valid. ["SDD2:A5"] {"chapter_references":[{"id":"NDSE2:C04","role":"Thematic chapter guidance","title":"Intentions, Contracts and Iterative Change"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 4 and 13 thematic guidance. Family F04 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: An eligibility response includes a policy-version field, but the new scenarios assert only the decision label. Analysis flags the field as potentially uncovered. Inspection shows that consumers rely on it to explain historical decisions. The owner confirms the obligation, and an independent scenario now checks both values. Other unused legacy fields are investigated separately rather than copied into the contract by default.","language":"en","outputs":["A classified gap and orphan register.","Authorized resolutions and updated coverage links."],"prerequisites":["A canonical behavior reference and identifiable candidate artifacts.","An owner for disputed meaning and a scoped impact question."],"purpose":"Turn missing traceability and uncovered obligations into specific decisions instead of indiscriminately expanding the specification to match existing code.","related_practices":["PAT:053","PAT:061","PAT:069"],"risks":["Treating all unmapped code as required behavior can preserve defects and dead features.","False positives can consume review capacity without improving coverage of consequential outcomes."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:070","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C04","file":"EN/chapters/chapter04.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Map the changed obligations to relevant scenarios, interfaces, implementation elements, and evidence.","Flag missing relationships and apparently orphaned elements with their exact locators and uncertainty.","Investigate whether each finding is an omission, a historical remnant, a valid exclusion, or a defect in the mapping.","Ask the appropriate owner to resolve consequential missing behavior and record any authorized delta.","Add or revise the relevant scenario, artifact, or mapping and retain unresolved items with their impact and next action."],"verification":["Each accepted gap has a concrete obligation or decision behind it.","Dismissed findings retain a reason, such as an intentional exclusion or obsolete artifact.","Closure adds relevant evidence or traceability without silently broadening authority."],"when_not_to_use":["The exercise would require preserving every legacy path without checking whether its behavior is intended."],"when_to_use":["A brownfield change has undocumented outputs, unmapped scenarios, or unclear relationships between requirements and tests.","A new specification may omit a consumer or preserve behavior that no longer has an authorized purpose."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Treat gaps and orphans as candidates for examination; legacy behavior is not a normative source by default. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F04"],"id":"PAT:071","kind":"practice_descriptor","label":"Ambiguity Scoring","limitation":"An uncalibrated score cannot predict successful delivery; a high average must not compensate for one consequential unresolved question.","mapped":["C:C04","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Use an explicit rubric to organize observations about a specification’s completeness, consistency, specificity, and testability. Keep the underlying findings visible and treat critical unresolved ambiguity as a separate blocking condition. A composite score may help prioritize examination; it does not establish correctness, authorize a requirement, or supply a validated universal readiness threshold.","topics":["K:Independent verification and oracles","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 4 PAT 2026-10-18 13.1 Apply the critical qualification RIVEDERE_CRITICAMENTE F04 Intentions, Contracts and Specifications ["OCC:SDD2:A6"] ["C:C04"] practice_descriptor Ambiguity Scoring en An uncalibrated score cannot predict successful delivery; a high average must not compensate for one consequential unresolved question. ["SDD2:A6"] {"chapter_references":[{"id":"NDSE2:C04","role":"Thematic chapter guidance","title":"Intentions, Contracts and Iterative Change"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 4 and 13 thematic guidance. Family F04 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A draft scores well on readable structure and concrete examples, but never states whether a repeated request uses historical or current policy. The reviewer retains that question as blocking for replay work even though the overall score is high. After the owner resolves it, the record changes because an authoritative answer exists, not simply because a second model awards more points.","language":"en","outputs":["A diagnostic rating profile with source-linked findings.","A prioritized clarification list and explicit blocking conditions."],"prerequisites":["A defined rubric with observable anchors and example interpretations.","Separate recording of critical findings, owners, and resolution states."],"purpose":"Make a vague judgment that a specification is unclear more inspectable without replacing individual consequential findings with a number.","related_practices":["PAT:067","PAT:061","PAT:059"],"risks":["Numerical precision can create confidence unsupported by the rubric’s validation.","Teams may optimize wording for a score while leaving the decisive uncertainty unresolved."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:071","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C04","file":"EN/chapters/chapter04.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define what each dimension means and which observable evidence supports each rating.","Rate the relevant draft sections while retaining the exact gaps, contradictions, or unverifiable statements behind each score.","Flag consequential unresolved questions independently of the aggregate and identify the work they block.","Use the profile to prioritize clarification or review, then record whether the underlying finding was actually resolved.","Before using thresholds predictively, evaluate local rating agreement and outcome relationships rather than assuming the numbers are calibrated."],"verification":["Every rating has an inspectable rationale tied to the relevant draft.","Critical open questions remain visible regardless of the composite score.","Any claim about predictive usefulness is supported by a separate evaluation."],"when_not_to_use":["A score would be used as automatic approval or as evidence that all requirements are complete."],"when_to_use":["Several draft areas need consistent review attention and their uncertainty is otherwise described only impressionistically.","A team wants to investigate whether a rubric could support local triage."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Use a diagnostic rubric; a critical gap is not offset by an average, and the threshold is unvalidated. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F09"],"id":"PAT:072","kind":"practice_descriptor","label":"Handoff Chain","limitation":"A complete-looking handoff can still omit a dependency or preserve an incorrect assumption; recipient reconstruction remains necessary.","mapped":["C:C09","C:C13"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Transfer the minimum state a successor needs to continue work, with links to the fuller evidence record. Each handoff identifies its inputs, output state, versions, doubts, authority, resource history, and next permitted action. The recipient checks freshness and applicability before resuming; the presence of expected files alone is not evidence that a handoff is coherent.","topics":["K:Agent context and persistent memory","K:Ownership and knowledge transfer","K:System understanding and rationale"],"url":"","volumes":["V06"],"year":""} 9 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F09 Context, Memory and Handoffs ["OCC:SDD2:B1"] ["C:C09"] practice_descriptor Handoff Chain en A complete-looking handoff can still omit a dependency or preserve an incorrect assumption; recipient reconstruction remains necessary. ["SDD2:B1"] {"chapter_references":[{"id":"NDSE2:C09","role":"Thematic chapter guidance","title":"System Understanding, Context and Persistent Memory"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 9 and 13 thematic guidance. Family F09 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A maker stops after a replay regression fails. Its handoff includes the candidate hash, current contract revision, failing request, protected expectation, and remaining attempt budget. The next worker discovers that a policy delta arrived after the checkpoint. It preserves the old failure record but refreshes the affected assumptions before attempting a repair, instead of resuming from a vague “almost finished” summary.","language":"en","outputs":["A versioned handoff record with evidence locators.","A recipient freshness check and reconciled continuation state."],"prerequisites":["Identifiable task, candidate, contract, and evidence versions.","A recipient with a defined role and access to the permitted source record."],"purpose":"Maintain continuity across people, agents, and sessions without letting compression erase constraints, failed attempts, or changed authority.","related_practices":["PAT:062","PAT:047","PAT:020"],"risks":["Overcompressed summaries can erase the diagnosis that justified the next attempt.","Successor agents may treat historical state as current authorization merely because it persisted."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:072","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C09","file":"EN/chapters/chapter09.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["State the current objective, completed work, candidate revision, and unresolved result in a concise structured record.","Link the authoritative contract, relevant observations, failed attempts, and decision rationale rather than copying only conclusions.","Carry forward consumed budget, permission scope, pending questions, and the specific next action or stopping condition.","Have the recipient compare stored versions with current authority and check that referenced evidence actually applies.","Acknowledge the reconstructed state, refresh stale elements, and preserve the incoming handoff as history when producing the next one."],"verification":["The recipient can explain the current state and next permitted decision from the handoff.","Referenced evidence matches the relevant revisions and preserves open questions.","Budget and permission constraints survive the transfer without silent expansion or reset."],"when_not_to_use":["The transfer would conceal that the current contract or permission state cannot be verified; stop and reconcile first."],"when_to_use":["Work spans sessions or passes between investigation, implementation, checking, and review roles.","A successor must continue from a checkpoint without replaying the entire conversation."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Record inputs, outputs, versions, doubts, and authority for every handoff; file presence is insufficient. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:073","kind":"practice_descriptor","label":"Multi-Mode Agent","limitation":"Mode separation does not authenticate authority, certify maturity, or make errors independent when the same assumptions and evidence are reused.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Give one agent distinct functional modes such as inspection, planning, bounded implementation, and checking, with appropriate inputs and enforced permissions for each. Record mode transitions in the controller. Changing a role prompt can change the requested task, but the surrounding system must supply the actual access boundary and preserve accountability.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F03 Delegation, Execution and Stopping ["OCC:SDD2:B2"] ["C:C03"] practice_descriptor Multi-Mode Agent en Mode separation does not authenticate authority, certify maturity, or make errors independent when the same assumptions and evidence are reused. ["SDD2:B2"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 3 and 13 thematic guidance. Family F03 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: An assistant inspects a repository with read access, then proposes a plan. After the controller admits the plan, implementation mode can write only candidate files. Checking reads protected expectations and writes a separate result. These transitions are recorded and enforced. Calling the final prompt “release manager” would add no ability or authority to publish the candidate.","language":"en","outputs":["A mode and permission specification with transition records.","Scoped candidate or finding artifacts from each admitted mode."],"prerequisites":["A controller that can enforce actual tool and artifact permissions.","Defined mode inputs, outputs, transition conditions, and decision owners."],"purpose":"Avoid exposing every capability throughout a session when different stages need different actions and evidence.","related_practices":["PAT:001","PAT:027","PAT:034"],"risks":["A broad underlying credential can defeat apparently narrow prompt-level roles.","Reusing the maker’s interpretation in a checker mode can preserve circular verification."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:073","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define modes by their engineering purpose and necessary operations rather than by impressive role names.","Assign the least access needed for each mode and protect authoritative contracts and acceptance expectations from the maker.","Require explicit current inputs and a recorded controller decision when entering a mode or expanding permitted action.","Keep the task contract, remaining budget, and evidence history stable across mode transitions.","Route the resulting candidate and findings to the responsible checker or owner without letting a mode label grant acceptance."],"verification":["Actual denied and allowed operations match the documented mode boundaries.","Each transition retains the applicable contract and resource history.","Mode outputs identify their evidence and do not claim a decision reserved for another role."],"when_not_to_use":["A prompt-only role change would be presented as real permission isolation or independent acceptance."],"when_to_use":["A workflow alternates between read-oriented investigation and a narrowly writable implementation stage.","One model can perform several functions while the controller retains explicit scope and transition rules."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Use functional modes and permissions; do not treat them as certified maturity or autonomous responsibility. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F08"],"id":"PAT:074","kind":"practice_descriptor","label":"Anti-Sycophancy Enforcement","limitation":"Critical instructions do not guarantee useful criticism or remove shared blind spots; no-findings results remain bounded to the inspected scope.","mapped":["C:C08","C:C13"],"printed":false,"streams":["T:Productivity","T:Verification & review"],"summary":"Ask reviewers to challenge a candidate with evidence-backed objections rather than agree with its author or manufacture dissent. A useful finding identifies a defect, unsupported assumption, violated expectation, or concrete investigation. Requiring critical reasoning changes the review task; it does not by itself modify model training, incentives, or the independence of the evidence.","topics":["K:AI as reviewer","K:Automation bias and trust","K:Review capacity and maintainers"],"url":"","volumes":["V06"],"year":""} 8 PAT 2026-10-18 13.1 Apply the critical qualification RIVEDERE_CRITICAMENTE F08 Critique, Review and Trust ["OCC:SDD2:B3"] ["C:C08"] practice_descriptor Anti-Sycophancy Enforcement en Critical instructions do not guarantee useful criticism or remove shared blind spots; no-findings results remain bounded to the inspected scope. ["SDD2:B3"] {"chapter_references":[{"id":"NDSE2:C08","role":"Thematic chapter guidance","title":"Code Review and Trust Calibration"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 8 and 13 thematic guidance. Family F08 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A reviewer first calls a storage refactor “too complex,” which supplies little actionable information. On closer examination, it identifies that replay calls the current policy evaluator instead of returning the stored response. The latter objection names a path and a protected expectation that can be tested. If no defect is established, the review should say so rather than inventing another objection to appear adversarial.","language":"en","outputs":["An evidence-linked challenge record.","Resolved findings, investigations, and bounded remaining uncertainty."],"prerequisites":["A known candidate and an authoritative behavior reference.","A finding format that distinguishes observed defects, hypotheses, and preferences."],"purpose":"Make review informative when agreement is socially easy or fluent candidate explanations are being accepted without challenge.","related_practices":["PAT:075","PAT:052","PAT:080"],"risks":["Performative disagreement can produce expensive false positives and discourage useful collaboration.","A persuasive critic can be overtrusted for the same reasons as a persuasive maker."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:074","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C08","file":"EN/chapters/chapter08.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Ask the reviewer to identify the strongest consequential assumption in the candidate or its explanation.","Require a source location, counterexample, violated requirement, or proposed diagnostic for each material objection.","Classify the objection by evidence status rather than accepting confident criticism as a confirmed defect.","Investigate actionable concerns and retain reasons when a finding is dismissed or remains unresolved.","Allow a bounded no-additional-finding result and pass the full evidence record to the named acceptance owner."],"verification":["Material criticism contains a traceable claim and a useful way to examine it.","The record separates established failures from plausible but untested concerns.","Acceptance depends on evidence and authority, not on the number of objections or agreements."],"when_not_to_use":["The process demands a quota of negative comments regardless of whether a concrete problem can be found."],"when_to_use":["Review comments mostly repeat the candidate’s rationale without examining consequential assumptions.","A proposed decision needs a reasoned challenge before an accountable owner evaluates the evidence."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Support criticism with evidence; requesting dissent does not change training or actual incentives. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F08"],"id":"PAT:075","kind":"practice_descriptor","label":"Convergence Review","limitation":"Reviewers can converge on a shared mistake, especially when they receive the same flawed premise or circular evidence.","mapped":["C:C08","C:C13"],"printed":false,"streams":["T:Productivity","T:Verification & review"],"summary":"Compare a proposal, a reasoned challenge, and their supporting evidence to resolve a bounded review question. Preserve objections and the basis for any changed position instead of keeping only the final agreement. Convergence is useful when the reasons survive checking; agreement between models alone neither calibrates confidence nor proves that the candidate is correct.","topics":["K:AI as reviewer","K:Automation bias and trust","K:Review capacity and maintainers"],"url":"","volumes":["V06"],"year":""} 8 PAT 2026-10-18 13.1 Apply the critical qualification RIVEDERE_CRITICAMENTE F08 Critique, Review and Trust ["OCC:SDD2:B4"] ["C:C08"] practice_descriptor Convergence Review en Reviewers can converge on a shared mistake, especially when they receive the same flawed premise or circular evidence. ["SDD2:B4"] {"chapter_references":[{"id":"NDSE2:C08","role":"Thematic chapter guidance","title":"Code Review and Trust Calibration"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 8 and 13 thematic guidance. Family F08 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: One reviewer accepts a replay refactor because current tests pass. Another argues that the tests expect the wrong policy revision. They inspect the authorized historical-response contract and run an independently specified case. The first position changes because of that evidence. Had both reviewers initially agreed with the flawed tests, their consensus would not have made the replay behavior acceptable.","language":"en","outputs":["A proposal, challenge, and evidence-resolution record.","A bounded conclusion or named escalation."],"prerequisites":["A bounded question, shared candidate revision, and accessible evidence.","A stop condition and a named owner for unresolved decisions."],"purpose":"Make a disputed engineering decision inspectable without treating consensus as an independent acceptance oracle.","related_practices":["PAT:074","PAT:022","PAT:063"],"risks":["Repeated discussion can amplify shared assumptions while appearing to increase confidence.","Removing dissent from the final summary can hide residual uncertainty from the reviewer."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:075","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C08","file":"EN/chapters/chapter08.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Record the initial proposal and its evidence before exposing it to the challenger’s reasoning.","Ask the challenger for a concrete counterargument and distinguish competing facts from differing preferences.","Identify the observation, source, or owner decision that could discriminate between the positions.","Perform or obtain that check, then record which claims changed and which objections remain.","Stop when the bounded question is answered or no useful new evidence emerges; escalate unresolved consequential disagreement."],"verification":["The final position is traceable to checked reasons rather than a vote count.","Dissenting claims and unresolved questions remain available to the decision owner.","The review stops according to the question and evidence, not a requirement that all models agree."],"when_not_to_use":["The missing ingredient is an authoritative requirement or an executable check, and discussion would merely defer obtaining it."],"when_to_use":["Reviewers disagree about a specific tradeoff, defect hypothesis, or interpretation that available evidence could help resolve.","A second perspective may expose an assumption the initial reviewer did not examine."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Preserve reasons and objections; agreement between two models is neither calibration nor proof. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F04"],"id":"PAT:076","kind":"practice_descriptor","label":"Gate-Enforced Progression","limitation":"A gate can check only its implemented predicates; file presence and declared approval fields do not establish real authority or behavioral sufficiency.","mapped":["C:C04","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Verification & review"],"summary":"Advance a candidate only when the relevant explicit predicates and decision rights are satisfied. Keep structural checks, behavioral verification, authorization, and acceptance distinct, and reopen affected gates when their inputs change. Use gates to support small iterative changes; a fixed sequence of documents or a green structural report is not a substitute for accountable judgment.","topics":["K:Independent verification and oracles","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 4 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F04 Intentions, Contracts and Specifications ["OCC:SDD2:C1"] ["C:C04"] practice_descriptor Gate-Enforced Progression en A gate can check only its implemented predicates; file presence and declared approval fields do not establish real authority or behavioral sufficiency. ["SDD2:C1"] {"chapter_references":[{"id":"NDSE2:C04","role":"Thematic chapter guidance","title":"Intentions, Contracts and Iterative Change"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 4 and 13 thematic guidance. Family F04 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A candidate passes schema checks and its test suite, but the contract revision changed after the tests ran. The progression gate holds the stale evidence and identifies the affected expectations. The maker refreshes the candidate and checks; the authorized reviewer still decides acceptance. An old-format tracking sheet is regenerated from the contract rather than becoming a second path to approval.","language":"en","outputs":["A predicate and authority specification.","Version-bound progression, hold, and reopening records."],"prerequisites":["Defined gate inputs, predicates, outcome states, and decision authorities.","Versioned canonical records with identifiable dependent evidence."],"purpose":"Make the reason for progression or hold specific enough to verify and act on without freezing the development lifecycle.","related_practices":["PAT:061","PAT:068","PAT:082"],"risks":["A structural pass can be mistaken for complete verification or release permission.","Rigid gate ceremonies can obstruct legitimate small increments and encourage workarounds."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:076","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C04","file":"EN/chapters/chapter04.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Specify which observable conditions are machine-checkable and which decisions require an authenticated accountable owner.","Bind each gate result to the actual contract, candidate, oracle, and environment revisions it examined.","Return named failures or holds with a useful corrective action, preserving distinctions between missing evidence and missing authority.","When an authorized delta changes a premise, invalidate affected results and reopen only the relevant work with required regressions.","Generate compatibility views from the canonical record and route edits to those views back as proposed deltas."],"verification":["Gate outcomes identify exact checked revisions and named predicates.","A missing authority decision cannot be satisfied by a populated text field alone.","Changed inputs reopen affected results while preserving the prior decision history."],"when_not_to_use":["A gate imposes artifacts that do not answer a relevant obligation or duplicates an already adequate approval mechanism."],"when_to_use":["Several stages depend on current contracts, protected checks, evidence, and named decisions.","Candidates arrive with stale results or pass through review because expected files merely exist."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Separate predicates from authority, allow gates to reopen, and derive adapters from the canonical source; avoid a waterfall ritual. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F06"],"id":"PAT:077","kind":"practice_descriptor","label":"Security Pipeline","limitation":"A composition of checks can still leave uncovered threats or enforcement gaps, even when every configured stage passes.","mapped":["C:C06","C:C13"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Compose security checks around named threats, protected assets, and decision owners across the application and its development tools. Keep scanning, dependency review, permission enforcement, negative testing, and release judgment distinct but connected. The pipeline records what each control actually examined and what remains unresolved; completing its stages is not a universal security guarantee.","topics":["K:Dependencies and agent supply chain","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"","volumes":["V06"],"year":""} 6 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F06 Security of the Toolchain and Its Effects ["OCC:SDD2:C2"] ["C:C06"] practice_descriptor Security Pipeline en A composition of checks can still leave uncovered threats or enforcement gaps, even when every configured stage passes. ["SDD2:C2"] {"chapter_references":[{"id":"NDSE2:C06","role":"Thematic chapter guidance","title":"Securing Generated Code and Agent Runtimes"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 6 and 13 thematic guidance. Family F06 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: An import feature receives malformed-input checks, dependency review, and a data-flow examination. The assistant’s runtime separately denies unapproved outbound calls and writes to protected expectations. A text scanner reports no suspicious instruction in the fixture, but that result cannot unlock the denied network operation. The reviewer sees the purpose and limit of each control rather than a single undifferentiated security badge.","language":"en","outputs":["A threat-to-control map and candidate-bound results.","A security decision record with residual uncertainty."],"prerequisites":["An explicit threat and asset inventory for both product and development chain.","Owners for controls, exceptions, findings, and the final operational decision."],"purpose":"Ensure that useful individual security signals contribute to an inspectable decision instead of becoming disconnected green status indicators.","related_practices":["PAT:051","PAT:078","PAT:079"],"risks":["Correlated or overlapping scanners can leave the same important boundary unexamined.","Changes to execution configuration can invalidate earlier results without changing application code."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:077","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C06","file":"EN/chapters/chapter06.tex","line":2,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Map each consequential threat to the boundary it could cross and the evidence needed to examine it.","Select complementary controls such as source review, dependency provenance, permissions, scanning, and targeted negative cases.","Place permission enforcement before effects occur, independently of whether a content scanner raises a finding.","Bind results to the candidate and control configuration, classify failures, and preserve denied actions without exposing sensitive contents.","Assemble the findings and residual gaps for accountable review; reassess affected controls when tools or permissions change."],"verification":["Each selected control answers a named threat question and records its scope.","Permission denials remain effective when a scanner misses suspicious content.","The final decision retains unresolved findings, control versions, and accountable ownership."],"when_not_to_use":["A generic pipeline would be claimed to satisfy a specialized security obligation without examining the relevant environment."],"when_to_use":["A change introduces untrusted input, new dependencies, external tools, or consequential data flows.","Current security checks run independently without a clear connection to threats and release decisions."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Treat the security pipeline as a composition of controls, not a guarantee of security. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F06"],"id":"PAT:078","kind":"practice_descriptor","label":"Prompt Injection Scanning","limitation":"A clean scan does not establish injection resistance; wording changes, unseen channels, and interpretation errors can bypass selected detection rules.","mapped":["C:C06","C:C13"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Inspect repository text, retrieved material, and tool outputs for content that attempts to redirect an assistant beyond the task’s authority. Treat findings as signals for examination, preserving the source context and an appropriate response. Since scanning can miss or misclassify content, independently enforced tool permissions must still limit the effects of any resulting action.","topics":["K:Dependencies and agent supply chain","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"","volumes":["V06"],"year":""} 6 PAT 2026-10-18 13.1 Apply the critical qualification RIVEDERE_CRITICAMENTE F06 Security of the Toolchain and Its Effects ["OCC:SDD2:C3"] ["C:C06"] practice_descriptor Prompt Injection Scanning en A clean scan does not establish injection resistance; wording changes, unseen channels, and interpretation errors can bypass selected detection rules. ["SDD2:C3"] {"chapter_references":[{"id":"NDSE2:C06","role":"Thematic chapter guidance","title":"Securing Generated Code and Agent Runtimes"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 6 and 13 thematic guidance. Family F06 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A repository note tells an assistant to send local configuration to an external endpoint before continuing a build. Scanning flags the instruction and preserves its source locator. Even if a paraphrase evades that rule, the runtime still denies the unapproved outbound operation. The useful evidence consists of the suspicious-content finding and the enforced denial, which answer different questions.","language":"en","outputs":["A source-linked scan and triage record.","Independent boundary-check evidence and coverage limitations."],"prerequisites":["Known data and instruction boundaries with a bounded response policy.","External enforcement of permitted tools, targets, and effects."],"purpose":"Expose suspicious attempts to promote lower-trust task data into operational instructions without relying on detection as the sole defense.","related_practices":["PAT:017","PAT:034","PAT:077"],"risks":["Overbroad rules may flag legitimate documentation and create expensive review noise.","Treating a scan as a permission check can leave uncontrolled effects when detection fails."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:078","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C06","file":"EN/chapters/chapter06.tex","line":2,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Identify the lower-trust input surfaces the task actually consumes and retain their origin and version where possible.","Inspect for attempts to claim higher authority, redirect the objective, or request out-of-scope operations.","Record suspected passages with enough context to assess whether they are malicious instructions, quotations, or legitimate task data.","Keep the content as data and route material findings for review without executing the suspicious request to investigate it.","Exercise relevant permission denials independently of scanner results and record the limits of the detection coverage."],"verification":["Findings identify the input source and the proposed authority crossing.","False positives can be classified without silently promoting quoted content to instructions.","A missed finding cannot by itself enable an operation outside the permission envelope."],"when_not_to_use":["Scanning would be used to justify otherwise unauthorized access or to certify arbitrary content as safe."],"when_to_use":["An assistant reads external pages, repository prose, issues, or tool outputs before deciding its next action.","A workflow needs triage and evidence for suspicious instruction-like content."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Scanning supplies a signal; permissions and boundaries outside the model control the effects. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F06"],"id":"PAT:079","kind":"practice_descriptor","label":"Supply-Chain Risk Audit","limitation":"Provenance and pinning do not prove benign behavior; a legitimate approved artifact can contain defects or gain risk through changed context.","mapped":["C:C06","C:C13"],"printed":false,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Review the identity, provenance, necessity, permissions, and update path of executable dependencies, including packages, tool servers, hooks, and skills. Track the actual resolved artifacts and their transitive dependencies where relevant. A familiar name or a pinned version reduces some ambiguity, but neither supplies a permanent list of trustworthy tools or proves safe behavior.","topics":["K:Dependencies and agent supply chain","K:Prompt injection and malicious tools","K:Vulnerability and secure code"],"url":"","volumes":["V06"],"year":""} 6 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F06 Security of the Toolchain and Its Effects ["OCC:SDD2:C4"] ["C:C06"] practice_descriptor Supply-Chain Risk Audit en Provenance and pinning do not prove benign behavior; a legitimate approved artifact can contain defects or gain risk through changed context. ["SDD2:C4"] {"chapter_references":[{"id":"NDSE2:C06","role":"Thematic chapter guidance","title":"Securing Generated Code and Agent Runtimes"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 6 and 13 thematic guidance. Family F06 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: An assistant proposes a similarly named package to simplify parsing. The reviewer checks the actual registry identity and artifact, then notices an installation step that executes additional code. The team may reject the dependency or admit a narrower reviewed alternative. Its existence in a registry and a passing application test would not have answered the installation or provenance questions.","language":"en","outputs":["A dependency and permission manifest with review provenance.","An update, rejection, or bounded admission decision."],"prerequisites":["An inventory of executable dependencies and their approved purpose.","A decision owner with access to artifact identity and permission information."],"purpose":"Examine the transition from a suggested dependency to code allowed to install, execute, access data, or influence the agent.","related_practices":["PAT:037","PAT:030","PAT:077"],"risks":["A floating or indirect dependency can change execution without a visible application diff.","A hash match can confirm bytes while leaving publisher identity or behavioral safety unestablished."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:079","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C06","file":"EN/chapters/chapter06.tex","line":2,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Question whether the new dependency is needed or an already approved capability can meet the requirement.","Verify the exact name, source, version, resolved artifact identity, and relevant transitive dependency record.","Examine installation and execution behavior, requested access, and changes to automatic hooks or tool entry points.","Approve only the necessary scope through the appropriate process and record the review basis and unresolved concerns.","Reassess material updates or permission changes, preserving the previous manifest for rollback and investigation."],"verification":["The reviewed identity matches the artifact that will actually resolve or execute.","Requested permissions and automatic actions are understood within the intended task scope.","Material changes trigger renewed review rather than inheriting approval from a familiar name."],"when_not_to_use":["A successful name lookup or manifest check would be presented as sufficient evidence for unrestricted execution."],"when_to_use":["A generated change proposes a new package, tool integration, hook, or skill.","An existing dependency changes version, source, resolved artifact, or requested permissions."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Audit identity, provenance, permissions, and updates; do not maintain a fixed list of tools presumed safe. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F07"],"id":"PAT:080","kind":"practice_descriptor","label":"Adversarial Agent Pattern","limitation":"An adversarial role can still share the maker’s false premise; read-only access alone does not establish a correct or protected oracle.","mapped":["C:C07","C:C13"],"printed":false,"streams":["T:Verification & review","T:What agents can do"],"summary":"Assign a checker the bounded task of finding violations of an authorized contract. Separate the critical stance, the origin of expected results, artifact permissions, and acceptance authority. Give findings their own output channel and protect the oracle from the maker as well as the checker. Another agent is a possible reviewer, not automatically independent evidence.","topics":["K:Dataset provenance and dependency","K:Independent verification and oracles"],"url":"","volumes":["V06"],"year":""} 7 PAT 2026-10-18 13.1 Apply the critical qualification RIVEDERE_CRITICAMENTE F07 Tests, Oracles and Acceptance Evidence ["OCC:SDD2:C5"] ["C:C07"] practice_descriptor Adversarial Agent Pattern en An adversarial role can still share the maker’s false premise; read-only access alone does not establish a correct or protected oracle. ["SDD2:C5"] {"chapter_references":[{"id":"NDSE2:C07","role":"Thematic chapter guidance","title":"Independent Verification and the Oracle Problem"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 7 and 13 thematic guidance. Family F07 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A maker’s self-test accepts a replay response recomputed under current policy. A checker reads the separately approved historical-response invariant and constructs the conflicting case. The maker may repair candidate code but cannot edit that protected expectation. The checker records a reproducible failure; it does not independently authorize a policy change or declare the repaired service ready for release.","language":"en","outputs":["A scoped counterexample or evidence-gap report.","A candidate-bound check result and repair or escalation path."],"prerequisites":["A known candidate and authorized expected behavior with source provenance.","Protected contract and oracle artifacts, separate findings output, and a named acceptance owner."],"purpose":"Create a focused search for counterexamples while preserving the boundary between producing, examining, and accepting a candidate.","related_practices":["PAT:027","PAT:044","PAT:082"],"risks":["Two differently named agents may reproduce the same circular reasoning.","An unbounded critic can create indefinite repair cycles without new diagnostic evidence."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:080","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C07","file":"EN/chapters/chapter07.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Define the invariant or risk the checker should challenge and the limits of its investigation.","Provide independently grounded expectations and relevant context without using the maker’s conclusion as the oracle.","Enforce read and write permissions so the maker cannot rewrite the expectation and the checker cannot silently alter the candidate.","Require a concrete counterexample, violated obligation, or identifiable evidence gap for a material finding.","Return diagnosed failures for bounded repair and policy ambiguities to the owner; retain the evidence for accountable acceptance."],"verification":["Expected results have an origin independent of the candidate’s observed answer.","Permission checks protect the oracle against writes by both relevant roles.","Findings are traceable and the resulting state preserves separate acceptance authority."],"when_not_to_use":["The checker lacks an independently grounded expectation or would be allowed to negotiate a weaker contract with the maker."],"when_to_use":["A plausible candidate could pass self-tests based on the maker’s own mistaken interpretation.","A consequential invariant benefits from a dedicated search for negative cases or unexpected changes."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Separate criticism, independent inputs, read-only access, and authority; protect the oracle from the maker too. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:081","kind":"practice_descriptor","label":"One-Item-Per-Cycle","limitation":"A single-item cycle does not make the item well-scoped by itself or remove dependencies that require integrated verification.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Organize each execution cycle around one semantic work item with a defined acceptance question. Load its current contract and budget, attempt bounded work, observe the result, and checkpoint a named next state before admitting another item. This is a temporal specialization of small verifiable increments, not a rule that one cycle must touch only one file or make one tool call.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F03 Delegation, Execution and Stopping ["OCC:SDD2:D1"] ["C:C03"] practice_descriptor One-Item-Per-Cycle en A single-item cycle does not make the item well-scoped by itself or remove dependencies that require integrated verification. ["SDD2:D1"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 3 and 13 thematic guidance. Family F03 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A cycle implements revised request routing while preserving replay behavior, touching several related files. A failing unrelated report test is recorded as a separate issue rather than becoming the cycle’s new objective. The checkpoint identifies the routing candidate, its own verification result, and remaining resources. The controller can then request review or assign another item without losing the first decision trail.","language":"en","outputs":["A cycle trace tied to one semantic item.","A durable checkpoint and named continuation or stop state."],"prerequisites":["A small verifiable work item with current contract and checks.","Persistent state and externally maintained resource counters."],"purpose":"Keep attempts, diagnoses, resource consumption, and stopping decisions attributable to one coherent outcome at a time.","related_practices":["PAT:046","PAT:020","PAT:083"],"risks":["An overly broad item can hide many changes behind a nominally single task.","Treating every tool call as a separate cycle can fragment evidence and obscure the coherent outcome."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:081","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Load one item, its applicable contract, candidate state, current diagnostic, and remaining budget.","Admit only actions needed for that item, recording relevant observations and newly discovered dependencies.","Run the focused check and required regressions; distinguish a diagnosed failure from an unrelated issue.","Checkpoint the candidate, evidence, consumed resources, and a named result such as ready for review, stopped, or escalated.","Begin another item only through an explicit allocation or resumption decision, keeping unresolved follow-ups separate."],"verification":["The cycle’s actions and evidence relate to one stated acceptance question.","Its checkpoint supports reconstruction after interruption without resetting consumed resources.","Unrelated findings become explicit follow-ups rather than unrecorded scope expansion."],"when_not_to_use":["The proposed item is defined only by an arbitrary file boundary and cannot be checked as a coherent behavior."],"when_to_use":["An autonomous loop drifts among unrelated tasks or loses track of which failure it is trying to repair.","A resumed worker needs a clear item and a reliable transition before starting further work."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Treat this as a temporal specialization of NDSE:04 small increments, not automatic equivalence between the practices. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F07"],"id":"PAT:082","kind":"practice_descriptor","label":"Evidence-Pack Provenance","limitation":"Matching hashes do not prove authorship, truthful execution, correct expectations, or genuine approval; a manifest alone cannot supply those facts.","mapped":["C:C07","C:C13"],"printed":false,"streams":["T:Verification & review","T:What agents can do"],"summary":"Bind verification evidence to the exact candidate, authorized intention, oracle, policy, and environment it concerns. Preserve source artifacts, producing process, commands, outcomes, time, and unverified scope in a manifest. Integrity checks help detect mismatched or changed bytes, while separate execution and identity controls must establish who produced the evidence and whether its claims are trustworthy.","topics":["K:Dataset provenance and dependency","K:Independent verification and oracles"],"url":"","volumes":["V06"],"year":""} 7 PAT 2026-10-18 13.1 Retain with explicit qualifications PRECISARE F07 Tests, Oracles and Acceptance Evidence ["OCC:SDD2:D2"] ["C:C07"] practice_descriptor Evidence-Pack Provenance en Matching hashes do not prove authorship, truthful execution, correct expectations, or genuine approval; a manifest alone cannot supply those facts. ["SDD2:D2"] {"chapter_references":[{"id":"NDSE2:C07","role":"Thematic chapter guidance","title":"Independent Verification and the Oracle Problem"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 7 and 13 thematic guidance. Family F07 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A report shows that replay checks passed for candidate A under contract revision one. The candidate changes to B before review. Even if the old report’s digest still matches its stored bytes, it does not establish B’s behavior. The reviewer holds the bundle until relevant checks are rerun and the new manifest identifies the actual inputs and producer.","language":"en","outputs":["A version-bound evidence manifest and retained artifacts.","A freshness and provenance result with explicit limitations."],"prerequisites":["Identifiable candidate, contract, oracle, policy, and environment revisions.","Permitted evidence storage and a trustworthy process for recording actual execution."],"purpose":"Let a reviewer determine whether an evidence pack actually applies to the candidate and decision currently under consideration.","related_practices":["PAT:027","PAT:072","PAT:076"],"risks":["A file named as a passing result can conceal that no trustworthy execution produced it.","Reusing current-looking metadata around old artifacts can launder stale evidence into a new review."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:082","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C07","file":"EN/chapters/chapter07.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Record the invocation, input revisions, environment, producing process, timestamp, and result for each material check.","Retain the relevant raw artifacts and give each a stable locator and digest where appropriate.","Assemble a manifest that maps the claims to those artifacts and states the checks and uncertainty outside its scope.","Before use, compare the recorded revisions with the current decision inputs and separately verify any required producer or approval identity.","Hold stale or incomplete evidence, retain it as history, and rerun the affected checks rather than renaming an old report as current."],"verification":["Every material verification claim resolves to a recorded invocation and relevant artifacts.","The pack matches the candidate and authority revisions used for the present decision.","Integrity, producer identity, execution trust, and acceptance authority remain separate checks."],"when_not_to_use":["A checksum-only manifest would be claimed to authenticate a producer or certify acceptance."],"when_to_use":["Checks are performed across sessions, services, or participants and their results must survive a handoff.","A candidate or requirement changes after a previously passing report was produced."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Bind the bundle to code, policy, oracle, and environment; distinguish a hash from identity or truth. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F03"],"id":"PAT:083","kind":"practice_descriptor","label":"Budget-Gated Autonomy","limitation":"A budget cannot bound an action whose effects or resource use are unknown unless the surrounding system can cap or deny it.","mapped":["C:C03","C:C13"],"printed":false,"streams":["T:Engineering structure","T:What agents can do"],"summary":"Check resource limits before admitting the next autonomous action, using conservative allowances for attempts, calls, elapsed time, and cost. Persist consumed resources across interruptions, retries, model switches, and scheduler restarts. Budget bounds the permitted execution opportunity; unused resources cannot authorize a forbidden action, resolve missing intention, or convert a candidate into an accepted outcome.","topics":["K:Agent failure and escalation","K:Benchmarks and construct validity","K:Long-running agent execution"],"url":"","volumes":["V06"],"year":""} 3 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F03 Delegation, Execution and Stopping ["OCC:SDD2:D3"] ["C:C03"] practice_descriptor Budget-Gated Autonomy en A budget cannot bound an action whose effects or resource use are unknown unless the surrounding system can cap or deny it. ["SDD2:D3"] {"chapter_references":[{"id":"NDSE2:C03","role":"Thematic chapter guidance","title":"Limits and Capability of Coding Agents"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 3 and 13 thematic guidance. Family F03 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A worker has enough remaining time for one bounded repair and its checks, but not for an open-ended dependency installation. The controller admits the repair and records the reservation before execution. If the worker restarts, the reservation and earlier attempts remain visible. A successful result still goes to review; remaining budget does not let the worker publish it.","language":"en","outputs":["A persistent budget and reservation ledger.","Admission, reconciliation, and stop decisions tied to attempts."],"prerequisites":["A controller-owned resource ledger and clock.","Defined resource limits, a reservation policy, and an owner for escalation."],"purpose":"Prevent an apparently cheap repeated step from accumulating into unbounded work or resetting its resource history whenever execution resumes.","related_practices":["PAT:021","PAT:033","PAT:084"],"risks":["Tracking expenditure only afterwards can reveal overspend without having prevented it.","A non-atomic ledger or ambiguous completion can admit duplicate work against the same remaining budget."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:083","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C03","file":"EN/chapters/chapter03.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Choose the relevant resource dimensions and limits for the task, including mandatory checking and shutdown obligations.","Before each action, estimate or enforce a conservative maximum allowance and deny admission when it cannot fit.","Reserve the allowance in shared persistent state so concurrent or restarted attempts cannot each spend the same remainder.","Reconcile actual consumption after execution, preserving attempt identity and unresolved reservations when completion is uncertain.","Stop or escalate when limits are reached or unbounded actions are proposed; renew a budget only through the authorized decision path."],"verification":["Admission checks all relevant resource dimensions before execution.","Restart and concurrent-attempt checks cannot silently reset or duplicate the available allowance.","Stops distinguish exhausted budget from missing authority or verification failure."],"when_not_to_use":["A numerical allowance would be used to permit actions outside the task’s authority or protected boundaries."],"when_to_use":["An agent can repeatedly invoke tools, regenerate candidates, or continue across sessions.","The next step has uncertain cost or a loop lacks an explicit stop decision."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Apply conservative advance budgets for actions, cost, and time; retain history across restarts. RECONCILED_EDITORIAL_DESCRIPTOR {"actual":[],"authors":"","category":"practices","collection":"PAT","families":["FAMILY:F11"],"id":"PAT:084","kind":"practice_descriptor","label":"Escalation Protocol","limitation":"An escalation record cannot create an absent decision owner or substitute for the evidence and authority that the next stage requires.","mapped":["C:C11","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Jobs & roles","T:Productivity"],"summary":"Return work through an explicit escalation when a required decision, permission, diagnostic, or resource is unavailable. Preserve the candidate and evidence, name the blocked outcome and responsible authority, and ask for the smallest decision that can resolve the block. Escalation is a recorded workflow result; it does not authorize acceptance simply because the execution budget has ended.","topics":["K:Human-agent collaboration","K:Review capacity and maintainers","K:Specifications and governance"],"url":"","volumes":["V06"],"year":""} 11 PAT 2026-10-18 13.1 Recompose the mechanism RICOMPORRE F11 Coordination, Governance and Adoption ["OCC:AGENT:23","OCC:SDD2:D4"] ["C:C11"] practice_descriptor Escalation Protocol en An escalation record cannot create an absent decision owner or substitute for the evidence and authority that the next stage requires. ["SDD2:D4", "AGENT:23"] {"chapter_references":[{"id":"NDSE2:C11","role":"Thematic chapter guidance","title":"Teams, Governance and the Engineering Organization"},{"id":"NDSE2:C13","role":"Practice selection and proportionality","title":"Choosing Practices and Recognizing Their Limits"}],"editorial_note":"Editorial operational guidance expanded for Atlas v13.1 from the retained practice descriptor and NDSE2 Chapters 11 and 13 thematic guidance. Family F11 preserves the catalogue classification. The example is illustrative; this entry does not establish measured effectiveness.","example":"Illustrative example: A maker receives a second rejection saying the patch is wrong but no failing case or violated rule. It preserves both candidates and review messages, stops further regeneration under the agreed retry policy, and asks the verification owner for a traceable diagnostic. The owner may supply a counterexample or route an unresolved policy question onward. The stop never turns the latest green self-test into acceptance.","language":"en","outputs":["A named escalation or stop record with evidence.","A decision-linked resumption, reassignment, or closure outcome."],"prerequisites":["Named responsibilities for intention, permissions, verification, coordination, and acceptance.","A preserved task state and a way to deliver the decision request through the permitted workflow."],"purpose":"Turn a stopped or disputed task into an actionable decision without losing evidence or encouraging unbounded retries.","related_practices":["PAT:026","PAT:032","PAT:083"],"risks":["Vague requests for approval can burden the wrong person while leaving the real decision unresolved.","Repeated retries or implicit waivers can conceal a missing authority boundary."],"schema_version":1,"source_basis":[{"baseline_release":"13.0","baseline_zip_sha256":"dcd17771f673270d4f8227087d6b342b6c0594a446f273d8b8119c1055654003","id":"PAT:084","scope":"Historical label, family, occurrences and critical revision; operational explanation expanded editorially.","type":"retained_editorial_descriptor"},{"chapter_id":"NDSE2:C11","file":"EN/chapters/chapter11.tex","line":3,"scope":"Thematic chapter guidance; a reading suggestion, not a literal citation of this named practice.","sha256":"18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300","source_version":"13.7.1","type":"published_book_thematic_context"},{"chapter_id":"NDSE2:C13","file":"EN/chapters/chapter13.tex","line":1,"scope":"Practice selection and proportionality; a reading suggestion, not a literal citation of this named practice.","sha256":"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa","source_version":"13.7.1","type":"published_book_thematic_context"}],"steps":["Classify the blocking condition and record a named state rather than treating every stop as failure or completion.","Preserve the current candidate, applicable revisions, attempts, diagnostic evidence, remaining resources, and affected scope.","Identify the authority able to decide the issue and state the smallest concrete question or action needed.","Describe eligible options and their consequences without recommending an unsupported waiver of mandatory controls.","Resume only after the relevant decision is recorded and stale assumptions are reconciled, or close the task with its explicit disposition."],"verification":["The escalation identifies an actionable question and the appropriate decision authority.","A successor can reconstruct the block and relevant evidence without repeating the whole investigation.","Resumption records the decision and preserves resource, permission, and contract constraints."],"when_not_to_use":["The worker can resolve a routine implementation issue safely within existing authority and available evidence."],"when_to_use":["A consequential requirement is unresolved, a permitted route is unavailable, or repeated failures lack a useful new diagnosis.","The task reaches a resource limit, permission boundary, ownership conflict, or required review that the worker cannot resolve."]} Editorial operational guide English operational guidance expanded from the retained descriptor, its historical occurrence trail and thematic chapters of the author-supplied published NDSE2. Illustrative examples are not observed outcomes. Name the outcome, authority, reason, and needed decision; budget does not enable acceptance. RECONCILED_EDITORIAL_DESCRIPTOR Pattern 1 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:NDSE:01","kind":"practice_occurrence","label":"Spec-First Generation","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Spec-First Generation in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:043 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Spec-First Generation en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:043 164 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 14 d18e91e3e4da41faaeb2ab3780e8680a9360f3b04dc48cfdf64dd2c706d89219 HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 2 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F07"],"id":"OCC:NDSE:02","kind":"practice_occurrence","label":"Test-Driven AI Development","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Test-Driven AI Development in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:044 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F07 Tests, Oracles and Acceptance Evidence practice_occurrence Test-Driven AI Development en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:044 316 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 165 d18e91e3e4da41faaeb2ab3780e8680a9360f3b04dc48cfdf64dd2c706d89219 HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 3 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F01"],"id":"OCC:NDSE:03","kind":"practice_occurrence","label":"Exploratory Vibe Coding","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Exploratory Vibe Coding in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:045 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F01 Scope, Exploration and Accountability practice_occurrence Exploratory Vibe Coding en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:045 474 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 317 d18e91e3e4da41faaeb2ab3780e8680a9360f3b04dc48cfdf64dd2c706d89219 HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 4 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:NDSE:04","kind":"practice_occurrence","label":"Small Verifiable Chunks","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Small Verifiable Chunks in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:046 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence Small Verifiable Chunks en Attribution retained as written in the supplied source, not independently verified inventorship. ["Prompt: ``Create SettingsDisplay component that fetches and shows current settings. Use our existing patterns [example].''", "Git commit: ``Add SettingsDisplay component''", "Prompt: ``Add editing to SettingsDisplay: toggle switches for each setting, Save button that calls PUT endpoint, loading state, error handling.''"] PAT:046 623 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 475 d18e91e3e4da41faaeb2ab3780e8680a9360f3b04dc48cfdf64dd2c706d89219 HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 5 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:NDSE:05","kind":"practice_occurrence","label":"Context Engineering","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Context Engineering in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:047 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Context Engineering en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:047 846 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 624 d18e91e3e4da41faaeb2ab3780e8680a9360f3b04dc48cfdf64dd2c706d89219 HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 6 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F10"],"id":"OCC:NDSE:06","kind":"practice_occurrence","label":"The Explainability Test","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of The Explainability Test in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:048 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F10 Competence, Learning and Mentoring practice_occurrence The Explainability Test en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:048 1031 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 847 d18e91e3e4da41faaeb2ab3780e8680a9360f3b04dc48cfdf64dd2c706d89219 HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 7 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F05"],"id":"OCC:NDSE:07","kind":"practice_occurrence","label":"Runtime-in-the-Loop","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Runtime-in-the-Loop in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:049 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F05 Architecture, Evolution and Maintenance practice_occurrence Runtime-in-the-Loop en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:049 1199 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 1032 d18e91e3e4da41faaeb2ab3780e8680a9360f3b04dc48cfdf64dd2c706d89219 HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 8 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F10"],"id":"OCC:NDSE:08","kind":"practice_occurrence","label":"Learning Loop Preservation","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Learning Loop Preservation in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:050 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F10 Competence, Learning and Mentoring practice_occurrence Learning Loop Preservation en Attribution retained as written in the supplied source, not independently verified inventorship. ["Resources to study:"] PAT:050 1462 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 1200 d18e91e3e4da41faaeb2ab3780e8680a9360f3b04dc48cfdf64dd2c706d89219 HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 9 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F06"],"id":"OCC:NDSE:09","kind":"practice_occurrence","label":"Security-First Development","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Security-First Development in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:051 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F06 Security of the Toolchain and Its Effects practice_occurrence Security-First Development en Attribution retained as written in the supplied source, not independently verified inventorship. ["As Osmani observed, AI is trained on ``the lowest common denominator'' of open-source code. It doesn't optimize for security best practices. Common issues: hardcoded credentials, SQL injection vulnerabilities, XSS issues, authentication bypasses.", "\\item Expected to provide adequate resources"] PAT:051 428 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 14 ddaab92e52b76bea22a86d4c6fad3960863640c1ad8eca08d599e9aeb4ff6843 HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 10 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F08"],"id":"OCC:NDSE:10","kind":"practice_occurrence","label":"Review Gauntlet","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Review Gauntlet in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:052 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F08 Critique, Review and Trust practice_occurrence Review Gauntlet en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:052 766 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 429 ddaab92e52b76bea22a86d4c6fad3960863640c1ad8eca08d599e9aeb4ff6843 HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 11 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:NDSE:11","kind":"practice_occurrence","label":"Legacy Code Navigation","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Legacy Code Navigation in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:053 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Legacy Code Navigation en Attribution retained as written in the supplied source, not independently verified inventorship. ["Understanding legacy code has always been time-consuming. Reading thousands of lines, tracing execution paths, understanding implicit assumptions. Junior engineers can spend weeks just getting oriented. Additionally, LLMs are trained on generic open-source code—they don't know your company's patterns, domain models, or architectural decisions without help.", "\\textbf{Method 2: Cross-Reference Multiple Sources}"] PAT:053 1077 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 767 ddaab92e52b76bea22a86d4c6fad3960863640c1ad8eca08d599e9aeb4ff6843 HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 12 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F05"],"id":"OCC:NDSE:12","kind":"practice_occurrence","label":"Migration as Learning","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Migration as Learning in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:054 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F05 Architecture, Evolution and Maintenance practice_occurrence Migration as Learning en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:054 385 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 14 76e3939a42d722b1d5a0de3290dd0625337e5a3ffc5fe0e27374334e5ecbc7eb HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 13 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F10"],"id":"OCC:NDSE:13","kind":"practice_occurrence","label":"Trio Programming","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Trio Programming in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:055 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F10 Competence, Learning and Mentoring practice_occurrence Trio Programming en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:055 660 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 386 76e3939a42d722b1d5a0de3290dd0625337e5a3ffc5fe0e27374334e5ecbc7eb HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 14 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F11"],"id":"OCC:NDSE:14","kind":"practice_occurrence","label":"Parallel Work Orchestration","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Parallel Work Orchestration in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:056 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F11 Coordination, Governance and Adoption practice_occurrence Parallel Work Orchestration en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:056 953 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 661 76e3939a42d722b1d5a0de3290dd0625337e5a3ffc5fe0e27374334e5ecbc7eb HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 15 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F11"],"id":"OCC:NDSE:15","kind":"practice_occurrence","label":"Structured Enablement Program","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Structured Enablement Program in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:057 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F11 Coordination, Governance and Adoption practice_occurrence Structured Enablement Program en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\item Requires dedicated resources (enablement lead, champions)", "\\textbf{This Week's Resources} (30 sec): Quick links to helpful content."] PAT:057 351 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 14 9d668054284384874a1722dd095b05a02c83d3e3b643c76dc189fa31da25ff1a HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 16 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F06"],"id":"OCC:NDSE:16","kind":"practice_occurrence","label":"Acceptable Use Policy","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Acceptable Use Policy in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:058 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F06 Security of the Toolchain and Its Effects practice_occurrence Acceptable Use Policy en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:058 585 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 352 9d668054284384874a1722dd095b05a02c83d3e3b643c76dc189fa31da25ff1a HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 17 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F02"],"id":"OCC:NDSE:17","kind":"practice_occurrence","label":"Measurement & Learning","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Measurement & Learning in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:059 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F02 Measurement and Operational Learning practice_occurrence Measurement & Learning en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\textbf{Source 1: Real Team Experience}", "\\textbf{Source 2: Measurement Data}", "\\textbf{Source 3: Incident Learnings}", "\\textbf{Source 4: External Developments}", "\\item[] \\hspace{1em} $\\rightarrow$ Adapt their approach", "\\textbf{The Core Principle:} You can't improve what you don't measure. You can't adapt what you don't review. Track the three dimensions (utilization, impact, costs), use data to drive decisions, and continuously evolve your practices based on what you learn."] PAT:059 917 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 586 9d668054284384874a1722dd095b05a02c83d3e3b643c76dc189fa31da25ff1a HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 18 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F12"],"id":"OCC:NDSE:18","kind":"practice_occurrence","label":"Cost Management","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Cost Management in the retained V01 source. The original title, alias and file locator preserve its lineage. Read PAT:060 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V01"],"year":""} OCC F12 Economics, Infrastructure and Work practice_occurrence Cost Management en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:060 1203 AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 918 9d668054284384874a1722dd095b05a02c83d3e3b643c76dc189fa31da25ff1a HISTORICAL_SOURCE_OCCURRENCE V01 Pattern 19 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:SDD1:19","kind":"practice_occurrence","label":"Constitution-Driven Development","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Constitution-Driven Development in the retained V02 source. The original title, alias and file locator preserve its lineage. Read PAT:066 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V02"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Constitution-Driven Development en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\item \\textbf{Dan Delamarski (GitHub Spec Kit creator):} ``Constitution generation is where you want to use your most capable reasoning model. This is a one-time investment that pays dividends across every feature you build.''"] PAT:066 236 AI_SDD_ENG/chapters/chapter05_patterns.tex 110 a5d81ef982282d03e93f32f344890d01e05eb138a89c84e7d4fda6818e602e0d HISTORICAL_SOURCE_OCCURRENCE V02 Pattern 20 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:SDD1:20","kind":"practice_occurrence","label":"Clarification-First Planning","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Clarify Before Plan in the retained V02 source. The original title, alias and file locator preserve its lineage. Read PAT:067 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V02"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Clarification-First Planning en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:067 393 AI_SDD_ENG/chapters/chapter05_patterns.tex 237 a5d81ef982282d03e93f32f344890d01e05eb138a89c84e7d4fda6818e602e0d HISTORICAL_SOURCE_OCCURRENCE V02 Pattern 21 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:SDD1:21","kind":"practice_occurrence","label":"Consistency Analysis Gate","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Consistency Analysis Gate in the retained V02 source. The original title, alias and file locator preserve its lineage. Read PAT:061 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V02"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Consistency Analysis Gate en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:061 523 AI_SDD_ENG/chapters/chapter05_patterns.tex 394 a5d81ef982282d03e93f32f344890d01e05eb138a89c84e7d4fda6818e602e0d HISTORICAL_SOURCE_OCCURRENCE V02 Pattern 22 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:SDD1:22","kind":"practice_occurrence","label":"Research Artifact Preservation","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Research Artifact Preservation in the retained V02 source. The original title, alias and file locator preserve its lineage. Read PAT:062 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V02"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Research Artifact Preservation en Attribution retained as written in the supplied source, not independently verified inventorship. ["Research artifacts include version information, key findings with source links, decisions made and rationale, open questions, and migration notes (old $\\to$ new approach mappings).", "Use current documentation sources:"] PAT:062 667 AI_SDD_ENG/chapters/chapter05_patterns.tex 524 a5d81ef982282d03e93f32f344890d01e05eb138a89c84e7d4fda6818e602e0d HISTORICAL_SOURCE_OCCURRENCE V02 Pattern 23 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F05"],"id":"OCC:SDD1:23","kind":"practice_occurrence","label":"Parallel Implementation Exploration","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Parallel Implementation Exploration in the retained V02 source. The original title, alias and file locator preserve its lineage. Read PAT:063 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V02"],"year":""} OCC F05 Architecture, Evolution and Maintenance practice_occurrence Parallel Implementation Exploration en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:063 797 AI_SDD_ENG/chapters/chapter05_patterns.tex 668 a5d81ef982282d03e93f32f344890d01e05eb138a89c84e7d4fda6818e602e0d HISTORICAL_SOURCE_OCCURRENCE V02 Pattern 24 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:SDD1:24","kind":"practice_occurrence","label":"Specification Scale Management","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Specification Scale Management in the retained V02 source. The original title, alias and file locator preserve its lineage. Read PAT:064 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V02"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Specification Scale Management en Attribution retained as written in the supplied source, not independently verified inventorship. ["The value of specifications---being the source of truth---erodes when nobody can find or trust them.", "\\item[Active:] Specifications currently being implemented. Move to active when development resources assigned."] PAT:064 925 AI_SDD_ENG/chapters/chapter05_patterns.tex 798 a5d81ef982282d03e93f32f344890d01e05eb138a89c84e7d4fda6818e602e0d HISTORICAL_SOURCE_OCCURRENCE V02 Pattern 25 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:SDD1:25","kind":"practice_occurrence","label":"Model Switching for Regeneration","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Model Switching for Regeneration in the retained V02 source. The original title, alias and file locator preserve its lineage. Read PAT:065 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V02"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence Model Switching for Regeneration en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\item \\textbf{Dan Delamarski (Spec Kit creator):} Recommends switching models when specs aren't capturing intent after initial attempts."] PAT:065 1107 AI_SDD_ENG/chapters/chapter05_patterns.tex 926 a5d81ef982282d03e93f32f344890d01e05eb138a89c84e7d4fda6818e602e0d HISTORICAL_SOURCE_OCCURRENCE V02 Pattern A1 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:SDD2:A1","kind":"practice_occurrence","label":"Constitution-Driven Development","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Constitution-Driven Development in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:066 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Constitution-Driven Development en Attribution retained as written in the supplied source, not independently verified inventorship. ["% Sources: Spec Kit's constitutional governance; Karpathy's CLAUDE.md discipline.]"] PAT:066 90 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 55 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern A2 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:SDD2:A2","kind":"practice_occurrence","label":"Clarify Before Plan","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Clarify Before Plan in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:067 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Clarify Before Plan en Attribution retained as written in the supplied source, not independently verified inventorship. ["% Sources: Spec Kit's clarification template; GSD's CLARIFY_BEFORE_PLAN rule.]", "\\paragraph{Practical example.} Tuesday at 10:14 Marta runs \\code{sdd new feat-042} followed by \\code{sdd run @clarification feat-042}. The agent returns seven questions: two P1 (``what is the PKCE \\code{code\\_verifier} lifetime?'' and ``does revocation cascade to issued ID tokens?''), four P2 (rate-limit ceiling, redirect-URI allow-list, log-retention horizon, device binding policy), one P3 (preferred clock source for token \\code{nbf}). Gate~1 stays closed until the security PO answers the two P1s; the four P2 assumptions are recorded in \\code{clarifications.md}. Gate~1 opens at 14:30, with the spec measurably less ambiguous than the version Marta would have shipped to \\code{@architect} unaided."] PAT:067 124 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 91 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern A3 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:SDD2:A3","kind":"practice_occurrence","label":"Progressive Specification","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Progressive Specification in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:068 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Progressive Specification en Attribution retained as written in the supplied source, not independently verified inventorship. ["% Sources: Spec Loop Engine's iterative refinement model; addition in the final feature layer.]"] PAT:068 159 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 125 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern A4 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:SDD2:A4","kind":"practice_occurrence","label":"Red-Team Specification","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Red-Team Specification in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:069 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Red-Team Specification en Attribution retained as written in the supplied source, not independently verified inventorship. ["% Sources: security red-teaming practice; addition in the final feature layer.]"] PAT:069 191 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 160 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern A5 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:SDD2:A5","kind":"practice_occurrence","label":"Gap-Closure Analysis","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Gap-Closure Analysis in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:070 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Gap-Closure Analysis en Attribution retained as written in the supplied source, not independently verified inventorship. ["% Sources: AI-RPI Protocol's traceability model; addition in the final feature layer.]"] PAT:070 226 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 192 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern A6 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:SDD2:A6","kind":"practice_occurrence","label":"Ambiguity Scoring","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Ambiguity Scoring in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:071 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Ambiguity Scoring en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:071 266 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 227 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern B1 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:SDD2:B1","kind":"practice_occurrence","label":"Handoff Chain","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Handoff Chain in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:072 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Handoff Chain en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:072 298 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 267 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern B2 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:SDD2:B2","kind":"practice_occurrence","label":"Multi-Mode Agent","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Multi-Mode Agent in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:073 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence Multi-Mode Agent en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:073 330 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 299 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern B3 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F08"],"id":"OCC:SDD2:B3","kind":"practice_occurrence","label":"Anti-Sycophancy Enforcement","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Anti-Sycophancy Enforcement in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:074 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F08 Critique, Review and Trust practice_occurrence Anti-Sycophancy Enforcement en Attribution retained as written in the supplied source, not independently verified inventorship. ["% Sources: Karpathy's anti-sycophancy discipline; GSD numbered rules.]"] PAT:074 362 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 331 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern B4 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F08"],"id":"OCC:SDD2:B4","kind":"practice_occurrence","label":"Convergence Review","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Convergence Review in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:075 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F08 Critique, Review and Trust practice_occurrence Convergence Review en Attribution retained as written in the supplied source, not independently verified inventorship. ["% during autonomous execution. Sources: multi-model debate pattern in advanced LLM research.]", "\\paragraph{Practical example.} Phase~2 of \\code{feat-042} reaches a fork: store the OAuth grant--token mapping as an \\textit{event-sourced} stream (every issue, refresh and revocation as an immutable event) or as a \\textit{state-based} table with an append-only audit shadow. Marta runs \\code{sdd gate check 2 --convergence}. The primary model proposes event-sourcing, citing audit fidelity; the second model challenges, pointing out that the merchant dashboard reads the current grant state on every checkout (4~ms p95 budget), and event-replay at that volume needs a snapshot strategy the team has not budgeted for. Synthesis: state-based table plus an append-only audit table for compliance --- the cheaper option that satisfies both the SLO and Article~4 audit requirement. Two-model latency: 8~minutes; durable rationale captured in \\code{plan.md} \\S4."] PAT:075 399 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 363 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern C1 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:SDD2:C1","kind":"practice_occurrence","label":"Gate-Enforced Progression","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Gate-Enforced Progression in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:076 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Gate-Enforced Progression en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:076 432 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 400 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern C2 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F06"],"id":"OCC:SDD2:C2","kind":"practice_occurrence","label":"Security Pipeline","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Security Pipeline in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:077 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F06 Security of the Toolchain and Its Effects practice_occurrence Security Pipeline en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:077 468 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 433 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern C3 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F06"],"id":"OCC:SDD2:C3","kind":"practice_occurrence","label":"Prompt Injection Scanning","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Prompt Injection Scanning in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:078 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F06 Security of the Toolchain and Its Effects practice_occurrence Prompt Injection Scanning en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:078 501 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 469 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern C4 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F06"],"id":"OCC:SDD2:C4","kind":"practice_occurrence","label":"Supply-Chain Risk Audit","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Supply-Chain Risk Audit in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:079 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F06 Security of the Toolchain and Its Effects practice_occurrence Supply-Chain Risk Audit en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\paragraph{Consequences.} \\emph{Benefits.} Sharp reduction in dependency-introduced CVEs; defence against slopsquatting; the maintenance signal helps teams catch the slow decline of packages they were going to depend on; the skill's findings become part of the architecture decision record. \\emph{Trade-offs.} Requires up-to-date advisory data (the skill's value collapses if its sources lag); the maintenance signal is heuristic and can blacklist healthy single-maintainer projects; review fatigue if the project pulls in many small dependencies at once."] PAT:079 535 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 502 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern C5 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F07"],"id":"OCC:SDD2:C5","kind":"practice_occurrence","label":"Adversarial Agent Pattern","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Adversarial Agent Pattern in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:080 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F07 Tests, Oracles and Acceptance Evidence practice_occurrence Adversarial Agent Pattern en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\paragraph{Context.} A specification has been approved and an agent (or chain of agents) has begun executing it. The specification is the authoritative source of truth, but the act of execution---turning prose into code, tests, configurations---introduces interpretive freedom. Whoever does the building also has the strongest incentive to declare the work done.", "\\paragraph{Problem.} A single agent that both implements and verifies its own output is structurally biased toward declaring success. Self-verifying agents rationalise away gaps between the artifact and the spec, hallucinate the existence of behaviours they did not implement, and---most diagnostically---``just change the test'' when the code under construction cannot be made to pass. Kent Beck identifies this as the dominant LLM failure mode in test-first workflows: the model treats the test as another mutable artifact rather than as the contract the code must satisfy. Without an external check whose incentive is inverted, errors compound silently across phases.", " \\node[pcin] (spec) {SPEC\\\\(source of truth)};", "\\paragraph{Consequences.} \\emph{Benefits.} Hallucinated completions are caught at the role boundary rather than after merge. The read-only sandbox makes ``just change the test'' architecturally impossible: the Verifier has no write privilege over the artifact under audit. Failure feedback is structured (spec~$\\to$~Coordinator) rather than ad hoc, which keeps the spec the single source of truth and prevents the Implementor and Verifier from negotiating their way to a passing build. The pattern composes cleanly with gate enforcement (Pattern~C1) because the Verifier's verdict is the natural input to Gate~3 (verification gate). \\emph{Trade-offs.} Inference cost roughly doubles per task because the Verifier re-reads the spec independently. Latency increases because verification cannot be parallelised with implementation without losing the inverted incentive (a Verifier that watches the Implementor work is no longer adversarial). Coordinator design becomes the highest-leverage decision: a weak Coordinator that decomposes badly will produce both bad implementations and irrelevant verifications."] PAT:080 572 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 536 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern D1 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:SDD2:D1","kind":"practice_occurrence","label":"One-Item-Per-Cycle","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of One-Item-Per-Cycle in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:081 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence One-Item-Per-Cycle en Attribution retained as written in the supplied source, not independently verified inventorship. ["% Sources: Ralph Copilot's one-item protocol.]"] PAT:081 606 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 573 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern D2 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F07"],"id":"OCC:SDD2:D2","kind":"practice_occurrence","label":"Evidence-Pack Provenance","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Evidence-Pack Provenance in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:082 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F07 Tests, Oracles and Acceptance Evidence practice_occurrence Evidence-Pack Provenance en Attribution retained as written in the supplied source, not independently verified inventorship. ["% Sources: Ralph Copilot's per-cycle documentation model.]", "\\paragraph{Solution.} Every autonomous cycle produces a structured \\textbf{evidence pack}\\,---\\,three artifacts at minimum, written to a per-cycle directory under \\code{.specify/evidence/}. The \\code{prompt.md} captures the exact input the agent received: the spec excerpt, the constitution sections, the prior artifacts, the task statement. The \\code{result.md} captures what the agent did: the diff, the test results, the tools invoked, the decisions made and their rationale. The \\code{verdict.md} captures the agent's self-assessment: did the cycle meet the acceptance criteria? Which evidence supports that claim? Which open questions remain? The pack is committed to the repository (it is part of the source of truth, not a transient log) and is linked from \\code{tasks.md} so the trail from item to cycle to evidence is one click."] PAT:082 642 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 607 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern D3 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:SDD2:D3","kind":"practice_occurrence","label":"Budget-Gated Autonomy","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Budget-Gated Autonomy in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:083 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence Budget-Gated Autonomy en Attribution retained as written in the supplied source, not independently verified inventorship. ["% Sources: Spec Loop Engine's budget model (generalized to inference calls).]", "\\paragraph{Context.} An autonomous run has been launched. The agent has a backlog, a goal, and a model API key with a generous quota. Without an explicit upper bound on resource consumption, the run could plausibly continue for hours or days."] PAT:083 676 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 643 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Pattern D4 {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F11"],"id":"OCC:SDD2:D4","kind":"practice_occurrence","label":"Escalation Protocol","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Escalation Protocol in the retained V03 source. The original title, alias and file locator preserve its lineage. Read PAT:084 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V03"],"year":""} OCC F11 Coordination, Governance and Adoption practice_occurrence Escalation Protocol en Attribution retained as written in the supplied source, not independently verified inventorship. ["% Sources: BMAD's explicit handoff protocol; AI-RPI's escalation model.]", "\\paragraph{A1 --- Constitution-Driven Development.} Enterprise SDD generates the constitution through the \\code{@constitution} agent during \\code{sdd init}; the output lives in \\code{.specify/memory/constitution.md} and is loaded by every agent's reading procedure. Update before the first feature, then amend explicitly through a dedicated PR with team sign-off; never edit the constitution as a side effect of a feature PR. Adapted from Spec Kit's constitutional governance and Karpathy's \\code{CLAUDE.md} discipline.", "\\paragraph{A2 --- Clarify Before Plan.} Enterprise SDD wires this into Phase~1.3: \\code{@clarification} runs after \\code{@requirement-analyst} and before Gate~1. The P1/P2/P3 tiering uses the same priority taxonomy as the runtime escalation protocol (Pattern~D4), so the team learns one vocabulary for ``how blocking is this?'' Adapted from Spec Kit's \\code{/clarify} template and the \\code{CLARIFY\\_BEFORE\\_PLAN} rule first articulated in GSD.", "\\paragraph{A3 --- Progressive Specification.} Enterprise SDD's \\code{sdd new --progressive} mode marks the spec with the progressive flag and requires every Gate~1 check to compare the current spec against the previous iteration\\,---\\,if no \\code{[NEEDS-CLARIFICATION]} markers were resolved, the gate fails. Use only on well-understood feature \\emph{types} (UI iterations, integration extensions); set an iteration budget (typically 3) and treat budget exhaustion as the trigger to elevate the feature back to standard pipeline. Adapted from Spec Loop Engine's iterative refinement model.", "\\paragraph{A4 --- Red-Team Specification.} Run \\code{sdd skill run red-team-spec <feature-id>} after the author has self-reviewed and before Gate~1 is requested. The skill's instruction explicitly forbids the agent from confirming what the spec does well; its only output is failure modes. Findings flow into the same gap-closure analysis (Pattern~A5) used for traceability. The pattern is one of three Enterprise~SDD mechanisms that implement the inverted-incentive principle from the Adversarial Agent Pattern (C5). Adapted from security red-teaming practice.", "\\paragraph{A5 --- Gap-Closure Analysis.} Run \\code{sdd analyze --gaps} on brownfield projects after \\code{sdd ingest} has imported the existing repository structure. Use the prioritised orphan list to drive a small allocation of each sprint to retroactive specification (typically 10--20\\,\\%); resist the temptation to declare a ``spec sprint'' that pauses feature delivery, which historically produces specs nobody references. Adapted from AI-RPI Protocol's traceability model.", "\\paragraph{B3 --- Anti-Sycophancy Enforcement.} Enterprise SDD ships the rule as part of the shared \\code{all-agents.instructions.md} so that every agent inherits the same wording; individual agents may extend the rule but cannot weaken it. The rule references the constitution, plan, and architecture pattern files explicitly, so the agent's challenges are anchored in artifacts rather than in vibes. Adapted from Karpathy's anti-sycophancy discipline and GSD's numbered rules.", "\\paragraph{B4 --- Convergence Review.} Enterprise SDD invokes convergence review through \\code{sdd gate check --convergence}, reserved for Gate~2 architectural decisions during autonomous execution. The two-model orchestration is wired into the autonomy policy so that budget accounting (Pattern~D3) accommodates the doubled cost. Adapted from the multi-model debate pattern in advanced LLM research.", "\\paragraph{D1 --- One-Item-Per-Cycle.} The boundary is enforced by \\code{autonomy-policy.instructions.md}: the policy contains a hard rule that no agent may begin a second item within a single cycle, regardless of remaining budget. Adapted from Ralph Copilot's one-item protocol and combined with Spec Loop Engine's per-cycle audit journal.", "\\paragraph{D2 --- Evidence-Pack Provenance.} Evidence packs are required in Autonomous-Governed mode and recommended in Autonomous-Guided mode; the autonomy policy refuses to mark a cycle complete without all three files present and structurally valid. Pair with the Adversarial Agent Pattern (C5): the Verifier's read-only audit produces its own contribution to the evidence pack, separate from the Implementor's, so the reviewer can see both perspectives. Adapted from Ralph Copilot's per-cycle documentation model.", "\\paragraph{D3 --- Budget-Gated Autonomy.} The default budget is set per mode in the autonomy policy; \\code{--autonomy-budget} overrides it on the CLI; \\code{sdd status --autonomy} reports remaining budget at any time during a run. Budget exhaustion produces the same handoff format as escalation (Pattern~D4) so the team has one vocabulary for ``the agent stopped, here is the state.'' Adapted from Spec Loop Engine's budget model and generalised from cycles to inference calls.", "\\paragraph{D4 --- Escalation Protocol.} Enterprise SDD encodes the three tiers in \\code{autonomy-policy.instructions.md}; escalation triggers (blocker, low-confidence, test failures, gate boundary) are listed in the policy with example classifications. Each cycle's evidence pack includes an \\textit{escalation log} with one entry per ambiguity encountered. Adapted from BMAD's explicit handoff protocol and AI-RPI's escalation model.", "\\item Each pattern was adapted from at least one public framework; knowing the origin helps in understanding the context in which the pattern is most effective", "\\item Patterns are not checklists; they are starting points for understanding a recurring problem and adapting the solution to your context"] PAT:084 778 AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 677 4830546709bc5f2eb4641c47add3bb9992eb9089497514ac25f321b33f5f92aa HISTORICAL_SOURCE_OCCURRENCE V03 Plan-Then-Execute {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:AGENT:01","kind":"practice_occurrence","label":"Plan-Then-Execute","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Plan-Then-Execute in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:001 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence Plan-Then-Execute en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\textbf{Ralph connection:} This is exactly the Planning Mode vs.\\ Building Mode distinction from \\chapref{ch:ralph}. Huntley's approach of using separate prompts for planning and building is an instance of this pattern. The key insight from the pattern catalogue is that the \\textit{plan itself should be treated as disposable}—regeneration is cheap, salvaging a corrupted plan is expensive."] PAT:001 67 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 60 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Swarm Migration (Map-Reduce for Agents) {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F05"],"id":"OCC:AGENT:02","kind":"practice_occurrence","label":"Swarm Migration (Map-Reduce for Agents)","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Swarm Migration (Map-Reduce for Agents) in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:002 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F05 Architecture, Evolution and Maintenance practice_occurrence Swarm Migration (Map-Reduce for Agents) en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:002 97 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 68 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Background Agent CI {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F11"],"id":"OCC:AGENT:03","kind":"practice_occurrence","label":"Background Agent CI","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Background Agent CI in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:003 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F11 Coordination, Governance and Adoption practice_occurrence Background Agent CI en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:003 136 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 98 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Initializer-Maintainer Dual Agent Architecture {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:AGENT:04","kind":"practice_occurrence","label":"Initializer-Maintainer Dual Agent Architecture","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Initializer-Maintainer Dual Agent Architecture in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:004 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence Initializer-Maintainer Dual Agent Architecture en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\textbf{Ralph connection:} This maps to Huntley's observation that Ralph ``works best as a technique for bootstrapping Greenfield, with the expectation you'll get 90\\% done with it.'' The dual-agent pattern formalizes the transition point: when do you switch from aggressive generation to careful maintenance? The answer is usually when your test suite is robust enough to serve as backpressure."] PAT:004 144 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 137 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Feature List as Immutable Contract {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F04"],"id":"OCC:AGENT:05","kind":"practice_occurrence","label":"Feature List as Immutable Contract","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Feature List as Immutable Contract in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:005 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F04 Intentions, Contracts and Specifications practice_occurrence Feature List as Immutable Contract en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:005 180 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 145 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Context Window Anxiety Management {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:AGENT:06","kind":"practice_occurrence","label":"Context Window Anxiety Management","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Context Window Anxiety Management in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:006 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Context Window Anxiety Management en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\textbf{Ralph connection:} This formalizes the context engineering discussed in \\chapref{ch:memory}. Huntley emphasizes: ``The more you use the context window, the worse the outcomes.'' This pattern provides a structured approach to what was previously intuition."] PAT:006 188 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 181 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Compounding Engineering {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:AGENT:07","kind":"practice_occurrence","label":"Compounding Engineering","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Compounding Engineering in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:007 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Compounding Engineering en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:007 196 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 189 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Agent-Powered Codebase Q\&A and Onboarding {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:AGENT:08","kind":"practice_occurrence","label":"Agent-Powered Codebase Q&A and Onboarding","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Agent-Powered Codebase Q&A and Onboarding in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:008 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Agent-Powered Codebase Q&A and Onboarding en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\textbf{Ralph connection:} This pattern suggests a dedicated orientation phase at the start of each Ralph iteration. Rather than just reading \\texttt{AGENTS.md}, the agent can actively search and query the codebase to build understanding. Huntley's ``search before implementing'' instruction is a minimal version of this; the full pattern extends it to systematic codebase comprehension."] PAT:008 211 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 197 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 CI-as-Backpressure {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F11"],"id":"OCC:AGENT:09","kind":"practice_occurrence","label":"CI-as-Backpressure","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of CI-as-Backpressure in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:009 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F11 Coordination, Governance and Adoption practice_occurrence CI-as-Backpressure en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:009 219 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 212 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Inference-Healed Code Review {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F08"],"id":"OCC:AGENT:10","kind":"practice_occurrence","label":"Inference-Healed Code Review","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Inference-Healed Code Review in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:010 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F08 Critique, Review and Trust practice_occurrence Inference-Healed Code Review en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:010 227 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 220 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Reward Shaping for Tool Use {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:AGENT:11","kind":"practice_occurrence","label":"Reward Shaping for Tool Use","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Reward Shaping for Tool Use in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:011 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence Reward Shaping for Tool Use en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\textbf{Ralph connection:} Huntley's subagent management addresses this directly: ``only 1 subagent for build/tests'' while allowing many subagents for searching. The pattern generalizes this insight: explicitly control which tool patterns are encouraged versus discouraged through prompt instructions and quality metrics.", "\\section{Learning \\& Adaptation Patterns}"] PAT:011 255 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 228 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 AI-Accelerated Learning and Skill Development {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F10"],"id":"OCC:AGENT:12","kind":"practice_occurrence","label":"AI-Accelerated Learning and Skill Development","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of AI-Accelerated Learning and Skill Development in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:012 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F10 Competence, Learning and Mentoring practice_occurrence AI-Accelerated Learning and Skill Development en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:012 263 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 256 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Agent Reinforcement Fine-Tuning {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:AGENT:13","kind":"practice_occurrence","label":"Agent Reinforcement Fine-Tuning","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Agent Reinforcement Fine-Tuning in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:013 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence Agent Reinforcement Fine-Tuning en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:013 280 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 264 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Deterministic Failure Harness {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F07"],"id":"OCC:AGENT:14","kind":"practice_occurrence","label":"Deterministic Failure Harness","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Deterministic Failure Harness in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:014 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F07 Tests, Oracles and Acceptance Evidence practice_occurrence Deterministic Failure Harness en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:014 288 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 281 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Regression Safety Net {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F07"],"id":"OCC:AGENT:15","kind":"practice_occurrence","label":"Regression Safety Net","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Regression Safety Net in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:015 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F07 Tests, Oracles and Acceptance Evidence practice_occurrence Regression Safety Net en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\textbf{Ralph connection:} Huntley addresses this in his CURSED prompt: ``If tests unrelated to your work fail then it's your job to resolve these tests as part of the increment of change.'' The Regression Safety Net pattern formalizes this into a rule: agents must leave the test suite in the same or better state than they found it. No new test failures allowed, period."] PAT:015 296 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 289 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Structured Drift Detection {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:AGENT:16","kind":"practice_occurrence","label":"Structured Drift Detection","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Structured Drift Detection in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:016 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Structured Drift Detection en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:016 309 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 297 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Blast Radius Containment {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F06"],"id":"OCC:AGENT:17","kind":"practice_occurrence","label":"Blast Radius Containment","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Blast Radius Containment in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:017 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F06 Security of the Toolchain and Its Effects practice_occurrence Blast Radius Containment en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\textbf{Solution:} Contain the agent's ``blast radius'' through layered isolation: sandboxed execution environments (Docker, E2B), minimal credential exposure (only necessary API keys), network isolation (egress restrictions), and resource limits (CPU, memory, disk).", "\\textbf{Ralph connection:} This is the sandboxing strategy from \\chapref{ch:safety} formalized as a pattern. The pattern catalogue adds a structured approach: enumerate all resources the agent can access, then systematically restrict each to the minimum required. Huntley's philosophy—``It's not if it gets popped, it's when. And what is the blast radius?''—is the pattern's guiding principle."] PAT:017 317 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 310 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 PII and Secret Scrubbing {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F06"],"id":"OCC:AGENT:18","kind":"practice_occurrence","label":"PII and Secret Scrubbing","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of PII and Secret Scrubbing in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:018 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F06 Security of the Toolchain and Its Effects practice_occurrence PII and Secret Scrubbing en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:018 330 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 318 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Subagent Spawning and Fan-Out {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F11"],"id":"OCC:AGENT:19","kind":"practice_occurrence","label":"Subagent Spawning and Fan-Out","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Subagent Spawning and Fan-Out in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:019 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F11 Coordination, Governance and Adoption practice_occurrence Subagent Spawning and Fan-Out en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\textbf{Ralph connection:} This is Huntley's subagent model from \\chapref{ch:ralph}, generalized. The pattern adds guidance on managing subagent results: how to aggregate findings, how to handle conflicting subagent output, and how to limit parallelism to avoid overwhelming the primary context."] PAT:019 338 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 331 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 File-System as State Machine {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:AGENT:20","kind":"practice_occurrence","label":"File-System as State Machine","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of File-System as State Machine in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:020 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence File-System as State Machine en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:020 364 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 339 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Tool Call Budget {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:AGENT:21","kind":"practice_occurrence","label":"Tool Call Budget","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Tool Call Budget in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:021 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence Tool Call Budget en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:021 377 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 365 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Trust Calibration {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F08"],"id":"OCC:AGENT:22","kind":"practice_occurrence","label":"Trust Calibration","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Trust Calibration in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:022 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F08 Critique, Review and Trust practice_occurrence Trust Calibration en Attribution retained as written in the supplied source, not independently verified inventorship. ["\\textbf{Ralph connection:} This maps directly to the Developer Evolution Model from \\chapref{ch:evolution}. Stages 5--6 correspond to supervised mode. Stages 7--8 correspond to monitored mode. The theoretical Stage 9 (evolutionary software) corresponds to autonomous mode. The pattern formalizes what Huntley expresses as ``building software with Ralph requires a great deal of faith and a belief in eventual consistency.''"] PAT:022 385 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 378 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 Human-in-the-Loop Escalation {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F11"],"id":"OCC:AGENT:23","kind":"practice_occurrence","label":"Human-in-the-Loop Escalation","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Escalation Protocol in the retained V04 source. The original title, alias and file locator preserve its lineage. Read PAT:084 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V04"],"year":""} OCC F11 Coordination, Governance and Adoption practice_occurrence Human-in-the-Loop Escalation en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:084 400 ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 386 3c88f9e5d7b0288e46de69503668ac80ecb7778165d80bf74eab10da30c4e2ba HISTORICAL_SOURCE_OCCURRENCE V04 I {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:LOOP:R1","kind":"practice_occurrence","label":"The External Bash Loop","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of The External Bash Loop in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:023 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence The External Bash Loop en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:023 397 NDLE/new_chapters/chapter04_ralph_loop.tex 397 aa58f0631ba2700b7664babd919b1e842cf17557b9d86fd374bab6fac5fc0636 HISTORICAL_SOURCE_OCCURRENCE V05 II {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:LOOP:R2","kind":"practice_occurrence","label":"The Stop-Hook Loop","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of The Stop-Hook Loop in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:024 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence The Stop-Hook Loop en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:024 545 NDLE/new_chapters/chapter04_ralph_loop.tex 545 aa58f0631ba2700b7664babd919b1e842cf17557b9d86fd374bab6fac5fc0636 HISTORICAL_SOURCE_OCCURRENCE V05 III {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:LOOP:R3","kind":"practice_occurrence","label":"The Editor-Native Manual Loop","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of The Editor-Native Manual Loop in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:025 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence The Editor-Native Manual Loop en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:025 566 NDLE/new_chapters/chapter04_ralph_loop.tex 566 aa58f0631ba2700b7664babd919b1e842cf17557b9d86fd374bab6fac5fc0636 HISTORICAL_SOURCE_OCCURRENCE V05 Run Until Done: Retry Against Reality {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F03"],"id":"OCC:LOOP:T01","kind":"practice_occurrence","label":"Run Until Done: Retry Against Reality","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Run Until Done: Retry Against Reality in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:026 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F03 Delegation, Execution and Stopping practice_occurrence Run Until Done: Retry Against Reality en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:026 200 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 200 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Maker--Checker: Separate Production from Acceptance {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F07"],"id":"OCC:LOOP:T02","kind":"practice_occurrence","label":"Maker–Checker: Separate Production from Acceptance","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Maker–Checker: Separate Production from Acceptance in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:027 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F07 Tests, Oracles and Acceptance Evidence practice_occurrence Maker–Checker: Separate Production from Acceptance en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:027 273 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 273 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Skills and Context Engineering: Remove Intent Debt {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:LOOP:T03","kind":"practice_occurrence","label":"Skills and Context Engineering: Remove Intent Debt","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Skills and Context Engineering: Remove Intent Debt in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:028 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Skills and Context Engineering: Remove Intent Debt en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:028 363 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 363 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Memory and Retrieval: Read What the Model Could Not Know {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:LOOP:T04","kind":"practice_occurrence","label":"Memory and Retrieval: Read What the Model Could Not Know","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Memory and Retrieval: Read What the Model Could Not Know in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:029 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Memory and Retrieval: Read What the Model Could Not Know en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:029 395 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 395 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Connectors and Tools: Move Exact Work Outside the Weights {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F06"],"id":"OCC:LOOP:T05","kind":"practice_occurrence","label":"Connectors and Tools: Move Exact Work Outside the Weights","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Connectors and Tools: Move Exact Work Outside the Weights in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:030 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F06 Security of the Toolchain and Its Effects practice_occurrence Connectors and Tools: Move Exact Work Outside the Weights en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:030 454 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 454 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Worktrees: Isolate the Write Domains {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F11"],"id":"OCC:LOOP:T06","kind":"practice_occurrence","label":"Worktrees: Isolate the Write Domains","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Worktrees: Isolate the Write Domains in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:031 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F11 Coordination, Governance and Adoption practice_occurrence Worktrees: Isolate the Write Domains en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:031 511 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 511 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Multi-Loop Coordination: One Owner per Target {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F11"],"id":"OCC:LOOP:T07","kind":"practice_occurrence","label":"Multi-Loop Coordination: One Owner per Target","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Multi-Loop Coordination: One Owner per Target in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:032 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F11 Coordination, Governance and Adoption practice_occurrence Multi-Loop Coordination: One Owner per Target en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:032 559 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 559 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Budget and Observability: Price the Next Attempt {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F12"],"id":"OCC:LOOP:T08","kind":"practice_occurrence","label":"Budget and Observability: Price the Next Attempt","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Budget and Observability: Price the Next Attempt in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:033 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F12 Economics, Infrastructure and Work practice_occurrence Budget and Observability: Price the Next Attempt en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:033 632 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 632 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Safety and Guardrails: Verification Is Not Authorization {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F06"],"id":"OCC:LOOP:T09","kind":"practice_occurrence","label":"Safety and Guardrails: Verification Is Not Authorization","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Safety and Guardrails: Verification Is Not Authorization in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:034 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F06 Security of the Toolchain and Its Effects practice_occurrence Safety and Guardrails: Verification Is Not Authorization en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:034 692 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 692 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Daily Triage: rank the rare urgent item {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F11"],"id":"OCC:LOOP:T10","kind":"practice_occurrence","label":"Daily Triage: rank the rare urgent item","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Daily Triage: rank the rare urgent item in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:035 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F11 Coordination, Governance and Adoption practice_occurrence Daily Triage: rank the rare urgent item en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:035 809 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 809 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 CI Sweeper: classify before fixing {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F05"],"id":"OCC:LOOP:T11","kind":"practice_occurrence","label":"CI Sweeper: classify before fixing","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of CI Sweeper: classify before fixing in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:036 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F05 Architecture, Evolution and Maintenance practice_occurrence CI Sweeper: classify before fixing en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:036 842 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 842 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Dependency Sweeper: route by risk {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F06"],"id":"OCC:LOOP:T12","kind":"practice_occurrence","label":"Dependency Sweeper: route by risk","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Dependency Sweeper: route by risk in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:037 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F06 Security of the Toolchain and Its Effects practice_occurrence Dependency Sweeper: route by risk en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:037 870 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 870 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Duplicate detection {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:LOOP:T13","kind":"practice_occurrence","label":"Duplicate detection","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Duplicate detection in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:038 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Duplicate detection en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:038 124 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 124 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 PR babysitter {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F08"],"id":"OCC:LOOP:T14","kind":"practice_occurrence","label":"PR babysitter","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of PR babysitter in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:039 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F08 Critique, Review and Trust practice_occurrence PR babysitter en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:039 126 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 126 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Post-merge cleanup {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F05"],"id":"OCC:LOOP:T15","kind":"practice_occurrence","label":"Post-merge cleanup","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Post-merge cleanup in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:040 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F05 Architecture, Evolution and Maintenance practice_occurrence Post-merge cleanup en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:040 128 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 128 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Changelog drafter {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F09"],"id":"OCC:LOOP:T16","kind":"practice_occurrence","label":"Changelog drafter","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Changelog drafter in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:041 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F09 Context, Memory and Handoffs practice_occurrence Changelog drafter en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:041 129 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 129 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 Capstone orchestra {"actual":[],"authors":"","category":"practices","collection":null,"families":["FAMILY:F12"],"id":"OCC:LOOP:T17","kind":"practice_occurrence","label":"Capstone orchestra","limitation":"Attribution retained as written in the supplied source, not independently verified inventorship.","mapped":[],"printed":false,"streams":[],"summary":"Historical occurrence of Capstone orchestra in the retained V05 source. The original title, alias and file locator preserve its lineage. Read PAT:042 for the current English operational guidance and its qualifications.","topics":[],"url":"","volumes":["V05"],"year":""} OCC F12 Economics, Infrastructure and Work practice_occurrence Capstone orchestra en Attribution retained as written in the supplied source, not independently verified inventorship. [] PAT:042 130 NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 130 a061daf1e97a16c322a46cf9724dd0d92531718b57a038decdf521c6103f68b9 HISTORICAL_SOURCE_OCCURRENCE V05 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0001","kind":"cited_passage","label":"Research on developers' activity makes the distinction tangible. In their field study of professional developers, Xia and colleagues monitored work across seven","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Research on developers' activity makes the distinction tangible. In their field study of professional developers, Xia and colleagues monitored work across seven 19 19 Research on developers' activity makes the distinction tangible. In their field study of professional developers, Xia and colleagues monitored work across seven projects, 79 people, and 3,244 hours in the \emph{author-hosted manuscript}. The authors classified an average of 57.62\% of the observed time as program-comprehension activity. Their measurement deliberately extended beyond an IDE: the activities included searching or reading material in browsers and working with documentation. Table 7 of the accessible author manuscript breaks down where comprehension occurred, with average shares of 19.95\% for IDEs, 27.26\% for web browsers, and 10.38\% for document editors across the observed projects. These are categories derived from their observation and inference method, not a prescription for how engineers should schedule their days. \autocite{W170} 5b7d85b92bc133ef848b2dbe011f8748bf68511ed0c6e889fb1a14806c1bc143 chapters/chapter01.tex ["W170"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0002","kind":"cited_passage","label":"A smaller earlier study by Minelli, Mocci and Lanza examined fine-grained activity in the Pharo development environment. It recorded approximately 740 sessions ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A smaller earlier study by Minelli, Mocci and Lanza examined fine-grained activity in the Pharo development environment. It recorded approximately 740 sessions 21 21 A smaller earlier study by Minelli, Mocci and Lanza examined fine-grained activity in the Pharo development environment. It recorded approximately 740 sessions from 18 participants, totaling around 200 hours. Its Figure 3 assigns roughly 70\% of the instrumented activity to understanding, compared with about 5\% to editing. That result is sometimes repeated as if it describes every programming job. It does not. The sample mixed students and professionals, the IDE was specialized, and the authors inferred categories from interface events under explicit assumptions. The later, broader field study found a different percentage using a different observation frame. Both studies are useful precisely because they show that reading and reconstructing system behavior consume substantial attention while resisting a universal, context-free ratio. \autocite{W176} a64271b9efca88870fe3c1cfe992bd4871fb86d0a803d879c3e3671e7a937e25 chapters/chapter01.tex ["W176"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0003","kind":"cited_passage","label":"As the scope expands, the engineer's role changes from selecting one suggestion at a time to supervising a sequence of decisions that may already have affected ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage As the scope expands, the engineer's role changes from selecting one suggestion at a time to supervising a sequence of decisions that may already have affected 35 35 As the scope expands, the engineer's role changes from selecting one suggestion at a time to supervising a sequence of decisions that may already have affected the workspace. The distinction has empirical grounding, although the specific effects remain context-dependent. Chen and colleagues compared GitHub Copilot with OpenHands in a controlled user study involving 20 recruited students, many of whom reported some professional programming experience. Participants worked on both systems, with 40 minutes allocated to each condition, using tasks such as fixing repository issues, adding features and conducting research. The study design deliberately captured tool interactions and final code snapshots as different measurements. This provides a useful illustration of different human--tool workflows, but its small and selected population is not proof that one delegation level will always produce better enterprise software. \autocite{W002} 8b8db35a0de8ec233d323fb3a31efc100d01e606247c1c18f8ff7fde06740f39 chapters/chapter01.tex ["W002"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0004","kind":"cited_passage","label":"A very different kind of evidence comes from Liu and colleagues' characterization of GitHub Copilot production-scale traces. Their June 2026 sampled dataset cov","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A very different kind of evidence comes from Liu and colleagues' characterization of GitHub Copilot production-scale traces. Their June 2026 sampled dataset cov 37 37 A very different kind of evidence comes from Liu and colleagues' characterization of GitHub Copilot production-scale traces. Their June 2026 sampled dataset covered approximately 3.2 million users, 13 million agent sessions and 761 million model calls. At that scale, a user's instruction often begins a sequence of model inferences and tool executions. The paper's first table describes a workload whose machine-side steps can substantially outnumber the user's turns. These are observations about execution structure and inference infrastructure, not about how many resulting patches passed an independent engineering review. \autocite{W012} a39f52b0c6dec052ac3b4b7be3b3112cdcaf04af816f116347f27e1d1f3fca55 chapters/chapter01.tex ["W012"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0005","kind":"cited_passage","label":"Jeremy Osborn's essay in \\emph{Communications of the ACM} offers a useful framing rather than an experimental estimate. In the portion independently available f","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Jeremy Osborn's essay in \emph{Communications of the ACM} offers a useful framing rather than an experimental estimate. In the portion independently available f 55 55 Jeremy Osborn's essay in \emph{Communications of the ACM} offers a useful framing rather than an experimental estimate. In the portion independently available from ACM's official publication channel, he describes programming as increasingly dependent on reasoning and judgment when assistance reduces the burden of low-level recall. The argument has intuitive force: a developer who no longer writes a serializer manually still needs to decide whether its error handling, data contracts and security assumptions fit the system. It is an \textbf{opinion and synthesis}, however, not a measurement establishing how much time has moved from coding to review. The official text inspected for this chapter is unpaginated and partial; the exact journal-page reference remains an editorial action before publication. \autocite{W122} 9fcb10a17890621d5c45e3e2e13a27bcb4d34634bcb3b58c344a1223ee0fecbf chapters/chapter01.tex ["W122"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0006","kind":"cited_passage","label":"Hoda's proposal for \\emph{agentic software engineering beyond code} approaches the same development from a broader angle. Its whole-of-process diagram places hu","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Hoda's proposal for \emph{agentic software engineering beyond code} approaches the same development from a broader angle. Its whole-of-process diagram places hu 57 57 Hoda's proposal for \emph{agentic software engineering beyond code} approaches the same development from a broader angle. Its whole-of-process diagram places human and agentic work across requirements, design, development, operations and ethical concerns. This is an explicit research vision, with preliminary principles and vocabulary, rather than evidence that an already deployed autonomous process performs the entire lifecycle reliably. The distinction matters. A vision can organize the questions engineering teams should ask without answering those questions empirically. \autocite{W153} 4b52e08521000792bfc44b50573495157cdf2df4648502aaecc0aa00d4c57f8c chapters/chapter01.tex ["W153"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0007","kind":"cited_passage","label":"The research gives reasons to consider this structure, without establishing that these exact gates have been experimentally validated as a package. Farrag's 202","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The research gives reasons to consider this structure, without establishing that these exact gates have been experimentally validated as a package. Farrag's 202 73 73 The research gives reasons to consider this structure, without establishing that these exact gates have been experimentally validated as a package. Farrag's 2026 multivocal review combines 67 selected sources with a separately described \emph{illustrative} four-month exercise across three teams and 14 engineers (eight mid-level, six senior). The paper does not randomize teams or identify an external contemporaneous control group; its lead-time, hotfix and rollback ranges therefore cannot establish the causal efficacy of specification governance. Its proposed separation of specifications and checking remains a design input, not a calibrated performance claim. \autocite{W011} 7c329d5e134ddac1bf646b5856250afc830b66f56d5b990d98f25db7e2023ca2 chapters/chapter01.tex ["W011"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0008","kind":"cited_passage","label":"Return to the request for configurable approval rules. An agent might have permission to create configuration fixtures, inspect code paths, run tests and prepar","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Return to the request for configurable approval rules. An agent might have permission to create configuration fixtures, inspect code paths, run tests and prepar 88 88 Return to the request for configurable approval rules. An agent might have permission to create configuration fixtures, inspect code paths, run tests and prepare a pull request. That permission does not establish the legal meaning of approval, the acceptable residual risk of a routing failure, or who is entitled to waive a failed check. Chen and colleagues' controlled comparison makes the interaction difference concrete, because the two tools induced different patterns of human participation. It did not test whether a coding agent should be allowed to accept financial policy changes. Hoda's whole-of-process vision similarly places agency on a continuum within human-controlled socio-technical work; it offers a conceptual map rather than a production authorization matrix. \autocite{W153,W002} 0666ccc0119cd6c581c59779f303cf49c4a9565524cd588f440687b2296a7568 chapters/chapter01.tex ["W002", "W153"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0009","kind":"cited_passage","label":"LaToza, Venolia and DeLine examined developers' work habits through two surveys and eleven interviews. They found that engineers often expended significant effo","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage LaToza, Venolia and DeLine examined developers' work habits through two surveys and eleven interviews. They found that engineers often expended significant effo 100 100 LaToza, Venolia and DeLine examined developers' work habits through two surveys and eleven interviews. They found that engineers often expended significant effort recovering implicit knowledge by exploring code or interrupting colleagues, while design documents failed to capture enough rationale for easy recovery. This was research from 2006, before current coding agents, yet the underlying constraint remains recognizable. Systems do not store all their meaningful requirements in a single file; much of the explanation for their shape is distributed among people, operational history and partial artifacts. \autocite{W186} 571280447c9072ac2b6b31e70b0c9e24f6f531e43b1e9cb27b811e0be7fded69 chapters/chapter01.tex ["W186"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0010","kind":"cited_passage","label":"Xia and colleagues add a useful observational perspective: comprehension occurs across several tools, not only through source browsing. Web searches, documentat","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Xia and colleagues add a useful observational perspective: comprehension occurs across several tools, not only through source browsing. Web searches, documentat 102 102 Xia and colleagues add a useful observational perspective: comprehension occurs across several tools, not only through source browsing. Web searches, documentation and communication are part of the activity being measured. An AI agent that reads the repository but cannot access, authenticate or interpret the relevant external context may build a coherent model of the code while missing the intended behavior. Conversely, giving it unrestricted access to external systems may expose secrets or permit actions beyond the task. Better context must be combined with bounded authority. \autocite{W170} 6a42b43f719c7bdea50d4f787d53b1b1cefc4ba27b78f4c4f72b04eb8c11b40a chapters/chapter01.tex ["W170"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0011","kind":"cited_passage","label":"Cui and colleagues studied workplace rollout of a coding assistant and reported greater task output, operationalized in the inspected working manuscript through","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Cui and colleagues studied workplace rollout of a coding assistant and reported greater task output, operationalized in the inspected working manuscript through 120 120 Cui and colleagues studied workplace rollout of a coding assistant and reported greater task output, operationalized in the inspected working manuscript through measures including pull requests. That endpoint is useful for studying the intervention, but does not directly measure delivered production capability. \autocite{W003} 1012060395bc0bb870185a74f5496704fad07b61161bad51504520e44899fa5c chapters/chapter01.tex ["W003"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0012","kind":"cited_passage","label":"Becker and colleagues instead timed experienced maintainers working on issues in repositories they knew well. Their early-2025 randomized comparison reported lo","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Becker and colleagues instead timed experienced maintainers working on issues in repositories they knew well. Their early-2025 randomized comparison reported lo 122 122 Becker and colleagues instead timed experienced maintainers working on issues in repositories they knew well. Their early-2025 randomized comparison reported longer completion time when AI was allowed. The difference from the workplace study begins with the work and measurement settings, not necessarily with a defective experiment. \autocite{W023} f29f0dd009cba5ad176293bc48a9777cb872b211232335ab75a72a1b02544f87 chapters/chapter01.tex ["W023"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0013","kind":"cited_passage","label":"Ownership research explains another part of the example's design. Greiler, Herzig and Czerwonka replicated work linking source ownership patterns to bug-pronene","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Ownership research explains another part of the example's design. Greiler, Herzig and Czerwonka replicated work linking source ownership patterns to bug-pronene 138 138 Ownership research explains another part of the example's design. Greiler, Herzig and Czerwonka replicated work linking source ownership patterns to bug-proneness, examining four Microsoft products. They found meaningful correlations between ownership measures and bug labels. That supports asking who knows and maintains the routing code; it does not prove that assigning a new owner or increasing ownership concentration would causally fix our fabricated defect. Likewise, Xia's comprehension study supports the need to inspect existing behavior, not a particular policy for financial transactions. The service and all its outputs are teaching artifacts, not observations made by those researchers. \autocite{W175,W170} 4abc2c16fe4298494d7ac8f5d41911f87fa478b38759dd8fe3cbcba5e361f89c chapters/chapter01.tex ["W170", "W175"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0014","kind":"cited_passage","label":"Demirer, Musolff and Yang examine tool adoption at several production endpoints and report that increases in coding activity attenuate at later stages. Their ve","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Demirer, Musolff and Yang examine tool adoption at several production endpoints and report that increases in coding activity attenuate at later stages. Their ve 150 150 Demirer, Musolff and Yang examine tool adoption at several production endpoints and report that increases in coding activity attenuate at later stages. Their versioned observational analysis reinforces the need to distinguish commits, projects and releases; it does not establish a conversion factor between them. Chapter~\ref{chap:02} examines the estimates, while Appendix~\ref{app:methodology} records version and verification limits. \autocite{W010} 9956edbb0544b8a24331da7d30f6cbcb9372949e2155718220b0192183bedaf4 chapters/chapter01.tex ["W010"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0015","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/01_Figure_1_1_Architect.jpg}\n\\caption{From coding tools to whole-process so","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/01_Figure_1_1_Architect.jpg} \caption{From coding tools to whole-process so 32 28 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/01_Figure_1_1_Architect.jpg} \caption{From coding tools to whole-process software engineering. Conceptual redraw of W153, original Figure 1; \workref{W153}. Timeline simplified and not a historical adoption-rate estimate. The expanding scope runs from prescribed phases to iterative, socio-technical human--agent systems.} \label{fig:ch01-research-1} \end{figure} 8c8343faf5596c94275f8fd449eaaf2746f184541c5647ad1f5a6ef52298159c figures/source_redraws/figure_ch01_01.tex ["W153"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0016","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/02_Figure_1_2_Architect.jpg}\n\\caption{The software lifecycle extends beyond","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/02_Figure_1_2_Architect.jpg} \caption{The software lifecycle extends beyond 33 29 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/02_Figure_1_2_Architect.jpg} \caption{The software lifecycle extends beyond generated code. Conceptual redraw of W153, original Figure 2; \workref{W153}. The full lifecycle is a research vision, not a validated universal process.} \label{fig:ch01-research-2} \end{figure} b53dad79bc5b082200ecc1b264f138a6982b17b0c03f1abd32b6c4a61fb17d89 figures/source_redraws/figure_ch01_02.tex ["W153"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0017","kind":"cited_passage","label":"Ziegler and colleagues\\textquotesingle{} work on neural code completion helps frame the local interaction: suggestion acceptance and perceived usefulness matter","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Ziegler and colleagues\textquotesingle{} work on neural code completion helps frame the local interaction: suggestion acceptance and perceived usefulness matter 19 19 Ziegler and colleagues\textquotesingle{} work on neural code completion helps frame the local interaction: suggestion acceptance and perceived usefulness matter to the person at the keyboard, but are not interchangeable with system throughput. Demirer, Musolff and Yang explicitly separate commits, projects and releases. Their September 2026 NBER revision reports cumulative increases in commits of approximately 30\%, 180\% and 240\% across successive tool generations, while the last effect falls to about 80\% at the project level and 30\% at the release level. These are observational estimates for their sampled developers and tool periods, not conversion factors that can be imposed on an arbitrary team. \autocite{W009,W010} 2af4106223ea77adfc62f387123d7c66ed14b8fd1c884b2385df23e3f0142217 chapters/chapter02.tex ["W009", "W010"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0018","kind":"cited_passage","label":"Cui and colleagues report three field experiments involving 4,867 developers and a pooled increase of 26.08\\% in completed tasks, with a reported standard error","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Cui and colleagues report three field experiments involving 4,867 developers and a pooled increase of 26.08\% in completed tasks, with a reported standard error 35 35 Cui and colleagues report three field experiments involving 4,867 developers and a pooled increase of 26.08\% in completed tasks, with a reported standard error of 10.3 percentage points, in the published Management Science abstract. The journal\textquotesingle s detailed tables still require parity checking against earlier manuscript versions, so we use the publisher-confirmed aggregate without inventing a table citation. \autocite{W003} 2a1a410ec5fa2f2c40fde7a3ea0be3dd7eabcd13a183fc5552843a92cc8325ab chapters/chapter02.tex ["W003"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0019","kind":"cited_passage","label":"Paradis and colleagues randomized 96 Google engineers and estimated roughly 21\\% less time spent on a particular complex task with AI assistance; the authors em","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Paradis and colleagues randomized 96 Google engineers and estimated roughly 21\% less time spent on a particular complex task with AI assistance; the authors em 37 37 Paradis and colleagues randomized 96 Google engineers and estimated roughly 21\% less time spent on a particular complex task with AI assistance; the authors emphasize that their interval is wide and that the result should not be generalized across tools and workflows. \autocite{W008} 3290869fe474e407505ab506e8d41c18bc7aab4daa13fde86c3eed4d4fec4ee4 chapters/chapter02.tex ["W008"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0020","kind":"cited_passage","label":"Two experiments can disagree without one being defective. Becker and colleagues studied sixteen experienced open-source developers completing 246 tasks in repos","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Two experiments can disagree without one being defective. Becker and colleagues studied sixteen experienced open-source developers completing 246 tasks in repos 47 47 Two experiments can disagree without one being defective. Becker and colleagues studied sixteen experienced open-source developers completing 246 tasks in repositories they knew well. In their early-2025 tool setting, allowing AI increased completion time by about 19\%. Developers had expected acceleration, and after participating still believed the tool had helped. Paradis and colleagues\textquotesingle{} Google trial instead estimated a roughly 21\% reduction in task time in its own environment. \autocite{W023,W008} Figure~\ref{fig:ch02-research-1} isolates the first study's disagreement: both subjective estimates fall below zero, meaning less task time, while the measured effect is above zero. Retrospective confidence therefore remains a different signal from timed performance. 5e12e33917104b3e58a65a1d58a31f5d8f055e3862d1017b55695fdbcc29aa8e chapters/chapter02.tex ["W008", "W023"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0021","kind":"cited_passage","label":"Agarwal and colleagues examine code and maintenance signals associated with AI development tools; He and colleagues analyze the trade-off between short-term vel","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Agarwal and colleagues examine code and maintenance signals associated with AI development tools; He and colleagues analyze the trade-off between short-term vel 65 65 Agarwal and colleagues examine code and maintenance signals associated with AI development tools; He and colleagues analyze the trade-off between short-term velocity and longer-term quality in Cursor-associated development. These studies motivate a joint productivity-and-maintainability lens, but their particular measurements and causal identification should be verified against the exact source versions before their detailed coefficients are used. \autocite{W001,W004} c44ade4809d0f4d27bd3079e225eb5f18c784932dc5166a88461d3c863719245 chapters/chapter02.tex ["W001", "W004"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0022","kind":"cited_passage","label":"Software work moves through a chain of constraints. A developer can produce more patches than reviewers can evaluate, and a reviewer can approve more changes th","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Software work moves through a chain of constraints. A developer can produce more patches than reviewers can evaluate, and a reviewer can approve more changes th 79 79 Software work moves through a chain of constraints. A developer can produce more patches than reviewers can evaluate, and a reviewer can approve more changes than a release train can safely deploy. Queueing, dependency coordination and operational validation determine whether local speed becomes end-to-end delivery. The September NBER findings offer an unusually clear illustration: large changes in commits are accompanied by much smaller changes in releases. The authors interpret the attenuation through complementarity and production bottlenecks, but their fitted economic model is not a universal law of software organizations. \autocite{W010} 502900d3c2503a52bd4c3e150e2121895dcc64edc60c736a36b5ad034f448b98 chapters/chapter02.tex ["W010"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0023","kind":"cited_passage","label":"\\noindent\\textbf{The apparently finished patch.} Osmani calls attention to a ``70\\% problem'' in AI-assisted development: a convincing prototype arrives quickly","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \noindent\textbf{The apparently finished patch.} Osmani calls attention to a ``70\% problem'' in AI-assisted development: a convincing prototype arrives quickly 87 87 \noindent\textbf{The apparently finished patch.} Osmani calls attention to a ``70\% problem'' in AI-assisted development: a convincing prototype arrives quickly, while the difficult work of integrating it, handling exceptions and sustaining it in production remains \osmanicite{O049}. The percentage belongs to his practitioner shorthand; it is neither a universal completion rate nor a measured treatment effect. His separate review of productivity evidence also distinguishes personal speed from team delivery \osmanicite{O029}. The useful engineering question is therefore not how close the generated patch \emph{looks} to completion, but where its next unresolved gate sits. a35f3c053d328f117e6ff4fa60a75fa34eacc0c9af06470d4307e6757ccdff45 chapters/chapter02.tex ["O029", "O049"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0024","kind":"cited_passage","label":"Studies of Cursor-associated development and autonomous-agent maintenance raise this concern, but static-analysis warnings, cognitive complexity, defects, vulne","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Studies of Cursor-associated development and autonomous-agent maintenance raise this concern, but static-analysis warnings, cognitive complexity, defects, vulne 100 100 Studies of Cursor-associated development and autonomous-agent maintenance raise this concern, but static-analysis warnings, cognitive complexity, defects, vulnerabilities and incidents are different outcomes. A warning count cannot be described as an observed exploit, and a complexity metric is not itself a measured future outage. We should keep these measures distinct and avoid combining them into a fabricated \textquotesingle quality score.\textquotesingle{} \autocite{W004,W054} 9a062329193f916e66784e441f2404904401089603a38af047c5bb66f8384dcb chapters/chapter02.tex ["W004", "W054"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0025","kind":"cited_passage","label":"The early-2025 METR experiment is a useful warning because developers\\textquotesingle{} forecasts and retrospective impressions diverged from the measured task-","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The early-2025 METR experiment is a useful warning because developers\textquotesingle{} forecasts and retrospective impressions diverged from the measured task- 122 122 The early-2025 METR experiment is a useful warning because developers\textquotesingle{} forecasts and retrospective impressions diverged from the measured task-time effect. The May 2026 METR survey \autocite{W020} retained 349 responses after excluding 10 of 359 unique entries: participants reported median value multipliers across alternative questions of about 1.4--2 times, compared with approximately three times for perceived task speed. Email response rates were around two per cent and roughly 70\% of respondents received compensation, with convenience recruitment. The headline values are therefore \emph{self-reported counterfactual beliefs}, rather than tested throughput multipliers or evidence that 349 projects shipped more value. Later observations can inform hypotheses about tool familiarity, but retrospective perception is not observed elapsed time and neither can be silently treated as a randomized productivity effect. \autocite{W023,W020} d4dbaa491af1bba195ece994bc830509fae4a506f5a9c88cb60760552db635c8 chapters/chapter02.tex ["W020", "W023"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0026","kind":"cited_passage","label":"Pre-register task eligibility, assignment, tool versions, success criteria, exclusions, independent review and stopping conditions. Keep every assigned task, in","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Pre-register task eligibility, assignment, tool versions, success criteria, exclusions, independent review and stopping conditions. Keep every assigned task, in 143 143 Pre-register task eligibility, assignment, tool versions, success criteria, exclusions, independent review and stopping conditions. Keep every assigned task, including failures and abandonment. Orosz and Laura Tacho's account of company measurement practices combines delivery, quality and developer experience rather than relying on activity alone \oroszcite{P061}. For this pilot, turn that motivation into a measurement contract: each signal needs a unit, collection window and declared decision. 19e5e5d7f7e450541808b07e650e10c10cff5eab634ad906b9938d5844cdea7e chapters/chapter02.tex ["P061"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0027","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/04_Figure_2_1_Architect.jpg}\n\\caption{Perceived speed and measured task tim","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/04_Figure_2_1_Architect.jpg} \caption{Perceived speed and measured task tim 38 34 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/04_Figure_2_1_Architect.jpg} \caption{Perceived speed and measured task time disagree. Reported figures of W023, original Figure 1; \workref{W023}. Time-change estimand: forecasts $-24\%$, post hoc estimates $-20\%$, regression-adjusted measured effect $+19\%$; not a prediction for 2026 models.} \label{fig:ch02-research-1} \end{figure} 95565df27cca163cd45641cf3428e965af40b00a448192ff4119b6dd14dedde8 figures/source_redraws/figure_ch02_01.tex ["W023"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0028","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/05_Figure_2_2_Architect.jpg}\n\\caption{Time moves from writing toward agent ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/05_Figure_2_2_Architect.jpg} \caption{Time moves from writing toward agent 31 27 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/05_Figure_2_2_Architect.jpg} \caption{Time moves from writing toward agent supervision. Qualitative redraw of W023, original Figure 6; \workref{W023}. Reorganization of reported task categories without reconstructing unavailable bar heights. Rectangles identify categories, not time percentages.} \label{fig:ch02-research-2} \end{figure} cc77107ed879ed397ba6ccddb113db2597cb7db7258c9e1c1dc1771fe8bd0371 figures/source_redraws/figure_ch02_02.tex ["W023"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0029","kind":"cited_passage","label":"A code completion tool suggests text within a human-directed edit. An agentic coding system can read repository files, decide which files to inspect next, call ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A code completion tool suggests text within a human-directed edit. An agentic coding system can read repository files, decide which files to inspect next, call 13 13 A code completion tool suggests text within a human-directed edit. An agentic coding system can read repository files, decide which files to inspect next, call tools, apply patches and react to the resulting outputs. That greater delegation changes the system\textquotesingle s exposure to untrusted material. A README, dependency script or test output can influence the agent\textquotesingle s next action even though none has authority to issue operational instructions. Liu and colleagues\textquotesingle{} study of prompt injection in coding editors \autocite{W060} is directly relevant to that boundary, while their production-scale trace study \autocite{W012} provides a route for observing how tool-using systems actually behave. The precise attack rates and trace counts are not asserted here because their original result tables have not been verified in this draft. e3f1cf90724c8c17ba0d73ee2577df258e766d9238152155336392813a8bc421 chapters/chapter03.tex ["W012", "W060"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0030","kind":"cited_passage","label":"Chen and colleagues\\textquotesingle{} study of increasing automation \\autocite{W002} examines how the distribution of developer activity changes as AI does more","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Chen and colleagues\textquotesingle{} study of increasing automation \autocite{W002} examines how the distribution of developer activity changes as AI does more 28 28 Chen and colleagues\textquotesingle{} study of increasing automation \autocite{W002} examines how the distribution of developer activity changes as AI does more of the work. Ehsani and colleagues\textquotesingle{} analysis of failed agentic pull requests \autocite{W191} focuses attention on observable failure outcomes. The two sources address different levels of analysis: a human workflow can feel more automated while a specific proposed patch remains unacceptable. We should not infer failure frequencies from the bibliography\textquotesingle s short annotations alone. 4a0ccc1c42b4dcd12a27201078384277e9d29e18e749278797002ac65ea3543a chapters/chapter03.tex ["W002", "W191"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0031","kind":"cited_passage","label":"Pinna\\textquotesingle s task-stratified study of coding-agent pull-request acceptance \\autocite{W034} and Ehsani\\textquotesingle s failed-PR analysis \\autocite{","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Pinna\textquotesingle s task-stratified study of coding-agent pull-request acceptance \autocite{W034} and Ehsani\textquotesingle s failed-PR analysis \autocite{ 36 36 Pinna\textquotesingle s task-stratified study of coding-agent pull-request acceptance \autocite{W034} and Ehsani\textquotesingle s failed-PR analysis \autocite{W191} are relevant to deciding which tasks warrant supervision. MirrorCode \autocite{W193} challenges simplistic assumptions that long calendar duration automatically makes a task impossible for AI, but its demonstrated capability does not supply a production reliability guarantee for arbitrary multi-week changes. Nor does a high success rate on selected benchmark tasks imply that an agent should control a high-consequence policy change. d410951a2a6fd046ae10241f88043b047ca3adb3df54ee1f5af558eee9e39359 chapters/chapter03.tex ["W034", "W191", "W193"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0032","kind":"cited_passage","label":"\\noindent\\textbf{Two dimensions of delegation.} Osmani's practitioner framework separates \\emph{agency}---how independently one agent can plan and act---from \\e","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \noindent\textbf{Two dimensions of delegation.} Osmani's practitioner framework separates \emph{agency}---how independently one agent can plan and act---from \e 43 43 \noindent\textbf{Two dimensions of delegation.} Osmani's practitioner framework separates \emph{agency}---how independently one agent can plan and act---from \emph{orchestration}---how many agents can be coordinated, isolated and reconciled \osmanicite{O010}. His six illustrative levels describe a possible operating progression, not a validated organizational maturity scale. Keeping the axes separate makes the task-envelope rule more precise. One agent with permission to alter transaction eligibility has high-impact authority even in a single worktree. Several agents inspecting documentation in isolated, read-only workspaces can require more coordination without gaining authority to change policy. f4cd41aaebf575836f1ab4902f00f6fd3610351c4a40f30e863921480abf2e11 chapters/chapter03.tex ["O010"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0033","kind":"cited_passage","label":"Ehsani\\textquotesingle s failed-PR study \\autocite{W191}, Peralta\\textquotesingle s analysis of why agentic pull requests are merged or rejected \\autocite{W071}","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Ehsani\textquotesingle s failed-PR study \autocite{W191}, Peralta\textquotesingle s analysis of why agentic pull requests are merged or rejected \autocite{W071} 74 74 Ehsani\textquotesingle s failed-PR study \autocite{W191}, Peralta\textquotesingle s analysis of why agentic pull requests are merged or rejected \autocite{W071}, and Tie\textquotesingle s work on software-engineering pitfalls \autocite{W158} provide relevant research directions. In this chapter we do not attach invented proportions to those categories: their detailed coding schemes and tables must be checked in the source manuscripts first. The practical value is the failure taxonomy, which makes each rejection actionable. e549a5740b21e89e4595e78bba8dff7066b4fb0a31bb1c2da21aabe96ee829f1 chapters/chapter03.tex ["W071", "W158", "W191"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0034","kind":"cited_passage","label":"Production trace research \\autocite{W012} helps characterize actual tool-use patterns, and failed-PR research \\autocite{W191} motivates explicit failure exits. ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Production trace research \autocite{W012} helps characterize actual tool-use patterns, and failed-PR research \autocite{W191} motivates explicit failure exits. 82 82 Production trace research \autocite{W012} helps characterize actual tool-use patterns, and failed-PR research \autocite{W191} motivates explicit failure exits. Qiu\textquotesingle s blueprint-first deterministic workflow \autocite{W151} provides a cross-domain architectural analogy for separating policy from model execution; it is not direct evidence that this exact loop improves brownfield coding outcomes. The loop described here is an author-proposed method, and its effectiveness must be evaluated locally. c3ec3104c941ca09dc6696bda11c948b9379558873283a37cd91cacf5866da4d chapters/chapter03.tex ["W012", "W151", "W191"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0035","kind":"cited_passage","label":"\\noindent\\textbf{What turns repeated prompting into an engineered loop?} Osmani identifies scheduling, isolated worktrees, reusable skills, connectors and speci","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \noindent\textbf{What turns repeated prompting into an engineered loop?} Osmani identifies scheduling, isolated worktrees, reusable skills, connectors and speci 88 88 \noindent\textbf{What turns repeated prompting into an engineered loop?} Osmani identifies scheduling, isolated worktrees, reusable skills, connectors and specialist subagents as common operational building blocks, and a durable external task or memory record as an additional continuity mechanism \osmanicite{O012}. His practical-loop discussion adds the need for a defined finish and risk-aware oversight \osmanicite{O006}. These mechanisms fit the state machine above only when the surrounding system assigns each a controlled responsibility: f05b77b17befaa0c91e9069613ffc1ee3488308661ed779ef62a1ed83027eda7 chapters/chapter03.tex ["O006", "O012"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0036","kind":"cited_passage","label":"\\noindent\\textbf{Keep the controls; question the extra machinery.} Orosz's public discussion of loop engineering asks whether custom coordination still earns it","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \noindent\textbf{Keep the controls; question the extra machinery.} Orosz's public discussion of loop engineering asks whether custom coordination still earns it 110 110 \noindent\textbf{Keep the controls; question the extra machinery.} Orosz's public discussion of loop engineering asks whether custom coordination still earns its complexity when existing tooling can supply some of the same mechanisms \oroszcite{P110}. This is a useful challenge to implementation choices, not evidence that the engineering responsibilities disappear. A human-led assistant, a bounded agent execution environment (a harness) and a custom coordinator can distribute those responsibilities differently. None is adequate merely because its name suggests autonomy or safety. 83fe899a1c899f472c717b434a9f7f3071670664ecc16a9f42aeeb1eaca720b2 chapters/chapter03.tex ["P110"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0037","kind":"cited_passage","label":"Hassan\\textquotesingle s research roadmap \\autocite{W152} discusses the architectural questions surrounding agentic software engineering, while Kim\\textquotesin","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Hassan\textquotesingle s research roadmap \autocite{W152} discusses the architectural questions surrounding agentic software engineering, while Kim\textquotesin 131 131 Hassan\textquotesingle s research roadmap \autocite{W152} discusses the architectural questions surrounding agentic software engineering, while Kim\textquotesingle s work on correlated model errors \autocite{W079} motivates caution about apparent consensus. These sources do not prove a general throughput gain from multi-agent development. The gain depends on decomposition, integration cost and the independence of verification. c5e35852ea071121e67256c603944fe2f206b999f86947cb5604ba41d3a30e9d chapters/chapter03.tex ["W079", "W152"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0038","kind":"cited_passage","label":"Whitfill\\textquotesingle s study of benchmark-passing yet unmergeable patches \\autocite{W111} motivates the distinction between local pass and maintainer accept","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Whitfill\textquotesingle s study of benchmark-passing yet unmergeable patches \autocite{W111} motivates the distinction between local pass and maintainer accept 139 139 Whitfill\textquotesingle s study of benchmark-passing yet unmergeable patches \autocite{W111} motivates the distinction between local pass and maintainer acceptance. Purnachandra Reddy\textquotesingle s work on self-review failures in code modernization \autocite{W101} raises a related concern about trusting a model\textquotesingle s own explanation. The exact empirical rates remain outside this draft until the papers\textquotesingle{} result tables are verified. The governance rule we propose is operational: a checker or orchestrator must cite a concrete failing oracle, missing evidence or named policy before rejecting an otherwise green patch. After two repeated rejections without a traceable hook, autonomous retries stop and the case escalates to a named human. dc54a03614d86e2c5d46ccb285bc9f0cc42dd6609341aaee286d98b84b8743da chapters/chapter03.tex ["W101", "W111"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0039","kind":"cited_passage","label":"Bhati\\textquotesingle s lifecycle discussion \\autocite{W095} and Farrag\\textquotesingle s specification-driven governance proposal \\autocite{W011} offer concept","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Bhati\textquotesingle s lifecycle discussion \autocite{W095} and Farrag\textquotesingle s specification-driven governance proposal \autocite{W011} offer concept 159 159 Bhati\textquotesingle s lifecycle discussion \autocite{W095} and Farrag\textquotesingle s specification-driven governance proposal \autocite{W011} offer conceptual ways to connect generation with reliability and cost. They should be read as proposed frameworks rather than controlled validation of the intent-first method used in this book. Lobentanzer\textquotesingle s expectation--realisation discussion \autocite{W013} supplies a contrasting warning about promises that outrun measured outcomes. b5a20350f0e66a94dd4fef4e82d107bd16a83cf8bf084d016f895aaf0af2e908 chapters/chapter03.tex ["W011", "W013", "W095"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0040","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/06_Figure_3_1_Architect.jpg}\n\\caption{SE for humans and SE for agents. Conc","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/06_Figure_3_1_Architect.jpg} \caption{SE for humans and SE for agents. Conc 32 28 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/06_Figure_3_1_Architect.jpg} \caption{SE for humans and SE for agents. Conceptual redraw of W152, original Figure 1; \workref{W152}. Conceptual summary of the SASE vision, not an implemented organizational trial. The two modes exchange explicit artifacts rather than unbounded instructions.} \label{fig:ch03-research-1} \end{figure} 377cad98ac6a824aa774c5c2ef390cd3d2eed767637eb0ed14ae5afda5fd445a figures/source_redraws/figure_ch03_01.tex ["W152"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0041","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/07_Figure_3_2_Architect.jpg}\n\\caption{Agency and orchestration are separate","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/07_Figure_3_2_Architect.jpg} \caption{Agency and orchestration are separate 29 25 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/07_Figure_3_2_Architect.jpg} \caption{Agency and orchestration are separate configuration choices. Original engineering teaching diagram informed by Osmani's two-axis discussion, \workref{O010}. The quadrants are examples, not measured risk categories; policy authority and independent checking are needed in every configuration. Every quadrant also requires bounded scope and a named acceptance owner.} \label{fig:osmani-agency-orchestration} \end{figure} c6b707a4b2844b5c8fc6b3283624729c1366b619791f354ebaa323b64af5de81 figures/editorial/figure_agency_orchestration_O010.tex ["O010"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0042","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/08_Figure_3_3_Architect.jpg}\n\\caption{Task type influences observed agent P","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/08_Figure_3_3_Architect.jpg} \caption{Task type influences observed agent P 32 28 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/08_Figure_3_3_Architect.jpg} \caption{Task type influences observed agent PR merge rates. Reported task-category summaries of W191, original Figure 1; \workref{W191}. Rates are from the original task-category aggregation and are confounded by repository and task mix. They are not conditional success probabilities for a new project.} \label{fig:ch03-research-2} \end{figure} e6aed8d9d8f034ce6cf9156f3700809193c39d9b95277bb0315db7fd9713c9ae figures/source_redraws/figure_ch03_02.tex ["W191"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0043","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/09_Figure_3_4_Architect.jpg}\n\\caption{The controls stay; the execution mech","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/09_Figure_3_4_Architect.jpg} \caption{The controls stay; the execution mech 41 37 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/09_Figure_3_4_Architect.jpg} \caption{The controls stay; the execution mechanism can change. Original conceptual synthesis prompted by \workref{P110}'s question and the preceding \workref{O012} discussion. Alternatives are unranked: no performance result or claim of product sufficiency is implied.} \label{fig:controls_execution_P110} \end{figure} 8fd05960a3cfebbdd936eced1d99a8ad9abac78fb2ae7a5dfd84efe284bcb974 figures/editorial/figure_controls_execution_P110.tex ["O012", "P110"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0044","kind":"cited_passage","label":"Farrag\\textquotesingle s specification-governance discussion \\autocite{W011} and Hoda\\textquotesingle s research on software work \\autocite{W153} motivate disti","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Farrag\textquotesingle s specification-governance discussion \autocite{W011} and Hoda\textquotesingle s research on software work \autocite{W153} motivate disti 21 21 Farrag\textquotesingle s specification-governance discussion \autocite{W011} and Hoda\textquotesingle s research on software work \autocite{W153} motivate distinguishing problem framing from implementation activity; Ehsani\textquotesingle s failed-agent PR study \autocite{W191} offers a relevant counterpoint about unsuccessful candidate changes. Their presence in the knowledge graph does not experimentally validate our phase separation. The proposed rule is narrower: authorize the external outcome at I1, then allow alternative designs at D0. Questions discovered later return to the intention authority instead of being answered by a model\textquotesingle s confident guess. f6b25ee8294095051b73548ad0ebcb3b211d1cd83324102a91e5c967f7a04998 chapters/chapter04.tex ["W011", "W153", "W191"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0045","kind":"cited_passage","label":"\\noindent\\textbf{Who owns a specification?} Osmani's advice on writing specifications for coding agents \\osmanicite{O018} is useful for decomposition, explicit ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \noindent\textbf{Who owns a specification?} Osmani's advice on writing specifications for coding agents \osmanicite{O018} is useful for decomposition, explicit 29 29 \noindent\textbf{Who owns a specification?} Osmani's advice on writing specifications for coding agents \osmanicite{O018} is useful for decomposition, explicit constraints and testable expectations. The warning is in the word \emph{truth}: a generated \texttt{SPEC.md} is a working proposal, not a policy decision. His separation of exploratory vibe coding and disciplined engineering similarly turns on which artifacts are reviewed and owned \osmanicite{O028}. In our running case three records have different authorship and authority: 415e2adebd59f3c56a703d0ca942d46d553d09a21b4ae57ae752a915448df39f chapters/chapter04.tex ["O018", "O028"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0046","kind":"cited_passage","label":"The ledger should also record uncertainty. Suppose the existing service rounds monetary values before comparing thresholds. Is rounding a contractual rule or an","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The ledger should also record uncertainty. Suppose the existing service rounds monetary values before comparing thresholds. Is rounding a contractual rule or an 57 57 The ledger should also record uncertainty. Suppose the existing service rounds monetary values before comparing thresholds. Is rounding a contractual rule or an implementation defect? The ledger marks it unresolved and assigns a decision owner. Chen\textquotesingle s and Hora\textquotesingle s work on team and organizational coordination \autocite{W150}, together with Hassan\textquotesingle s agentic engineering roadmap \autocite{W152}, provides useful context for authority and handoffs, but the particular JSON schema remains our proposal. The practical benefit of the ledger is that later reviewers can tell what was approved, what was assumed and what changed. 93542c4358555042e51b2a6799a2351a308a8942962c7d71e7b8db1888ebb6f4 chapters/chapter04.tex ["W150", "W152"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0047","kind":"cited_passage","label":"Drew Hoskins's discussion of diagnostics, excerpted and introduced in Orosz's publication, treats useful errors and warnings as part of the product experience \\","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Drew Hoskins's discussion of diagnostics, excerpted and introduced in Orosz's publication, treats useful errors and warnings as part of the product experience \ 78 78 Drew Hoskins's discussion of diagnostics, excerpted and introduced in Orosz's publication, treats useful errors and warnings as part of the product experience \oroszcite{P082}. Apply that idea to the acceptance matrix: specify the recipient, stable condition, relevant policy revision, permitted next step and forbidden side effects of each response. A diagnostic describes the situation; it does not authorize a policy change. 2a8f0dc169ece46c906f8cb154d7b03660aea47046201e2bb71bbb3a1e011614 chapters/chapter04.tex ["P082"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0048","kind":"cited_passage","label":"The examples should not be generated solely by reading the implementation. Doing so risks turning a bug into an acceptance criterion. They must come from an app","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The examples should not be generated solely by reading the implementation. Doing so risks turning a bug into an acceptance criterion. They must come from an app 87 87 The examples should not be generated solely by reading the implementation. Doing so risks turning a bug into an acceptance criterion. They must come from an approved policy statement, with developers and test designers free to challenge missing boundary cases. Zhao\textquotesingle s verification research \autocite{W077} and related work on test quality \autocite{W097} motivate the importance of explicit external oracles, but the exact case matrix is author-created and synthetic. 481ad5db8d14baa7a45d3c9d7befda0d226c2c85f51d7229740016b6334df2e5 chapters/chapter04.tex ["W077", "W097"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0049","kind":"cited_passage","label":"A generated test can preserve the very defect it is meant to expose when its expected answer is inferred from the implementation. Zhao, Zhou and Cohen examine t","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A generated test can preserve the very defect it is meant to expose when its expected answer is inferred from the implementation. Zhao, Zhou and Cohen examine t 101 101 A generated test can preserve the very defect it is meant to expose when its expected answer is inferred from the implementation. Zhao, Zhou and Cohen examine that failure mode using buggy and fixed program versions. Chapter~\ref{chap:07} develops the independent-oracle response and the study\textquotesingle s design limits. Here the implication is a contract rule: fix the intended behavior before using implementation output as test evidence. \autocite{W077} 494cbae2d6fb42cdc0ebc1e50460477d17f2c48e55c6d0293164fd2ca1493846 chapters/chapter04.tex ["W077"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0050","kind":"cited_passage","label":"Kaufman and colleagues provide a complementary human-review warning: in their experiment with 86 Python programmers, participants identified correct generated a","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Kaufman and colleagues provide a complementary human-review warning: in their experiment with 86 Python programmers, participants identified correct generated a 103 103 Kaufman and colleagues provide a complementary human-review warning: in their experiment with 86 Python programmers, participants identified correct generated assertions with 74\% accuracy but incorrect assertions with only 49\% accuracy, while reporting similar confidence. This is evidence about judgment of assertions in that study, not a universal human-review failure rate. Together the papers motivate separating contract authorship, implementation and verification, then reviewing the test oracle itself. \autocite{W097} 491b9579f183eb9c296a7bcc49e9382bc42b33dcf7e3e70f4b6773df5e6db45f chapters/chapter04.tex ["W097"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0051","kind":"cited_passage","label":"The knowledge graph connects code-review and architecture research (\\autocite{W099}, \\autocite{W152}) with the engineering-structure literature \\autocite{W148}.","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The knowledge graph connects code-review and architecture research (\autocite{W099}, \autocite{W152}) with the engineering-structure literature \autocite{W148}. 124 124 The knowledge graph connects code-review and architecture research (\autocite{W099}, \autocite{W152}) with the engineering-structure literature \autocite{W148}. These sources inform what to examine---diff scope, architectural drift and process assumptions---but do not authorize a design choice for this fictional service. If a proposed design reveals that the contract cannot be satisfied, the team raises a decision request at I1 or I2. It does not redefine success by making tests match the easiest implementation. de12fe3d71499b4295728b1c59723861214cc1122a7fab12cff0792dbebab5f0 chapters/chapter04.tex ["W099", "W148", "W152"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0052","kind":"cited_passage","label":"Hassan\\textquotesingle s roadmap \\autocite{W152} and research on rejected agent PRs \\autocite{W071} motivate coordination and review without establishing an opt","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Hassan\textquotesingle s roadmap \autocite{W152} and research on rejected agent PRs \autocite{W071} motivate coordination and review without establishing an opt 135 135 Hassan\textquotesingle s roadmap \autocite{W152} and research on rejected agent PRs \autocite{W071} motivate coordination and review without establishing an optimal gate sequence. Figure~\ref{fig:ch04-research-2} makes our proposed sequence explicit: validate the authorized delta before asking the model for a new patch, then rerun the affected contracts and independent checks. The dashed return brings unresolved evidence back to the control layer; it does not let the model silently rewrite intention. This keeps a late requirement small enough to trace without regenerating the entire system. 31d5a95b7efee7b1f7427ad193ba84c1073f94aaab7d7af9d27f50367edf6f59 chapters/chapter04.tex ["W071", "W152"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0053","kind":"cited_passage","label":"Qiu\\textquotesingle s blueprint-first workflow \\autocite{W151} provides an architectural analogy for constraining model execution, while Farrag\\textquotesingle ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Qiu\textquotesingle s blueprint-first workflow \autocite{W151} provides an architectural analogy for constraining model execution, while Farrag\textquotesingle 163 163 Qiu\textquotesingle s blueprint-first workflow \autocite{W151} provides an architectural analogy for constraining model execution, while Farrag\textquotesingle s specification governance \autocite{W011} motivates explicit checks. Neither source validates the exact intent-first state machine. The gate definitions are a normative engineering proposal, with observable exit conditions and named decision authority. The objective is to make the process inspectable while keeping change control lightweight enough for repeated increments. 65c61cb89a64d3a3464657591c60a090da5791cc999d0caa8888d11ecbf3a90d chapters/chapter04.tex ["W011", "W151"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0054","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/10_Figure_4_1_Architect.jpg}\n\\caption{Deterministic control surrounds model","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/10_Figure_4_1_Architect.jpg} \caption{Deterministic control surrounds model 33 29 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/10_Figure_4_1_Architect.jpg} \caption{Deterministic control surrounds model-generated substeps. Conceptual redraw of W151, original Figure 2; \workref{W151}. Based on the Source Code Agent design; its original evaluation was travel planning, not brownfield change approval. Change approval and independent acceptance remain external to model output.} \label{fig:ch04-research-1} \end{figure} 1b3ec6dbd2e9d4aba12a4ffbd103ac5bb8417874ed4fc2e779869473a7720e93 figures/source_redraws/figure_ch04_01.tex ["W151"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0055","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/11_Figure_4_2_Architect.jpg}\n\\caption{A controlled tool interaction can be ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/11_Figure_4_2_Architect.jpg} \caption{A controlled tool interaction can be 34 30 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/11_Figure_4_2_Architect.jpg} \caption{A controlled tool interaction can be re-entered after a late change. Conceptual redraw of W151, original Figure 4; \workref{W151}. Adapts the controlled interaction flow to the chapter’s illustrative intent-delta workflow. Late intent is an explicit control-plane event, not a silent rewrite.} \label{fig:ch04-research-2} \end{figure} 0049b5946527fac5abe59e9862e1a26cc17019690e75da45125a6d296912a025 figures/source_redraws/figure_ch04_02.tex ["W151"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0056","kind":"cited_passage","label":"Cotroneo and colleagues \\autocite{W039} compare human and generated code across defect, vulnerability and complexity measures, while Improta and colleagues \\aut","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Cotroneo and colleagues \autocite{W039} compare human and generated code across defect, vulnerability and complexity measures, while Improta and colleagues \aut 15 15 Cotroneo and colleagues \autocite{W039} compare human and generated code across defect, vulnerability and complexity measures, while Improta and colleagues \autocite{W052} expand the comparison through paired function generation and language-specific analysis. The studies\textquotesingle{} abstracts describe different profiles of findings, not a single scalar score. In particular, \workposs{W039} ISSRE 2025 version of record studies more than 500,000 code samples in Python and Java. \workposs{W052} September 2026 preprint reports 787,562 function pairs spanning Python, Java and C. The latter generates candidate functions from human docstrings; that design provides a controlled comparison but does not reproduce every contextual constraint of an existing repository. 4bbac99818a79fe3f94b2b89d9ae3fffbce30e0ed4fdbfeb11b77963c93eb93c chapters/chapter05.tex ["W039", "W052"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0057","kind":"cited_passage","label":"The unit of comparison becomes even more important once we look at the actual methods. Cynthia, Muttakin and Roy \\autocite{W029} start with the AIDev curated su","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The unit of comparison becomes even more important once we look at the actual methods. Cynthia, Muttakin and Roy \autocite{W029} start with the AIDev curated su 25 25 The unit of comparison becomes even more important once we look at the actual methods. Cynthia, Muttakin and Roy \autocite{W029} start with the AIDev curated subset of 33,596 agentic pull requests, select 8,106 bug-fix PRs, restrict them to 1,802 Python PRs in 206 projects, and finally analyze 1,210 that were merged. Their SonarQube procedure compares a base commit with its merged successor and records newly introduced static-analysis issues. This is a post-merge code-quality snapshot, not a longitudinal study of subsequent human repair or observed outages. The narrowing of the sample is part of the finding\textquotesingle s meaning: it does not describe rejected PRs, non-Python code, or all kinds of agentic work (\autocite{W029}, PDF pp.~1--2, Methodology and Table 1). bc1a9508ebfaf0b85953ccf6df5ab4c956d475fe8e118bca52554c0d69bee23a chapters/chapter05.tex ["W029"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0058","kind":"cited_passage","label":"Kraishan \\autocite{W054} asks a different question. The September 2026 preprint draws 37,623 labeled PRs from AIDev and a human comparison group in the same 2,8","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Kraishan \autocite{W054} asks a different question. The September 2026 preprint draws 37,623 labeled PRs from AIDev and a human comparison group in the same 2,8 27 27 Kraishan \autocite{W054} asks a different question. The September 2026 preprint draws 37,623 labeled PRs from AIDev and a human comparison group in the same 2,807 repositories. It joins additional GitHub responses and follows a subset of 26,283 merged PRs for 90 days. Its maintenance proxies include changed-file follow-up activity and detected reverts; they do not identify every subsequent modification as a repair of an original defect. The paper explicitly acknowledges that the most-changed file is a proxy for whole-PR churn, revert detection can miss silent rewrites, and agents were not randomly assigned to tasks (\autocite{W054}, PDF pp.~2, 5, 7). These are different measurements, not rival answers to one identical experiment. fc3716b69db3c5f0e0c92347e19a4519f122b2f8df4b99dc3726cdca2d17c26f chapters/chapter05.tex ["W054"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0059","kind":"cited_passage","label":"The apparent tension between \\autocite{W039} and \\autocite{W052} is instructive. \\autocite{W039} reports that generated code is generally simpler and more repet","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The apparent tension between \autocite{W039} and \autocite{W052} is instructive. \autocite{W039} reports that generated code is generally simpler and more repet 31 31 The apparent tension between \autocite{W039} and \autocite{W052} is instructive. \autocite{W039} reports that generated code is generally simpler and more repetitive in its sampled Python and Java programs, alongside high-risk security findings. \autocite{W052} reports that AI functions can be shorter and less branching while displaying language-dependent security patterns; in its comparison, size-adjusted complexity carries less discriminating signal. Neither result implies that an AI-authored feature is automatically more maintainable than a human-authored one. Both rely on the precise definitions of a defect warning, a vulnerability category and a complexity statistic. 24df33255a67f10ab1cbf82b64c359911304800d429257a75c1aeb459dcb4120 chapters/chapter05.tex ["W039", "W052"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0060","kind":"cited_passage","label":"He and colleagues' Cursor adoption study \\autocite{W004} uses observable committed configuration files to assign treatment, a proxy that may miss private or unc","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage He and colleagues' Cursor adoption study \autocite{W004} uses observable committed configuration files to assign treatment, a proxy that may miss private or unc 43 43 He and colleagues' Cursor adoption study \autocite{W004} uses observable committed configuration files to assign treatment, a proxy that may miss private or uncommitted adoption. Liu and colleagues \autocite{W055} examine technical debt in generated code. Agarwal and colleagues \autocite{W001} study later agent adoption in AIDev v3 repositories, stratified by prior IDE use. The W001 and W004 studies share investigators and related analytical techniques, and should be treated as related observational evidence rather than statistically independent validations; one study's percentage must not be substituted for the other's. \autocite{W001,W004} 82b779f7b39767dd0d804d8a000526066b5b932288c06a2f52dc837b8d60b768 chapters/chapter05.tex ["W001", "W004", "W055"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0061","kind":"cited_passage","label":"An agent that sees only the function it is asked to modify may create a new helper rather than discover a reusable service already present elsewhere. The result","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage An agent that sees only the function it is asked to modify may create a new helper rather than discover a reusable service already present elsewhere. The result 49 49 An agent that sees only the function it is asked to modify may create a new helper rather than discover a reusable service already present elsewhere. The resulting patch can be locally sensible and globally redundant. Huang and colleagues \autocite{W031} report that AI-generated pull requests in their sample often overlook reuse opportunities, producing more redundancy even while reviewer sentiment may be neutral or positive. Wu\textquotesingle s clone research \autocite{W044} supplies a complementary topic, but its original manuscript has not yet been independently inspected for this chapter. 271326211861e2a07720326e094ddfed006a35ebf4271a395330df71dd949785 chapters/chapter05.tex ["W031", "W044"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0062","kind":"cited_passage","label":"Zhu, Tsantalis and Rigby \\autocite{W059} examine code and architecture smells in LLM- and agent-driven development. Their preprint describes structural degradat","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Zhu, Tsantalis and Rigby \autocite{W059} examine code and architecture smells in LLM- and agent-driven development. Their preprint describes structural degradat 63 63 Zhu, Tsantalis and Rigby \autocite{W059} examine code and architecture smells in LLM- and agent-driven development. Their preprint describes structural degradation in the studied systems, but its strongest language about general laws should be treated as the authors\textquotesingle{} interpretation until the full methods and statistical results are inspected. Huang\textquotesingle s reuse findings \autocite{W031} provide a narrower observation. Historical ownership work such as Greiler \autocite{W175} helps frame responsibility and stewardship; it does not prove that a particular module layout is correct. 748a626e36b8db9803bb25ef3032885e44b9f9802ee580899eff94a16b447300 chapters/chapter05.tex ["W031", "W059", "W175"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0063","kind":"cited_passage","label":"Kraishan\\textquotesingle s churn analysis \\autocite{W054} uses a proxy based on the most-changed file and normalizes by PR size. Its conclusion that none of the","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Kraishan\textquotesingle s churn analysis \autocite{W054} uses a proxy based on the most-changed file and normalizes by PR size. Its conclusion that none of the 77 77 Kraishan\textquotesingle s churn analysis \autocite{W054} uses a proxy based on the most-changed file and normalizes by PR size. Its conclusion that none of the five agents imposes a measurably higher per-line maintenance burden in the observed window is therefore conditional on the measure, coverage, window and selection criteria. It does not contradict \workposs{W029} finding that merged bug-fix PRs can introduce static-analysis issues. Both observations can hold simultaneously. A code smell introduced at merge need not produce a later edit within ninety days, and later maintenance may arise for reasons unrelated to an original smell. 418b80e8970819f7aed79764bcc678db31e79ecd9901092fd9fc211d7ac43ce3 chapters/chapter05.tex ["W029", "W054"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0064","kind":"cited_passage","label":"The studies discussed above follow different parts of maintenance. Cynthia and colleagues examine issues introduced by agent-generated changes, while Kraishan f","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The studies discussed above follow different parts of maintenance. Cynthia and colleagues examine issues introduced by agent-generated changes, while Kraishan f 83 83 The studies discussed above follow different parts of maintenance. Cynthia and colleagues examine issues introduced by agent-generated changes, while Kraishan follows subsequent file activity; Watanabe and colleagues study agentic pull requests more broadly. Their results require the version, denominator and follow-up window recorded in Appendix~\ref{app:methodology}. The targeted manuscript checks already performed do not amount to complete reanalysis of every source. \autocite{W029,W054,W036} 758528515959c1dbea336f79c130dc81868109c1232a68862d0552a41fbcd05e chapters/chapter05.tex ["W029", "W036", "W054"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0065","kind":"cited_passage","label":"The studies\\textquotesingle{} denominators also explain why apparently conflicting vendor stories should not be averaged. \\autocite{W029} analyzes only merged P","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The studies\textquotesingle{} denominators also explain why apparently conflicting vendor stories should not be averaged. \autocite{W029} analyzes only merged P 101 101 The studies\textquotesingle{} denominators also explain why apparently conflicting vendor stories should not be averaged. \autocite{W029} analyzes only merged Python bug-fix PRs and has no human baseline. \autocite{W054} includes multiple languages and a matched human comparison from the same repositories, then further narrows its longitudinal sample to PRs with a full 90-day observation window. \autocite{W036} follows 567 Claude Code PRs across 157 projects and reports that 83.8\% were merged, with 54.9\% of merged PRs integrated without further modification. Its manual task-purpose classification covers 213 agentic and 221 human PRs, with multiple labels allowed; it is not a randomized comparison of agent quality (\autocite{W036}, PDF pp.~1, 6--7). 2a91a2b5959bcfa337d497c7f828ff2ff24d0be1dccbf11d9a2d7ec21a4d66b6 chapters/chapter05.tex ["W029", "W036", "W054"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0066","kind":"cited_passage","label":"AIDev underlies both \\autocite{W029} and \\autocite{W054}. Their overlapping provenance means that agreement between them should not be counted as independent re","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage AIDev underlies both \autocite{W029} and \autocite{W054}. Their overlapping provenance means that agreement between them should not be counted as independent re 103 103 AIDev underlies both \autocite{W029} and \autocite{W054}. Their overlapping provenance means that agreement between them should not be counted as independent replication, even though they construct different subsets and measure different endpoints. A future synthesis could stratify by task type, language, patch size and repository, but the published aggregate tables alone are insufficient to perform that meta-analysis responsibly. ed36bf7030e9ad427f50b670d328d1fbc371136933cca47b458867f2bfa643f6 chapters/chapter05.tex ["W029", "W054"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0067","kind":"cited_passage","label":"Kraishan\\textquotesingle s cross-agent maintenance study \\autocite{W054}, Pinna\\textquotesingle s task-stratified acceptance analysis \\autocite{W034}, and Mazlo","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Kraishan\textquotesingle s cross-agent maintenance study \autocite{W054}, Pinna\textquotesingle s task-stratified acceptance analysis \autocite{W034}, and Mazlo 107 107 Kraishan\textquotesingle s cross-agent maintenance study \autocite{W054}, Pinna\textquotesingle s task-stratified acceptance analysis \autocite{W034}, and Mazloomzadeh\textquotesingle s agentic-PR research \autocite{W057} point to the need for contextual comparisons. Their shared repositories or agent datasets must be checked before treating results as independent corroboration. A model\textquotesingle s capability score, an agent\textquotesingle s merge rate and the subsequent maintenance cost of its changes are different estimands. 963df6cd14d70ee253157f9857f2d95a7f025d511255bab44e455070e3f253f0 chapters/chapter05.tex ["W034", "W054", "W057"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0068","kind":"cited_passage","label":"Bird and colleagues \\autocite{W182} examine associations between ownership and software quality in historical projects. Wheeler\\textquotesingle s \\textquotesing","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Bird and colleagues \autocite{W182} examine associations between ownership and software quality in historical projects. Wheeler\textquotesingle s \textquotesing 115 115 Bird and colleagues \autocite{W182} examine associations between ownership and software quality in historical projects. Wheeler\textquotesingle s \textquotesingle substrate collapse\textquotesingle{} argument \autocite{W189} challenges the continued validity of authorship-derived knowledge metrics under AI generation. These are different evidence classes: one is empirical background on ownership, while the other proposes a conceptual diagnosis of changing authorship signals. Xu\textquotesingle s newcomer-participation research \autocite{W058} is a useful boundary because participation and stewardship are not the same outcome. 23c5406f26ea5d2301a122230c385edbe2b257bd0dac9bb44251126bbd0d9a4e chapters/chapter05.tex ["W058", "W182", "W189"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0069","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/13_Figure_5_1_Architect.jpg}\n\\caption{How post-merge quality is measured. C","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/13_Figure_5_1_Architect.jpg} \caption{How post-merge quality is measured. C 30 26 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/13_Figure_5_1_Architect.jpg} \caption{How post-merge quality is measured. Conceptual redraw of W054, original Figure 1; \workref{W054}. Schematic of the paper’s four-stage methods and data lineage, not a quality ranking. Smells and rework are observational measures, not deployed incidents.} \label{fig:ch05-research-1} \end{figure} 3134a4a60189ff981e0a0d20b7c8bdd209923eae03fe17f751af28d8c1eafa4b figures/source_redraws/figure_ch05_01.tex ["W054"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0070","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/14_Figure_5_2_Architect.jpg}\n\\caption{Prior AI exposure changes the velocit","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/14_Figure_5_2_Architect.jpg} \caption{Prior AI exposure changes the velocit 32 28 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/14_Figure_5_2_Architect.jpg} \caption{Prior AI exposure changes the velocity signal, not the need for quality gates. Qualitative redraw of W001, original Figure 2; \workref{W001}. The source’s staggered-adoption estimates are grouped here only by direction and cohort. The boxes encode neither effect sizes nor incident rates.} \label{fig:ch05-research-2} \end{figure} 4af3b130b9f54d64f83073157f9797b3aeb58f7b0189e020bf8016660d16e7ce figures/source_redraws/figure_ch05_02.tex ["W001"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0071","kind":"cited_passage","label":"Kapner et al.~\\autocite{W053} study 3,171 public repositories: 2,660 assembled coding-agent setups and 511 skill collections. Their original PDF reports unpinne","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Kapner et al.~\autocite{W053} study 3,171 public repositories: 2,660 assembled coding-agent setups and 511 skill collections. Their original PDF reports unpinne 18 18 Kapner et al.~\autocite{W053} study 3,171 public repositories: 2,660 assembled coding-agent setups and 511 skill collections. Their original PDF reports unpinned MCP declarations in 9.8\% of setups, broad execution grants in 2.5\% and broad skill-tool preapproval in 3.8\%. The union of the three security-exposure categories affects 409 setups (15.4\%). These are configuration findings, not observed successful compromises. The authors explicitly state that runtime consequences and scanner recall remain unmeasured (\autocite{W053}, PDF pp.~1, 3--4, abstract, Table 1, §4). \autocite{W053} a025dbf5311bd902b24c42f2f642eaa6235839a142e7a8bdca2f1cc39bcaa157 chapters/chapter06.tex ["W053"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0072","kind":"cited_passage","label":"Liu et al.\\textquotesingle s Your AI, My Shell \\autocite{W060} addresses runtime hijacking through poisoned development resources. Its original abstract describ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Liu et al.\textquotesingle s Your AI, My Shell \autocite{W060} addresses runtime hijacking through poisoned development resources. Its original abstract describ 20 20 Liu et al.\textquotesingle s Your AI, My Shell \autocite{W060} addresses runtime hijacking through poisoned development resources. Its original abstract describes 314 attack payloads covering 70 MITRE ATT\&CK techniques, with success reaching 84\% in studied editor configurations. This is a study-specific maximum, not a general attack probability; the large PDF remains pending page-level inspection. \autocite{W060} 98d93a7c6e82abbfe6c6025b453f815820dcef833ad409117cad03ebb5513e24 chapters/chapter06.tex ["W060"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0073","kind":"cited_passage","label":"Zhao et al.\\textquotesingle s SUSVIBES study \\autocite{W045} contains 186 security-sensitive feature tasks mined from real vulnerability-fix histories, covering","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Zhao et al.\textquotesingle s SUSVIBES study \autocite{W045} contains 186 security-sensitive feature tasks mined from real vulnerability-fix histories, covering 42 42 Zhao et al.\textquotesingle s SUSVIBES study \autocite{W045} contains 186 security-sensitive feature tasks mined from real vulnerability-fix histories, covering 79 CWE categories. It evaluates functional and security tests separately. In the reported SWE-Agent/Claude 4 Sonnet setting, approximately 57\% of solutions pass functional tests, but only 11.8\% satisfy the security criterion; the authors report that 79.3\% of functionally correct solutions fail security checks. These percentages describe the selected benchmark and agent setting, not production incident rates (\autocite{W045}, PDF pp.~1--2, abstract and introduction; pp.~4--5, task verification). \autocite{W045} 0e8a6755650d91a3bbb2563cc8f7bedd474130db154a182a3706fe1a59c3616f chapters/chapter06.tex ["W045"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0074","kind":"cited_passage","label":"\\autocite{W041} offers a particularly important denominator caution. The authors\\textquotesingle{} initial code-search results include documentation and other n","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \autocite{W041} offers a particularly important denominator caution. The authors\textquotesingle{} initial code-search results include documentation and other n 48 48 \autocite{W041} offers a particularly important denominator caution. The authors\textquotesingle{} initial code-search results include documentation and other non-executable artifacts, and the later CodeQL sample focuses on selected languages. Even within the filtered sample, a file with no detected CWE finding is not thereby proven secure. Scanner coverage, query configuration and unsupported vulnerability classes all affect what can be found. Comparing this result with \workposs{W045} security-test pass rate would mix a file-level static-analysis endpoint with a task-level dynamic benchmark. cfd61db80e31707acd4a58be4380e7fb9afcefc3245786272f5da849dbf737d8 chapters/chapter06.tex ["W041", "W045"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0075","kind":"cited_passage","label":"The strongest interpretation is therefore conditional: in \\workposs{W041} explicitly attributed and filtered files, the selected scanner detected particular CWE","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The strongest interpretation is therefore conditional: in \workposs{W041} explicitly attributed and filtered files, the selected scanner detected particular CWE 50 50 The strongest interpretation is therefore conditional: in \workposs{W041} explicitly attributed and filtered files, the selected scanner detected particular CWE-mapped patterns; in \workposs{W045} selected feature tasks, agents frequently satisfied functionality without passing the security oracle. Both findings motivate independent checks, but neither supplies a universal vulnerability percentage for every AI-assisted commit. 6e502421efb90e3f153c401a96171a81ae253467a48851d55915e4aa8db305dc chapters/chapter06.tex ["W041", "W045"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0076","kind":"cited_passage","label":"Perry et al.~\\autocite{W046} instead conduct a human-user experiment. Participants with AI assistance wrote less secure code on the studied tasks and expressed ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Perry et al.~\autocite{W046} instead conduct a human-user experiment. Participants with AI assistance wrote less secure code on the studied tasks and expressed 54 54 Perry et al.~\autocite{W046} instead conduct a human-user experiment. Participants with AI assistance wrote less secure code on the studied tasks and expressed greater confidence in their solutions. The result concerns a specific set of people, tasks and early tools; it is not directly comparable to the \autocite{W041} scanner counts (\autocite{W046}, PDF p.~1, abstract; detailed experiment requires version-specific checking). \autocite{W046} 8a248c78fc29aa7ffe02a09d24820cb77dff65c4db6660b14288bfbcb0600b7c chapters/chapter06.tex ["W041", "W046"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0077","kind":"cited_passage","label":"Yan et al.~\\autocite{W038} investigate security hints and explanation-guided repair in Python benchmarks. Their paper discusses an archive-extraction case in wh","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Yan et al.~\autocite{W038} investigate security hints and explanation-guided repair in Python benchmarks. Their paper discusses an archive-extraction case in wh 66 66 Yan et al.~\autocite{W038} investigate security hints and explanation-guided repair in Python benchmarks. Their paper discusses an archive-extraction case in which explaining the path-traversal mechanism guides a containment check for every archive member. The authors also acknowledge that benefits diminish when repairs are distributed or configuration-heavy, and that CodeQL cannot detect every dynamic vulnerability (\autocite{W038}, PDF pp.~26--28, case study and threats to validity). \autocite{W038} 6c58f2224efef2183cef460af67b378e525371b6faf9730207a203d60be66e54 chapters/chapter06.tex ["W038"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0078","kind":"cited_passage","label":"Spracklen et al.~\\autocite{W043} study package hallucinations across 16 models and 576,000 generated code samples in Python and JavaScript. Their original PDF r","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Spracklen et al.~\autocite{W043} study package hallucinations across 16 models and 576,000 generated code samples in Python and JavaScript. Their original PDF r 82 82 Spracklen et al.~\autocite{W043} study package hallucinations across 16 models and 576,000 generated code samples in Python and JavaScript. Their original PDF reports substantial differences across models and settings. These are generated package recommendations, not observations that every hallucinated name was registered or installed by an attacker (\autocite{W043}, PDF p.~1, abstract and subsequent methods). \autocite{W043} f6b0f6fe4c09d7f01b37e310d72f03aa3922a690abaf85232883b994e9b8b7b9 chapters/chapter06.tex ["W043"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0079","kind":"cited_passage","label":"\\autocite{W060} shows the relevance of this problem for editors with shell and filesystem access. \\autocite{W030} investigates workspace topology as an attack v","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \autocite{W060} shows the relevance of this problem for editors with shell and filesystem access. \autocite{W030} investigates workspace topology as an attack v 98 98 \autocite{W060} shows the relevance of this problem for editors with shell and filesystem access. \autocite{W030} investigates workspace topology as an attack vector, while \autocite{W104} studies human detection of agent sabotage. The latter two papers remain pending full-text inspection, so no numerical effect is attributed to them here. 259e5955220da72121c1fe869d04e5343b8956afef39dd3ed180979aa31776dd chapters/chapter06.tex ["W030", "W060", "W104"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0080","kind":"cited_passage","label":"The \\autocite{W053} authors\\textquotesingle{} own scanner correction is a useful warning about automated policy checks. A rule may be syntactically precise yet ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The \autocite{W053} authors\textquotesingle{} own scanner correction is a useful warning about automated policy checks. A rule may be syntactically precise yet 106 106 The \autocite{W053} authors\textquotesingle{} own scanner correction is a useful warning about automated policy checks. A rule may be syntactically precise yet misunderstand the platform\textquotesingle s permission semantics. Before deploying a harness scanner as a hard gate, test it on allowed and denied examples, include known exceptions and record the scanner version. A green scanner report should mean that the configured checks passed, not that every possible configuration risk was excluded. bf37bd636f0cac8e9d1598202d7a2f6afb45552338a6cef48374dc5444995d0a chapters/chapter06.tex ["W053"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0081","kind":"cited_passage","label":"\\autocite{W053} reports that 24.5\\% of setups containing MCP configuration have an unpinned package declaration. The paper also describes a semantic mistake sha","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \autocite{W053} reports that 24.5\% of setups containing MCP configuration have an unpinned package declaration. The paper also describes a semantic mistake sha 110 110 \autocite{W053} reports that 24.5\% of setups containing MCP configuration have an unpinned package declaration. The paper also describes a semantic mistake shared by the original scanner and its mechanical audit, emphasizing that configuration checks must be tested against the platform\textquotesingle s actual permission semantics (\autocite{W053}, PDF pp.~3--4, §4). These observations motivate reviewing harness declarations but do not measure how often the identified setups are exploited. 031494516ff97787adef35edbf8667abb256d315b44ec59338caba53f5a6cbbc chapters/chapter06.tex ["W053"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0082","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/15_Figure_6_1_Architect.jpg}\n\\caption{The package-hallucination supply-chai","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/15_Figure_6_1_Architect.jpg} \caption{The package-hallucination supply-chai 32 28 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/15_Figure_6_1_Architect.jpg} \caption{The package-hallucination supply-chain path. Conceptual redraw of W043, original Figure 1; \workref{W043}. Threat pathway from the paper; deliberately omits exploit payloads and attack instructions.} \label{fig:ch06-research-1} \end{figure} e2b34405e7fc8f045dd0c622ab5bfaa05470e22192ba29b7d97d5c5a75aa1b99 figures/source_redraws/figure_ch06_01.tex ["W043"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0083","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/16_Figure_6_2_Architect.jpg}\n\\caption{Untrusted repository instructions mus","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/16_Figure_6_2_Architect.jpg} \caption{Untrusted repository instructions mus 33 29 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/16_Figure_6_2_Architect.jpg} \caption{Untrusted repository instructions must not become tool authority. Conceptual redraw of W060, original Figure 1; \workref{W060}. Conceptual security-boundary adaptation; this is a recommended control, not the original experiment’s measured defense effectiveness. The runtime must enforce action authority independently of interpreted content.} \label{fig:ch06-research-2} \end{figure} e934e211d633afdf7870484f6b42bef59c9ab46aac83088224b543073328c06c figures/source_redraws/figure_ch06_02.tex ["W060"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0084","kind":"cited_passage","label":"Zhao, Zhou and Cohen \\autocite{W077} study precisely this misguidance effect in generated unit tests. Their ISSTA 2026 paper uses paired buggy and fixed version","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Zhao, Zhou and Cohen \autocite{W077} study precisely this misguidance effect in generated unit tests. Their ISSTA 2026 paper uses paired buggy and fixed version 17 17 Zhao, Zhou and Cohen \autocite{W077} study precisely this misguidance effect in generated unit tests. Their ISSTA 2026 paper uses paired buggy and fixed versions from Defects4J; the curated sample contains 318 focal methods covering 233 defects in 17 projects (PDF pp.~3--5, §2.2). Their definition is careful: a test that passes on buggy code is not automatically misguided, because many inputs behave identically in buggy and fixed versions. A genuinely misguided test asserts behavior that fails on the corrected reference (pp.~2--3). Their specification-based prompting reduces the problem in their evaluated setting, although a generated docstring is still an inferred specification, not a stakeholder authorization. bcfb6b8fa8a71102d296c79ae9d5cf733da4e113e9a60081cc319559951efe93 chapters/chapter07.tex ["W077"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0085","kind":"cited_passage","label":"Kaufman and colleagues \\autocite{W097} add a human-review warning. Their experiment involved 86 Python programmers who judged generated assertions. Accuracy was","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Kaufman and colleagues \autocite{W097} add a human-review warning. Their experiment involved 86 Python programmers who judged generated assertions. Accuracy was 19 19 Kaufman and colleagues \autocite{W097} add a human-review warning. Their experiment involved 86 Python programmers who judged generated assertions. Accuracy was 74\% on correct assertions but 49\% on incorrect assertions, despite similar confidence (PDF p.~1, abstract). This does not mean all human reviewers perform at those rates. It means that human inspection, too, benefits from an independent behavioral reference. The book's proposed rule is to label each oracle with its authority and to keep maker-written tests supplementary to independently derived acceptance checks. 864d2df3dce82067aceb6a69dc0d30accc4b72e9fa80bbaedbb5fd40a379f726 chapters/chapter07.tex ["W097"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0086","kind":"cited_passage","label":"Whitfill and colleagues' METR study \\autocite{W111} asks maintainers to judge SWE-bench-passing patches and finds that benchmark success does not guarantee merg","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Whitfill and colleagues' METR study \autocite{W111} asks maintainers to judge SWE-bench-passing patches and finds that benchmark success does not guarantee merg 31 31 Whitfill and colleagues' METR study \autocite{W111} asks maintainers to judge SWE-bench-passing patches and finds that benchmark success does not guarantee merge readiness. Its primary source is an online research note, so the audit cites named sections rather than fabricated page numbers. \autocite{W095} discusses lifecycle assurance as a proposed framework; \autocite{W080} concerns unit testing under LLM assistance. Their detailed methods remain to be inspected before numerical findings can be used. 69facb3e5e54fe05a9f403756f9fa97bed840a96e6dfd654eafc5fdc02493bd5 chapters/chapter07.tex ["W080", "W095", "W111"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0087","kind":"cited_passage","label":"\\autocite{W077} compares test generation directly from code with a two-stage procedure that first derives a behavioral docstring and then generates tests from t","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \autocite{W077} compares test generation directly from code with a two-stage procedure that first derives a behavioral docstring and then generates tests from t 39 39 \autocite{W077} compares test generation directly from code with a two-stage procedure that first derives a behavioral docstring and then generates tests from the docstring rather than the buggy body. The paper reports fewer misguided tests and more bug-finding tests under its experimental conditions (PDF pp.~2--4, 6--7). The authors' inferred docstring is not identical to our canonical intention contract: it can itself contain a mistaken assumption. In intent-first verification, the approved intention remains the authority, while inferred specifications are proposals requiring review. 28939081001a6e12a5fa32106f8b43a315fe5a719081b28e39dd3273b4379e21 chapters/chapter07.tex ["W077"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0088","kind":"cited_passage","label":"\\workposs{W101} work on self-review in code modernization motivates further caution, but its detailed numerical findings are not verified in this release. The p","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \workposs{W101} work on self-review in code modernization motivates further caution, but its detailed numerical findings are not verified in this release. The p 43 43 \workposs{W101} work on self-review in code modernization motivates further caution, but its detailed numerical findings are not verified in this release. The practical distinction is that the maker's self-tests and explanation belong in the evidence bundle while independent tests retain their own provenance and cannot be silently rewritten by the maker. 7ce40de662445e9196d3b5cd6014f834f6900f243de5cab70a98229b6a46e434 chapters/chapter07.tex ["W101"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0089","kind":"cited_passage","label":"\\workposs{W077} buggy/fixed comparison demonstrates the value of holding intended behavior constant across program versions. \\workposs{W080} unit-testing resear","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \workposs{W077} buggy/fixed comparison demonstrates the value of holding intended behavior constant across program versions. \workposs{W080} unit-testing resear 59 59 \workposs{W077} buggy/fixed comparison demonstrates the value of holding intended behavior constant across program versions. \workposs{W080} unit-testing research and \workposs{W148} process-model benchmark work provide contrasting research directions, but neither is used here as proof that this exact brownfield workflow is optimal. The proposed procedure is iterative: late intention is versioned and traced rather than becoming an unrecorded prompt or triggering complete regeneration. d2a3e17a339088350dd21e598cdf1fe11c5dca7b34f328712d32dd3320ced3e9 chapters/chapter07.tex ["W077", "W080", "W148"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0090","kind":"cited_passage","label":"Finding a counterexample and reproducing its execution are different achievements. Orosz and Elin Nilsson's Antithesis report describes deterministic simulation","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Finding a counterexample and reproducing its execution are different achievements. Orosz and Elin Nilsson's Antithesis report describes deterministic simulation 74 74 Finding a counterexample and reproducing its execution are different achievements. Orosz and Elin Nilsson's Antithesis report describes deterministic simulation as a way to revisit the conditions behind a failure \oroszcite{P006}. The transferable lesson here is modest: retain enough state and ordering information to challenge the same behavior again. 98286006f1cfb37a1b38fd7e6494a223558a085cb9bcc46a8cb8c2cbc645a99e chapters/chapter07.tex ["P006"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0091","kind":"cited_passage","label":"\\autocite{W045} and \\autocite{W038} address vulnerabilities and secure code generation, which motivates negative cases but does not prove the completeness of ou","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \autocite{W045} and \autocite{W038} address vulnerabilities and secure code generation, which motivates negative cases but does not prove the completeness of ou 81 81 \autocite{W045} and \autocite{W038} address vulnerabilities and secure code generation, which motivates negative cases but does not prove the completeness of our synthetic security checks. Detailed threat analysis belongs to Chapter 6. Here the engineering objective is to demonstrate that the independent oracle rejects representative wrong implementations, not merely that the intended implementation passes. b4b55430fcf5deaa3f4c38713430cbeb530067223a4308d9753e46e7c9b701f2 chapters/chapter07.tex ["W038", "W045"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0092","kind":"cited_passage","label":"\\autocite{W111} examines this gap directly by asking maintainers to evaluate SWE-bench-passing patches. The authors' METR report is a primary institutional rese","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \autocite{W111} examines this gap directly by asking maintainers to evaluate SWE-bench-passing patches. The authors' METR report is a primary institutional rese 87 87 \autocite{W111} examines this gap directly by asking maintainers to evaluate SWE-bench-passing patches. The authors' METR report is a primary institutional research note, not a paginated journal paper, and its review protocol should not be generalized to all repositories without qualification. \workposs{W192} AIDev data capture naturally occurring agent-authored pull requests; the W068 and W071 follow-on analyses reuse that shared corpus \autocite{W068,W071}. Their cohorts must not be counted as independently sampled replications. \workposs{W193} MirrorCode exercise instead concerns long-horizon capability. These sources measure different endpoints and cannot be pooled into one acceptance rate. c7eb1b6d902db1bb1ccf14e5b92d4ef2ef3019a05f01c651f7721f9f71de89ea chapters/chapter07.tex ["W068", "W071", "W111", "W192", "W193"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0093","kind":"cited_passage","label":"Independent verification can involve deterministic checks, humans, another language model or a combination. Independence does not follow automatically from usin","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Independent verification can involve deterministic checks, humans, another language model or a combination. Independence does not follow automatically from usin 95 95 Independent verification can involve deterministic checks, humans, another language model or a combination. Independence does not follow automatically from using a second model name. Two models can share the same faulty requirement, training bias or missing repository context. A human can also be misled by fluent but incorrect assertions, as \autocite{W097} illustrates. 3b42315f498991c4d217e383b84641f1398d0936309ccae4d4a9dc91b95061cc chapters/chapter07.tex ["W097"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0094","kind":"cited_passage","label":"Figure~\\ref{fig:ch07-research-1} makes the conditioning in \\autocite{W079} important: the bars compare how often two models choose the same wrong answer \\emph{g","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Figure~\ref{fig:ch07-research-1} makes the conditioning in \autocite{W079} important: the bars compare how often two models choose the same wrong answer \emph{g 97 97 Figure~\ref{fig:ch07-research-1} makes the conditioning in \autocite{W079} important: the bars compare how often two models choose the same wrong answer \emph{given that both are wrong}. They do not show how often the models fail overall. Agreement above the uniform wrong-choice baseline warns against treating consensus as independent evidence. Together with evaluator self-preference in broader LLM judgments \autocite{W082}, it motivates diversifying evidence sources; its quantitative transfer to software defect detection remains unverified. 12b8c6b6ca538821919bfd1c9f3a6b882e99403d83476af691041b0fd3d5897f chapters/chapter07.tex ["W079", "W082"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0095","kind":"cited_passage","label":"Every attempt retains a task identifier, code hash, tool version, diff, tests, failure reason, time or cost budget and resulting state. \\autocite{W101}, \\autoci","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Every attempt retains a task identifier, code hash, tool version, diff, tests, failure reason, time or cost budget and resulting state. \autocite{W101}, \autoci 131 131 Every attempt retains a task identifier, code hash, tool version, diff, tests, failure reason, time or cost budget and resulting state. \autocite{W101}, \autocite{W095} and \autocite{W151} motivate caution about self-review and policy separation, but do not validate this exact retry policy. The steps in Figure~\ref{fig:ch07-research-2} represent distinct obligations: establish scope and contract, test behavior, review the evidence, and decide on release. Passing the test-oracle step does not satisfy the neighboring obligations. The staircase is a checklist of evidence boundaries, not a calibrated rise in reliability. 640454a5b25b369e6987867b3193dc4615ca7c931fc1aef66bd43af80253cdab chapters/chapter07.tex ["W095", "W101", "W151"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0096","kind":"cited_passage","label":"\\autocite{W111} explains why benchmark success is insufficient for merge readiness. \\workposs{W099} intent/drift research and \\workposs{W150} study of repositor","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \autocite{W111} explains why benchmark success is insufficient for merge readiness. \workposs{W099} intent/drift research and \workposs{W150} study of repositor 154 154 \autocite{W111} explains why benchmark success is insufficient for merge readiness. \workposs{W099} intent/drift research and \workposs{W150} study of repository AI policies provide context for review attention and organizational rules, but their full manuscripts still require final audit. The dossier format itself is the book's engineering proposal. b1df2c0f6dc5104d591274f1c5705edafbfadd26e6fad80a769c152daa784801 chapters/chapter07.tex ["W099", "W111", "W150"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0097","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/17_Figure_7_1_Architect.jpg}\n\\caption{Independent labels matter when checke","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/17_Figure_7_1_Architect.jpg} \caption{Independent labels matter when checke 33 29 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/17_Figure_7_1_Architect.jpg} \caption{Independent labels matter when checkers share errors. Reported figures of W079, original Figure 1 (Helm panel); \workref{W079}. Average conditional agreement $0.60$ versus uniform-choice baseline $1/3$ for the Helm setup; bars replace the original model-pair heatmap. This is not a universal coding-agent error rate; another model is not an independent oracle by default.} \label{fig:ch07-research-1} \end{figure} 918ca878f8a5dbc42a60038881ff0baf9498dd5a927f03737021a04c5362faf1 figures/source_redraws/figure_ch07_01.tex ["W079"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0098","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/18_Figure_7_2_Architect.jpg}\n\\caption{Reliability grows through an evidence","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/18_Figure_7_2_Architect.jpg} \caption{Reliability grows through an evidence 31 27 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/18_Figure_7_2_Architect.jpg} \caption{Reliability grows through an evidence-gate ladder. Conceptual redraw of W095, original Figure 2; \workref{W095}. Original author presents a synthesis framework, not an empirically validated universal standard. A benchmark pass supplies evidence for one gate, not production acceptance.} \label{fig:ch07-research-2} \end{figure} 46e80266b37d2ebb9307b747eb9f1ee78ef43c345f47567af43e11b05f2a9ce9 figures/source_redraws/figure_ch07_02.tex ["W095"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0099","kind":"cited_passage","label":"The difference between code activity and delivery, introduced through Demirer and colleagues \\autocite{W010}, explains why local coding gains need not become re","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The difference between code activity and delivery, introduced through Demirer and colleagues \autocite{W010}, explains why local coding gains need not become re 15 15 The difference between code activity and delivery, introduced through Demirer and colleagues \autocite{W010}, explains why local coding gains need not become release gains. Research on review effort and AI-generated changes (\autocite{W063}, \autocite{W094}) addresses a different part of that chain: reviewers must reconstruct intention, understand a diff and assess the strength of its checks. A study measuring the number of comments cannot by itself measure whether those comments prevented defects. Nor does faster review imply a better decision if reviewers overlook the very risks that justify review. 87157904e76592696d28893a074031f6d71f981fca0c0bd027da29cb2ec8e894 chapters/chapter08.tex ["W010", "W063", "W094"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0100","kind":"cited_passage","label":"Khojah et al.~\\autocite{W069} use eye tracking and interviews in a Wizard-of-Oz review experiment. Their primary abstract reports that LLM provenance labeling i","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Khojah et al.~\autocite{W069} use eye tracking and interviews in a Wizard-of-Oz review experiment. Their primary abstract reports that LLM provenance labeling i 31 31 Khojah et al.~\autocite{W069} use eye tracking and interviews in a Wizard-of-Oz review experiment. Their primary abstract reports that LLM provenance labeling increased fixation time without changing the measured thoroughness of review. This observation cautions against equating attention, elapsed time, trust or accuracy. Its full participant-level methods and effect estimates still need examination before stronger numerical claims can be made. 5bf5c2559dfec1e81f0968fd61ae4211b6059d3cc4c40353825497e892ec965e chapters/chapter08.tex ["W069"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0101","kind":"cited_passage","label":"Studies of review complexity \\autocite{W073}, developer perceptions \\autocite{W069} and review outcomes \\autocite{W088} motivate separating patch size from cogn","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Studies of review complexity \autocite{W073}, developer perceptions \autocite{W069} and review outcomes \autocite{W088} motivate separating patch size from cogn 35 35 Studies of review complexity \autocite{W073}, developer perceptions \autocite{W069} and review outcomes \autocite{W088} motivate separating patch size from cognitive difficulty. Their detailed coefficients remain subject to original manuscript verification. The engineering point is that provenance is a clue about how a change was produced, not a verdict about its correctness. A human-authored patch can be unsafe, and a generated patch can be excellent; both need evidence appropriate to the affected system. 3e6233a86dff27d9d33a4a63b63029e56c6b1ab5286c89bd81623edf2ffe3025 chapters/chapter08.tex ["W069", "W073", "W088"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0102","kind":"cited_passage","label":"The review-trace denominator is particularly important. Duma et al.~\\autocite{W065} report that 61.38\\% of 33,596 agent-authored PRs have no recorded review, an","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The review-trace denominator is particularly important. Duma et al.~\autocite{W065} report that 61.38\% of 33,596 agent-authored PRs have no recorded review, an 41 41 The review-trace denominator is particularly important. Duma et al.~\autocite{W065} report that 61.38\% of 33,596 agent-authored PRs have no recorded review, and 84.0\% have no recorded review or only agent review. This is not proof that no human inspected the code: unrecorded discussion, local inspection and repository policy can escape the dataset. The same-repository comparison in the source bibliography also gives a much smaller contrast between agent- and human-authored PRs than a headline 84\% figure might suggest. AIDev-derived studies share underlying PR records, so repeated analysis is not independent replication. The full manuscript and sampling procedure must be checked before quoting adjusted comparisons. e37c0ad92246f43b4b2f7286f606a2cbd7a9b92160e78f61bc9bd87134900f46 chapters/chapter08.tex ["W065"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0103","kind":"cited_passage","label":"A concrete production deployment and a benchmark answer different questions. Tantithamthavorn et al.~\\autocite{W074} describe an Atlassian RovoDev reviewer depl","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A concrete production deployment and a benchmark answer different questions. Tantithamthavorn et al.~\autocite{W074} describe an Atlassian RovoDev reviewer depl 49 49 A concrete production deployment and a benchmark answer different questions. Tantithamthavorn et al.~\autocite{W074} describe an Atlassian RovoDev reviewer deployment. Their original abstract reports 38.70\% of AI comments followed by code changes, approximately 30.8\% lower PR cycle time, and 35.6\% fewer human-written comments in their evaluated setting. The figures concern review workflow and follow-up action; they are not a measured reduction in escaped defects, and observational deployment confounders remain relevant. Zeng et al.~\autocite{W076} introduce SWRBench with 1,000 manually verified GitHub PRs and project context; benchmark precision and recall measure correspondence with selected ground-truth review issues, not the causal effect of deployment. The original abstracts support this contrast, while exact table cells and publisher pagination still require inspection. 935d4f5e57ba4b20e94d92e3aa9c2821437074194733a3876c4cba89f9962f88 chapters/chapter08.tex ["W074", "W076"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0104","kind":"cited_passage","label":"AI review tools can identify suspicious patterns, propose missing tests and summarize complex diffs. They can also miss defects or invent problems that are not ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage AI review tools can identify suspicious patterns, propose missing tests and summarize complex diffs. They can also miss defects or invent problems that are not 51 51 AI review tools can identify suspicious patterns, propose missing tests and summarize complex diffs. They can also miss defects or invent problems that are not present. Evaluations of automated code review (\autocite{W074}, \autocite{W106}) and related research \autocite{W081} investigate different aspects of that performance. A benchmark may count detected defects, while a field deployment may count developer reactions or review latency. These endpoints should not be combined into a single accuracy claim. 994a28cdfa4556bc8d8fecad1eb17c6248a9cbf663d47364f7bea8f52150867e chapters/chapter08.tex ["W074", "W081", "W106"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0105","kind":"cited_passage","label":"Research on review comment quality and developer response (\\autocite{W064}, \\autocite{W098}, \\autocite{W096}) motivates measuring precision, actionability and r","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Research on review comment quality and developer response (\autocite{W064}, \autocite{W098}, \autocite{W096}) motivates measuring precision, actionability and r 65 65 Research on review comment quality and developer response (\autocite{W064}, \autocite{W098}, \autocite{W096}) motivates measuring precision, actionability and review burden separately. The exact empirical rates remain provisional until the original papers are inspected. For the service, a warning that \textquotesingle the policy code may be unsafe\textquotesingle{} is not actionable. A warning that \textquotesingle the adapter retains the v1 €5,000 ceiling while INT-002 requires €3,000 for new requests\textquotesingle{} names an observable mismatch and supplies a path to reproduce it. ef589a2c4406f39296455aebc41adc06a72d46ee699ec0a6adea6b9638916763 chapters/chapter08.tex ["W064", "W096", "W098"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0106","kind":"cited_passage","label":"Orosz's publicly visible account describes teams reviewing AI-generated comments and routing changes according to their consequences \\oroszcite{P118}. That crea","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Orosz's publicly visible account describes teams reviewing AI-generated comments and routing changes according to their consequences \oroszcite{P118}. That crea 70 70 Orosz's publicly visible account describes teams reviewing AI-generated comments and routing changes according to their consequences \oroszcite{P118}. That creates a further distinction: a human can validate every reported finding without establishing evidence for every material acceptance obligation. A quiet or filtered reviewer is not a coverage certificate. 4c09a1e3db6caf875bac95fb9bf261a413aa5ba5bd2d964bdd1e676e7cf2c1e5 chapters/chapter08.tex ["P118"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0107","kind":"cited_passage","label":"Xiang et al.~\\autocite{W102} give a particularly useful verification-cost counterexample. On 116 complete-case LiveCodeBench problems, review by Claude changes ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Xiang et al.~\autocite{W102} give a particularly useful verification-cost counterexample. On 116 complete-case LiveCodeBench problems, review by Claude changes 91 91 Xiang et al.~\autocite{W102} give a particularly useful verification-cost counterexample. On 116 complete-case LiveCodeBench problems, review by Claude changes Codex passing outputs from 83 to 104 (+21), at \$0.443 versus \$0.190 per task; the opposite reviewer ordering lowers Claude's successes from 106 to 96 while increasing modeled inference cost from \$0.226 to \$0.382 per task. Table~2 provides numerator and denominator for independent \emph{percentage arithmetic}, and Table~4 provides discordances for exact McNemar test rechecks. Neither calculation replays the model calls, proves transfer to repository review, or guarantees a cost-effective production policy. A reviewer remains accountable for independent oracles, acceptance and regression risk. Figure~\ref{fig:ch08-research-1} decomposes those net changes into failures fixed and previously passing answers broken. Read each two-letter label as writer then reviewer: the green and red bars must be considered together. More corrections can coexist with regressions, so a review policy needs both counts rather than a tally of helpful comments. c406a6173946c91483fc24466d0f397111e3d012eeb9014be76e14526fdc63c4 chapters/chapter08.tex ["W102"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0108","kind":"cited_passage","label":"Other work on model self-review \\autocite{W109} and correlated errors \\autocite{W079} reinforces the need to examine the independence of evidence rather than co","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Other work on model self-review \autocite{W109} and correlated errors \autocite{W079} reinforces the need to examine the independence of evidence rather than co 99 99 Other work on model self-review \autocite{W109} and correlated errors \autocite{W079} reinforces the need to examine the independence of evidence rather than count agreeing opinions. In the approval service, the decisive checker is a deterministic test derived from the authorized contract. A second model may inspect the diff and suggest additional counterexamples, but agreement between two models cannot override the high-risk invariant or the replay requirement. The review design should diversify information sources before it diversifies model names. 089ca5d926774265429522cb3962701841d1f04eca47e796f8db275ab98cdff9 chapters/chapter08.tex ["W079", "W109"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0109","kind":"cited_passage","label":"Studies of human interaction with AI review recommendations (\\autocite{W083}, \\autocite{W088}, \\autocite{W091}) explore this question in different settings. The","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Studies of human interaction with AI review recommendations (\autocite{W083}, \autocite{W088}, \autocite{W091}) explore this question in different settings. The 119 119 Studies of human interaction with AI review recommendations (\autocite{W083}, \autocite{W088}, \autocite{W091}) explore this question in different settings. The current draft does not assign them numerical effects without manuscript-level checks. A reviewer may be influenced by a confident explanation, a green badge or an apparently precise severity score. None of those cues establishes that the finding is correct. cbabc166cf047e53c95e786e32a967023e8911d61519e7b10ee205c898dc5a9c chapters/chapter08.tex ["W083", "W088", "W091"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0110","kind":"cited_passage","label":"Research on review allocation \\autocite{W093}, intent-aware code critique \\autocite{W099} and review quality \\autocite{W104} supplies relevant context. The chap","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Research on review allocation \autocite{W093}, intent-aware code critique \autocite{W099} and review quality \autocite{W104} supplies relevant context. The chap 133 133 Research on review allocation \autocite{W093}, intent-aware code critique \autocite{W099} and review quality \autocite{W104} supplies relevant context. The chapter\textquotesingle s proposed decision table routes low-risk, well-tested changes to streamlined review; policy-sensitive or security-relevant changes require specialized reviewers and explicit acceptance evidence. A patch with missing intention authority cannot become low-risk simply because it is small. 12d5fa232d8363f786a0145b6518628b8df4647c06195a751860bfd8c293b977 chapters/chapter08.tex ["W093", "W099", "W104"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0111","kind":"cited_passage","label":"\\noindent\\textbf{When ``read the draft'' meets review capacity.} In 2025 Osmani urged engineers to read AI-generated code as a draft, reasoning that inspection ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \noindent\textbf{When ``read the draft'' meets review capacity.} In 2025 Osmani urged engineers to read AI-generated code as a draft, reasoning that inspection 147 147 \noindent\textbf{When ``read the draft'' meets review capacity.} In 2025 Osmani urged engineers to read AI-generated code as a draft, reasoning that inspection preserves understanding and prevents plausible mistakes from entering production \osmanicite{O023}. His September 2026 essay \emph{The Code Nobody Reads} instead explores a future where exhaustive line-by-line human reading cannot scale and lower-risk changes pass through stronger automated checks \osmanicite{O001}. The two positions expose a real design question, not a blanket rule to abolish review: what assurance must be retained when human attention becomes selective? 4666e4f7acb48e5dbf99eac7e87b8efa7cff84b0cf75342e8c080aef4ef6960e chapters/chapter08.tex ["O001", "O023"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0112","kind":"cited_passage","label":"Research on review outcomes \\autocite{W107} and maintainer rejection of benchmark-passing patches \\autocite{W111} motivates separating technical plausibility fr","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Research on review outcomes \autocite{W107} and maintainer rejection of benchmark-passing patches \autocite{W111} motivates separating technical plausibility fr 156 156 Research on review outcomes \autocite{W107} and maintainer rejection of benchmark-passing patches \autocite{W111} motivates separating technical plausibility from integration acceptance. \autocite{W105} provides a contrasting view of review tooling, but its detailed findings remain pending verification. The approval-service dossier includes the INT-001 and INT-002 contracts, the architecture decision, the patch hash, independent test results, the reviewer\textquotesingle s disposition of findings and an explicit acceptance field. Because the laboratory has no real policy-owner signature, its final state remains \textquotesingle ready for review\textquotesingle, not production accepted. bcee231e8399b33764c07f7595ed6e6cfa81912c6dcbeacedbaddafc7f4da354 chapters/chapter08.tex ["W105", "W107", "W111"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0113","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/20_Figure_8_1_Architect.jpg}\n\\caption{A reviewer can fix code or regress it","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/20_Figure_8_1_Architect.jpg} \caption{A reviewer can fix code or regress it 37 33 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/20_Figure_8_1_Architect.jpg} \caption{A reviewer can fix code or regress it. Reported figures of W102, original Figure 1; \workref{W102}. Published paired task counts; conditions restricted to complete-case LiveCodeBench problems, not repository change reviews.} \label{fig:ch08-research-1} \end{figure} 795780627019de574cfcbf4feb66d1d703f7f1405a9c48e28f9261ad3e86b0d6 figures/source_redraws/figure_ch08_01.tex ["W102"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0114","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/21_Figure_8_2_Architect.jpg}\n\\caption{More review spending can improve or w","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/21_Figure_8_2_Architect.jpg} \caption{More review spending can improve or w 36 32 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/21_Figure_8_2_Architect.jpg} \caption{More review spending can improve or worsen correctness. Reported figures of W102, original Figure 2; \workref{W102}. Published task-level means transformed to compact approximate coordinates; excludes confidence intervals and deployment costs.} \label{fig:ch08-research-2} \end{figure} 533704150ddc61e00b42b165e4f99fe52228ac4856c0a012ca79afd382cd1da0 figures/source_redraws/figure_ch08_02.tex ["W102"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0115","kind":"cited_passage","label":"Xia and colleagues classified approximately 58\\% of observed work as comprehension, including activity outside the editor. Chapter~\\ref{chap:01} uses the author","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Xia and colleagues classified approximately 58\% of observed work as comprehension, including activity outside the editor. Chapter~\ref{chap:01} uses the author 15 15 Xia and colleagues classified approximately 58\% of observed work as comprehension, including activity outside the editor. Chapter~\ref{chap:01} uses the author-hosted manuscript\textquotesingle s 79 developers and 3,244 hours. The publication record uses 78 and 3,148, a version discrepancy retained in Appendix~\ref{app:methodology}; those populations should not be silently interchanged. The durable lesson is the breadth of comprehension work, not a universal time ratio or an estimate of agent savings. \autocite{W170} cd50635b07fc8c90e6d7407c65b6f9be8f2356029399e54ef5b1bc7bdb1c56f9 chapters/chapter09.tex ["W170"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0116","kind":"cited_passage","label":"\\noindent\\textbf{A brownfield permission map.} Osmani proposes green, yellow and red zones for mature repositories, assigned by people according to coverage, is","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \noindent\textbf{A brownfield permission map.} Osmani proposes green, yellow and red zones for mature repositories, assigned by people according to coverage, is 25 25 \noindent\textbf{A brownfield permission map.} Osmani proposes green, yellow and red zones for mature repositories, assigned by people according to coverage, isolation, institutional knowledge and potential consequences \osmanicite{O002}. The labels are useful as a provisional routing shorthand, not a numerical prediction of defect probability: 1c9026541cb12065cd50cc8cb7a4ecd9bf23a66a1625d9c8eaea76e3b7ce6931 chapters/chapter09.tex ["O002"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0117","kind":"cited_passage","label":"Engineers maintain mental models of responsibilities, data flow, exceptional behavior and design rationale. LaToza, Venolia and DeLine\\textquotesingle s explora","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Engineers maintain mental models of responsibilities, data flow, exceptional behavior and design rationale. LaToza, Venolia and DeLine\textquotesingle s explora 45 45 Engineers maintain mental models of responsibilities, data flow, exceptional behavior and design rationale. LaToza, Venolia and DeLine\textquotesingle s exploratory surveys and interviews describe the effort involved in recovering that knowledge within one corporation. Their self-selected observations motivate a design problem, rather than establish an effect of AI-mediated memory. \autocite{W186} 9f3e239d531f90f78b8785602763f291d20aafe8795e24452a028948dca7ad79 chapters/chapter09.tex ["W186"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0118","kind":"cited_passage","label":"Ownership research uses contribution patterns as proxies for expertise and relates them to quality outcomes. Bird and colleagues found such associations in two ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Ownership research uses contribution patterns as proxies for expertise and relates them to quality outcomes. Bird and colleagues found such associations in two 53 53 Ownership research uses contribution patterns as proxies for expertise and relates them to quality outcomes. Bird and colleagues found such associations in two Microsoft products; the study does not prove that changing ownership causally reduces defects. Wheeler\textquotesingle s argument that AI weakens authorship-based proxies is a separate conceptual claim. Together they invite scrutiny of the proxy, rather than a presumption that generated code is defective. \autocite{W182,W189} 8fbb2bc8c191e3b51082fb16413686c00cf2f076da1e4683c2d3d979ed40d4d8 chapters/chapter09.tex ["W182", "W189"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0119","kind":"cited_passage","label":"A coding agent sees only the context it retrieves. Source files can be current while design notes are stale; tests may encode defects; summaries may omit author","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A coding agent sees only the context it retrieves. Source files can be current while design notes are stale; tests may encode defects; summaries may omit author 61 61 A coding agent sees only the context it retrieves. Source files can be current while design notes are stale; tests may encode defects; summaries may omit authorization. The studies of contextual and conceptual pitfalls mapped to W155 and W158 motivate careful selection, without establishing a universal context recipe. More retrieved material is not necessarily more useful evidence. \autocite{W155,W158} 326ee49d80d4c7ffdfbc38ff0aadbe314a2e77d7d1dea450094cfc08d7fb6e79 chapters/chapter09.tex ["W155", "W158"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0120","kind":"cited_passage","label":"An agent trace showing that nineteen tests passed is an episodic fact. It cannot prove that those tests cover the correct intention. A semantic card saying \\tex","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage An agent trace showing that nineteen tests passed is an episodic fact. It cannot prove that those tests cover the correct intention. A semantic card saying \tex 80 80 An agent trace showing that nineteen tests passed is an episodic fact. It cannot prove that those tests cover the correct intention. A semantic card saying \textquotesingle Treasury ceiling €3,000\textquotesingle{} is incomplete without its effective policy version. An intention contract has stronger authority about desired behavior, but it may not describe every implementation dependency. The memory mechanisms mapped to \autocite{W157}, \autocite{W159} and \autocite{W160} explore different representations and retrieval methods. \autocite{W157} is ClawVM, published at EuroMLSys 2026, DOI 10.1145/3805621.3807648, pp.~1--12, rather than merely an undated bibliography entry. It proposes harness-managed typed memory pages and validated writeback; its evaluation includes synthetic workloads, twelve real-session traces and adversarial tests. Those results concern state preservation under the authors\textquotesingle{} fault model, not demonstrated improvements in a software maintainer\textquotesingle s understanding. The empirical transfer of these mechanisms to brownfield comprehension remains to be established. b6260e0d9117aff907d58208849be2ea9aa41fe869be31901863e639e1ad9c92 chapters/chapter09.tex ["W157", "W159", "W160"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0121","kind":"cited_passage","label":"We therefore propose explicit memory states: CURRENT, SUPERSEDED, STALE\\_BY\\_INTENT\\_DELTA, DISPUTED and UNKNOWN. Each record includes source, revision, validit","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage We therefore propose explicit memory states: CURRENT, SUPERSEDED, STALE\_BY\_INTENT\_DELTA, DISPUTED and UNKNOWN. Each record includes source, revision, validit 94 94 We therefore propose explicit memory states: CURRENT, SUPERSEDED, STALE\_BY\_INTENT\_DELTA, DISPUTED and UNKNOWN. Each record includes source, revision, validity scope, invalidation triggers and an accountable owner. These states are methodological proposals, not terminology empirically validated by \autocite{W157} or \autocite{W168}. 6b5d2336d1e69c944ec2f13674050a07b127765b90acd5a3e050ac0cbdf3a35e chapters/chapter09.tex ["W157", "W168"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0122","kind":"cited_passage","label":"\\noindent\\textbf{Renew context before reusing it.} Osmani treats context as an engineered selection of repository facts and constraints \\osmanicite{O031}, shows","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \noindent\textbf{Renew context before reusing it.} Osmani treats context as an engineered selection of repository facts and constraints \osmanicite{O031}, shows 104 104 \noindent\textbf{Renew context before reusing it.} Osmani treats context as an engineered selection of repository facts and constraints \osmanicite{O031}, shows why long-running agents need durable handoff checkpoints \osmanicite{O013}, and recommends periodic audits of agent instruction files \osmanicite{O004}. Their practical synthesis for the approval service is a short renewal protocol. Before a new run, identify the context file's \emph{owner}, cite the source for each non-obvious invariant, record its \emph{intent revision and validity scope}, declare an \emph{expiry or invalidation trigger}, and keep procedural hints separate from tool permissions. Delete redundant instructions, quarantine retrieved text as data, and restart with an independently refreshed acceptance bundle when a material premise changes. 0cb6dce9ba10fc57ecd980481442634f4b7953feb28f6e4b74a7c6694b830fc7 chapters/chapter09.tex ["O004", "O013", "O031"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0123","kind":"cited_passage","label":"Anokhin and colleagues\\textquotesingle{} AriGraph combines semantic relations and episodic observations for agents. Its evaluated environments differ from softw","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Anokhin and colleagues\textquotesingle{} AriGraph combines semantic relations and episodic observations for agents. Its evaluated environments differ from softw 113 113 Anokhin and colleagues\textquotesingle{} AriGraph combines semantic relations and episodic observations for agents. Its evaluated environments differ from software maintenance, so it offers a representation mechanism rather than direct validation of this chapter\textquotesingle s handoff design. The IJCAI version and inspected locations are recorded in Appendix~\ref{app:methodology}. Our software graph still requires task-specific evaluation. \autocite{W160} 456bc1f5d871ddef51a9f8dac6db070d1cfb9fbd1975f6902068396b4238de7c chapters/chapter09.tex ["W160"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0124","kind":"cited_passage","label":"Turnover exposes missing rationale: a repository may build while a successor cannot explain an exception or assess its removal. Mockus\\textquotesingle{} histori","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Turnover exposes missing rationale: a repository may build while a successor cannot explain an exception or assess its removal. Mockus\textquotesingle{} histori 125 125 Turnover exposes missing rationale: a repository may build while a successor cannot explain an exception or assess its removal. Mockus\textquotesingle{} historical succession study and Rigby and colleagues\textquotesingle{} file-based knowledge-loss analysis examine aspects of this problem. Their observational associations and repository-derived proxies do not estimate AI-assisted handover benefits. Appendix~\ref{app:methodology} preserves their distinct samples, numerical checks and remaining limitations. \autocite{W185,W173} 36d04797717442f997b52793f5a0cefb2ad8addec35999c4c475260bf6ccb7ee chapters/chapter09.tex ["W173", "W185"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0125","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/22_Figure_9_1_Architect.jpg}\n\\caption{Episodic and semantic memory answer d","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/22_Figure_9_1_Architect.jpg} \caption{Episodic and semantic memory answer d 32 28 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/22_Figure_9_1_Architect.jpg} \caption{Episodic and semantic memory answer different questions. Conceptual redraw of W160, original Figure 2; \workref{W160}. A software-engineering adaptation of AriGraph’s world-model architecture; AriGraph itself was evaluated on text games. Software memory additionally needs contract version and invalidation status.} \label{fig:ch09-research-1} \end{figure} 9ac8c5841634ff7bf7aa22128e676eaac2538ef48263998ca4529e1168b02631 figures/source_redraws/figure_ch09_01.tex ["W160"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0126","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/23_Figure_9_2_Architect.jpg}\n\\caption{Memory must survive compaction and re","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/23_Figure_9_2_Architect.jpg} \caption{Memory must survive compaction and re 32 28 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/23_Figure_9_2_Architect.jpg} \caption{Memory must survive compaction and reset by harness policy. Conceptual redraw of W157, original Figure 1; \workref{W157}. Compresses the paper’s typed pages, compaction boundary and validated journal; no performance claims. State integrity is a harness obligation, not a prompt request.} \label{fig:ch09-research-2} \end{figure} b39e6cd968ede8b60da7aa258349c2e9528c3d9b94b94d6b8dd006e3a14f5daf figures/source_redraws/figure_ch09_02.tex ["W157"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0127","kind":"cited_passage","label":"Shen and Tamkin's main randomized study enrolled 52 Python-experienced participants unfamiliar with Trio, 26 per condition. After two tasks and up to 35 minutes","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Shen and Tamkin's main randomized study enrolled 52 Python-experienced participants unfamiliar with Trio, 26 per condition. After two tasks and up to 35 minutes 15 15 Shen and Tamkin's main randomized study enrolled 52 Python-experienced participants unfamiliar with Trio, 26 per condition. After two tasks and up to 35 minutes of work, participants completed an unaided 14-question assessment. The authors report lower immediate comprehension with AI assistance (Cohen's $d=0.738$, $p=0.010$), without a statistically significant average improvement in task time. This is an immediate assessment, not a week- or month-later retention result. The source's percentage summary has an unresolved normalization inconsistency, recorded in Appendix~\ref{app:methodology}, \S\ref{app:commentary-ch10}; the chapter does not turn it into a precise loss-of-skill rate. \autocite{W118} 82b05b17064d48848cb5f18c6a3e3f8367b1ab24c43f8c4ed626dbb999e25116 chapters/chapter10.tex ["W118"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0128","kind":"cited_passage","label":"Ahmad's qualitative study analyzed 621 reflective diaries from 207 students over eight weeks. It describes black-box acceptance, context mismatch, dependency-in","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Ahmad's qualitative study analyzed 621 reflective diaries from 207 students over eight weeks. It describes black-box acceptance, context mismatch, dependency-in 28 28 Ahmad's qualitative study analyzed 621 reflective diaries from 207 students over eight weeks. It describes black-box acceptance, context mismatch, dependency-induced atrophy and verification bypass, alongside a contrasting use of AI as a comprehension scaffold. These are recurring experiences in an undergraduate project, not an eight-week controlled retention test or measured industrial defect rates. \autocite{W154} 3c6c5cf7271468d5232081c61b570f85b3f043034017ff998b82b821ae71cfd5 chapters/chapter10.tex ["W154"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0129","kind":"cited_passage","label":"Anderson and colleagues examine changes to unfamiliar code using architecture sketches and explanations as well as task completion. That small study motivates a","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Anderson and colleagues examine changes to unfamiliar code using architecture sketches and explanations as well as task completion. That small study motivates a 30 30 Anderson and colleagues examine changes to unfamiliar code using architecture sketches and explanations as well as task completion. That small study motivates assessing the mental model behind a patch; it does not establish its future maintenance consequences. The source's method and verification boundaries remain in Appendix~B. \autocite{W155} 0904e392b12311e8becf75cae3c4b2ceadf0991857091d38e383a83c3cd6a47a chapters/chapter10.tex ["W155"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0130","kind":"cited_passage","label":"Zi and colleagues studied 32 introductory-programming students across 160 task instances. The reported 32.5\\% success rate concerns their generated-code \\emph{c","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Zi and colleagues studied 32 introductory-programming students across 160 task instances. The reported 32.5\% success rate concerns their generated-code \emph{c 44 44 Zi and colleagues studied 32 introductory-programming students across 160 task instances. The reported 32.5\% success rate concerns their generated-code \emph{comprehension task}; it is not a defect rate in generated programs. The authors describe difficulties involving Python familiarity, language comprehension and automation bias. The population and tasks limit transfer to experienced maintainers. \autocite{W113} 2e0bc5b8b0a5a6c6eb662318ff4e3936e231189f6ad2adbf0b982ba340b06820 chapters/chapter10.tex ["W113"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0131","kind":"cited_passage","label":"Related work on novice contributions and attention to security motivates reviewing generated assertions before delegating cross-module changes; their uncomplete","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Related work on novice contributions and attention to security motivates reviewing generated assertions before delegating cross-module changes; their uncomplete 48 48 Related work on novice contributions and attention to security motivates reviewing generated assertions before delegating cross-module changes; their uncompleted primary-method audits do not justify numerical learning claims here. \autocite{W112,W067} Increase delegated responsibility with demonstrated judgment rather than job title or prompt count. 0607372020acfa8cb578318797c478d3d1a5192e87e573f76bcc22db58bcf3af chapters/chapter10.tex ["W067", "W112"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0132","kind":"cited_passage","label":"Lower perceived effort, eye-fixation measures or physiological signals are not interchangeable with later unaided performance. The biometric and offloading sour","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Lower perceived effort, eye-fixation measures or physiological signals are not interchangeable with later unaided performance. The biometric and offloading sour 55 55 Lower perceived effort, eye-fixation measures or physiological signals are not interchangeable with later unaided performance. The biometric and offloading sources in the catalogue do not yet support a fully audited physiological effect here. \autocite{W116,W117} Work on essay writing is an adjacent comparison, not direct evidence of coding-skill loss. \autocite{W121} bb215d8fd99ae91672d74d73a91908628e366635a49ebf24520d371385d8173b chapters/chapter10.tex ["W116", "W117", "W121"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0133","kind":"cited_passage","label":"Kara and colleagues' LACY system combines expert-curated tours with AI-generated explanations. Its industry co-design involved a legacy finance system exceeding","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Kara and colleagues' LACY system combines expert-curated tours with AI-generated explanations. Its industry co-design involved a legacy finance system exceeding 66 66 Kara and colleagues' LACY system combines expert-curated tours with AI-generated explanations. Its industry co-design involved a legacy finance system exceeding 30,000 lines; reported quiz scores were 83\% for expert-guided tours and 57\% for AI-only tours. This is an immediate study outcome, not demonstrated retention months later. The intervention combines generation, curation and a reusable code-anchored narrative, rather than merely comparing the presence or absence of AI. \autocite{W156} 6e7f5be290371970ebcb52d82928783b725d5f0b85aa401cb9dee0fc20764582 chapters/chapter10.tex ["W156"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0134","kind":"cited_passage","label":"Onboarding also has social and procedural dimensions. Ju and colleagues' Microsoft study combines interviews with newly assigned developers and managers with fo","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Onboarding also has social and procedural dimensions. Ju and colleagues' Microsoft study combines interviews with newly assigned developers and managers with fo 70 70 Onboarding also has social and procedural dimensions. Ju and colleagues' Microsoft study combines interviews with newly assigned developers and managers with follow-up surveys. Its exploratory mixed-method design motivates attention to ownership and access to help; it does not identify an AI-mentoring treatment effect. \autocite{W163} dca79a53b2a7f94f4bb2e0f4ee8ea35e31d6cbff9bb86cb9e112ef06fb19703d chapters/chapter10.tex ["W163"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0135","kind":"cited_passage","label":"Historical work on developer fluency, ramp-up and distributed development motivates a staged view, not a universal time-to-productivity curve. Its remaining pri","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Historical work on developer fluency, ramp-up and distributed development motivates a staged view, not a universal time-to-productivity curve. Its remaining pri 81 81 Historical work on developer fluency, ramp-up and distributed development motivates a staged view, not a universal time-to-productivity curve. Its remaining primary-source checks are recorded in Appendix~B. \autocite{W184,W178,W187} A local progression moves from explaining current behavior to repairing a bounded defect, reviewing another candidate, introducing a versioned rule and diagnosing an unseen failure. Each step provides a different opportunity to observe independent judgment. b77cc4af77e5e6b8ccda0635e0a4d467c822e4ef4c029688a969ad80634b9d62 chapters/chapter10.tex ["W178", "W184", "W187"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0136","kind":"cited_passage","label":"Routine tasks can be both production work and occasions for supervised practice. Removing them changes the opportunities through which novices become independen","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Routine tasks can be both production work and occasions for supervised practice. Removing them changes the opportunities through which novices become independen 88 88 Routine tasks can be both production work and occasions for supervised practice. Removing them changes the opportunities through which novices become independent, even when immediate output improves. The apprenticeship model offers a theoretical way to frame that trade-off; Chapter~\ref{chap:12} examines its economic assumptions. It does not establish a staffing rule or forecast this team\textquotesingle s skill supply. \autocite{W119} ca0a7cf98fb663d2481f9c18bff8694efca0c268e820b8f648d0a3535a3df146 chapters/chapter10.tex ["W119"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0137","kind":"cited_passage","label":"\\autocite{W162} maps the designs of 95 code-comprehension experiments published from 1979 to 2019: the corpus predates present-day agentic coding and is a syste","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \autocite{W162} maps the designs of 95 code-comprehension experiments published from 1979 to 2019: the corpus predates present-day agentic coding and is a syste 109 109 \autocite{W162} maps the designs of 95 code-comprehension experiments published from 1979 to 2019: the corpus predates present-day agentic coding and is a systematic mapping, not a controlled benchmark of coding agents. Its ACM Computing Surveys version of record is volume~56, issue~4 (2024), article~106. A \emph{September 2026 corrigendum} \autocite{W162Corrigendum2026} documents a misordering that caused primary-study identifiers S1--S95 in the article and tables to disagree with the study reference list and replication package; a reanalysis must use the corrected mapping. \autocite{W170} observes professional activity but is not an intervention study. \autocite{W114} explores physiological correlates; its original full text still needs inspection, and those signals cannot substitute for demonstrated reasoning. af8a2b5aeb711f15f890feb0147b26272f81961bf15a74117c5a114b96c2c1ab chapters/chapter10.tex ["W114", "W162", "W162Corrigendum2026", "W170"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":["C:C10"],"authors":"","category":"provenance","collection":null,"historical_v12_actual":[],"historical_v12_mapped":[],"historical_v12_printed":false,"id":"BIB:W162Corrigendum2026","kind":"auxiliary_bibliography","label":"Corrigendum: 40 Years of Designing Code Comprehension Experiments: A Systematic Mapping Study","limitation":"","mapped":["C:C10"],"printed":true,"streams":[],"summary":"","topics":[],"url":"https://doi.org/10.1145/3838282","volumes":[],"year":""} AUX auxiliary_bibliography Corrigendum: 40 Years of Designing Code Comprehension Experiments: A Systematic Mapping Study ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true W162Corrigendum2026 https://doi.org/10.1145/3838282 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0138","kind":"cited_passage","label":"\\noindent\\textbf{Keep the reasoning repetitions.} Osmani's account of skill decay \\osmanicite{O003} argues that fast autonomous implementation can displace the ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \noindent\textbf{Keep the reasoning repetitions.} Osmani's account of skill decay \osmanicite{O003} argues that fast autonomous implementation can displace the 122 122 \noindent\textbf{Keep the reasoning repetitions.} Osmani's account of skill decay \osmanicite{O003} argues that fast autonomous implementation can displace the practice through which developers learn to predict, debug and explain systems. His ``80\% problem'' \osmanicite{O017} describes an evolving work mix; it is not evidence that a developer loses 80\% of competence. Translate the concern into observable learning behavior rather than a second, unvalidated score: before delegating, write a prediction for one boundary case; after execution, inspect a failure or risky diff; explain the relevant invariant without reading the agent's summary; and attempt an unseen related change without assistance at the scheduled Day-14 follow-up. a0432fe192e00964f80382efa553f02e655249f42db8237682530ee2395316d9 chapters/chapter10.tex ["O003", "O017"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0139","kind":"cited_passage","label":"There is a competing hypothesis. In Orosz's moderated discussion, Kent Beck argues that assistance can amplify learning \\oroszcite{P123}. This is an experienced","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage There is a competing hypothesis. In Orosz's moderated discussion, Kent Beck argues that assistance can amplify learning \oroszcite{P123}. This is an experienced 128 128 There is a competing hypothesis. In Orosz's moderated discussion, Kent Beck argues that assistance can amplify learning \oroszcite{P123}. This is an experienced practitioner's expectation, not a measured retention effect. Set it beside Osmani's concern: assistance might sustain prediction, explanation and experimentation, or substitute for those activities. The study should permit improvement, deterioration or no detectable difference rather than presuppose decay. 1986682b3932151aeef181f524cd73a3d26172c94878b01c5d85567b133e1bed chapters/chapter10.tex ["P123"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0140","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/24_Figure_10_1_Architect.jpg}\n\\caption{Reusable expert-curated code tours s","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/24_Figure_10_1_Architect.jpg} \caption{Reusable expert-curated code tours s 31 27 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/24_Figure_10_1_Architect.jpg} \caption{Reusable expert-curated code tours support onboarding. Conceptual redraw of W156, original Figure 1; \workref{W156}. Source compares expert/learner views of one-to-one mentoring and the LACY tool; this simplifies the workflow. Expert curation is the distinguishing step; exploratory AI tours are less authoritative.} \label{fig:ch10-research-1} \end{figure} b4909ff8da477c87fa6a59f57212d7807788c760b545bdad81ab9fdba8cbf883 figures/source_redraws/figure_ch10_01.tex ["W156"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0141","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/25_Figure_10_2_Architect.jpg}\n\\caption{Task completion and immediate compre","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/25_Figure_10_2_Architect.jpg} \caption{Task completion and immediate compre 30 26 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/25_Figure_10_2_Architect.jpg} \caption{Task completion and immediate comprehension are separate outcomes. Qualitative redraw of W118, original Figure 1; \workref{W118}. The source reports lower immediate quiz scores with AI assistance; its percentage normalization is unresolved (Appendix~\ref{app:methodology}, \S\ref{app:commentary-ch10}). Usage-pattern comparisons are exploratory, and delayed retention was not measured.} \label{fig:ch10-research-2} \end{figure} 36c6f8ee913ac6d8776162bbe659370c1dac6f0f0d0cf9f7b8ea335242b78e27 figures/source_redraws/figure_ch10_02.tex ["W118"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0142","kind":"cited_passage","label":"A field measurement should distinguish the arrival process from service capacity and downstream outcomes. The queueing example is deliberately deterministic, bu","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A field measurement should distinguish the arrival process from service capacity and downstream outcomes. The queueing example is deliberately deterministic, bu 15 15 A field measurement should distinguish the arrival process from service capacity and downstream outcomes. The queueing example is deliberately deterministic, but a real team must also record task mix and variance: policy-sensitive changes may take longer to review than documentation. It should retain all candidate attempts, including those withdrawn before review, so an increase in generation cannot masquerade as an improvement in acceptance. Afroz et al.~\autocite{W094} report an estimated 519.86 additional pull requests per week across 294 sampled repositories relative to their Bayesian structural-time-series counterfactual, approximately 27,032 over 52 weeks. Their Table II also reports an estimated 1.06\% decline in aggregate PR merge ratio and an 18.18\% decline for one-time contributors. The intervention is a calendar-period proxy for the AI surge, not randomized assignment of an AI tool. It is a warning about plausible capacity pressure, not proof that AI caused every observed change. 3973a83df89380beadaa1360ae5c2d50429acfc0cb5bd6890a8c730ac6ad469d chapters/chapter11.tex ["W094"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0143","kind":"cited_passage","label":"The important distinction is between arrivals and accepted outcomes. Chapter~\\ref{chap:02} examines how production-stage measurements can diverge; the open-sour","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The important distinction is between arrivals and accepted outcomes. Chapter~\ref{chap:02} examines how production-stage measurements can diverge; the open-sour 21 21 The important distinction is between arrivals and accepted outcomes. Chapter~\ref{chap:02} examines how production-stage measurements can diverge; the open-source observations here suggest a capacity question for a team to test, rather than a private-company forecast. \autocite{W010,W094} 23031e15c0dcb9ea0ace76cb5281fdfeb6724d1224524eb3d413d87f58045d5a chapters/chapter11.tex ["W010", "W094"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0144","kind":"cited_passage","label":"The queue identifies pressure, not which work may safely disappear. Nicole Forsgren and Abi Noda's guidance, excerpted alongside Orosz's interview in \\emph{Fric","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The queue identifies pressure, not which work may safely disappear. Nicole Forsgren and Abi Noda's guidance, excerpted alongside Orosz's interview in \emph{Fric 36 24 The queue identifies pressure, not which work may safely disappear. Nicole Forsgren and Abi Noda's guidance, excerpted alongside Orosz's interview in \emph{Frictionless}, motivates making workflow friction visible \oroszcite{P078}. For this service, classify the purpose of a delay before optimizing it: \begin{center} \footnotesize \begin{tabularx}{\linewidth}{@{}>{\RaggedRight\arraybackslash}X>{\RaggedRight\arraybackslash}X>{\RaggedRight\arraybackslash}X@{}} \toprule \textbf{Delay and purpose} & \textbf{Owner / proposed change} & \textbf{Check} \\ \midrule Repeated environment setup; avoidable preparation & Platform owner versions the setup procedure. & Setup effort and reproducibility; unchanged permission envelope. \\ Reviewer searches for missing provenance; assurance preparation & Tech lead prepares a versioned evidence packet. & Search time and missing evidence; independent checks retained. \\ Waiting for an INT-002 decision; unresolved authority & Policy owner resolves the scoped question. & Decision latency and traceable authorization; no inferred approval. \\ \bottomrule \end{tabularx} \end{center} 00616ad60c23ec73205ddfdf57f4b819f5f7bc1ae268633ee65ce2949516f59a chapters/chapter11.tex ["P078"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0145","kind":"cited_passage","label":"Hassan\\textquotesingle s agentic software-engineering roadmap \\autocite{W152} identifies coordination and architecture as open research problems, while Hoda\\tex","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Hassan\textquotesingle s agentic software-engineering roadmap \autocite{W152} identifies coordination and architecture as open research problems, while Hoda\tex 70 70 Hassan\textquotesingle s agentic software-engineering roadmap \autocite{W152} identifies coordination and architecture as open research problems, while Hoda\textquotesingle s work \autocite{W153} situates development within the social organization of software teams. These sources motivate a socio-technical account; neither proves that a seven-role chart is optimal. The proposed role model is a way to make implicit authority visible. f4b719ee98b243140ebaf9665a1bfbf4b18d3faa8301b8d82c6a4200af4e82dd chapters/chapter11.tex ["W152", "W153"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0146","kind":"cited_passage","label":"The original policy research is more nuanced than a simple percentage of projects permitting AI. Yang et al.~\\autocite{W147} intentionally sampled 67 visible go","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The original policy research is more nuanced than a simple percentage of projects permitting AI. Yang et al.~\autocite{W147} intentionally sampled 67 visible go 78 78 The original policy research is more nuanced than a simple percentage of projects permitting AI. Yang et al.~\autocite{W147} intentionally sampled 67 visible governance cases---58 repositories and nine communities---using screening followed by snowball expansion. Their July 2026 arXiv v2 identifies 14 prohibitionist, 40 boundary-and-accountability, and 13 quality-first cases. The proportions are 20.9\%, 59.7\% and 19.4\% within this purposively assembled corpus, not estimates for all open-source projects. Two coders report Cohen\textquotesingle s kappa of 0.742 for dominant orientation, with macro-average kappas of 0.745 for concerns and 0.840 for strategies. These reliability statistics are author-reported and cannot be reconstructed without the coder-level labels. {[}\autocite{W147}, PDF pp.~3--5, methodology and orientation results.{]} c53de7a2b8f2d874d56601a32bc2c74ebeabb3520783f9cee41f263846422609 chapters/chapter11.tex ["W147"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0147","kind":"cited_passage","label":"Hora et al.~\\autocite{W150} studied a different unit: 281 policy documents from popular projects, plus a separate longitudinal set of 92 dedicated policy files.","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Hora et al.~\autocite{W150} studied a different unit: 281 policy documents from popular projects, plus a separate longitudinal set of 92 dedicated policy files. 80 80 Hora et al.~\autocite{W150} studied a different unit: 281 policy documents from popular projects, plus a separate longitudinal set of 92 dedicated policy files. Their Table 1 reports 198 policies with some human-involvement guidance (70.5\%); the stricter category requiring a high level of human involvement is 67.3\%. Confusing these denominators changes the claim. Likewise, 150/281 (53.4\%) contain guidance on disclosure, but only 48.8\% make disclosure mandatory. The original manuscript labels itself submitted to ACM; it should not be cited as an accepted TOSEM article. {[}\autocite{W150}, PDF pp.~3, 7, 10--12, Tables 1--3.{]} 89341db454ec2b603d7732e1abeabe4355a2226dedb41acdfac339b5b6eae4fc chapters/chapter11.tex ["W150"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0148","kind":"cited_passage","label":"The difference between these studies matters. \\autocite{W147} describes the range of strategies projects use; \\autocite{W150} estimates how common selected prov","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The difference between these studies matters. \autocite{W147} describes the range of strategies projects use; \autocite{W150} estimates how common selected prov 87 87 The difference between these studies matters. \autocite{W147} describes the range of strategies projects use; \autocite{W150} estimates how common selected provisions are in its sampled policy files. Neither supplies a universal policy template or demonstrates that mandatory disclosure alone improves correctness. A written policy can change reviewer expectations without changing the quality of a generated patch. f4e0a16acd4dabc77cf832c5159238b74ceb7c18c187ba29e07c3f280378a6ab chapters/chapter11.tex ["W147", "W150"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0149","kind":"cited_passage","label":"Qiu and colleagues\\textquotesingle{} Blueprint First, Model Second \\autocite{W151} provides an architectural analogy for keeping deterministic orchestration sep","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Qiu and colleagues\textquotesingle{} Blueprint First, Model Second \autocite{W151} provides an architectural analogy for keeping deterministic orchestration sep 107 107 Qiu and colleagues\textquotesingle{} Blueprint First, Model Second \autocite{W151} provides an architectural analogy for keeping deterministic orchestration separate from model-generated substeps. Its evaluation is on the TravelPlanner benchmark, not enterprise brownfield engineering. Farrag \autocite{W011} proposes specification-driven governance but reports an illustrative, noncontrolled pilot. Neither paper experimentally validates this chapter\textquotesingle s gate profile. a675047cd94d2dfe34bf4b2f36d29ae37e57ad7c7c8b5021823df7e5c08259ef chapters/chapter11.tex ["W011", "W151"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0150","kind":"cited_passage","label":"Research on agentic pull-request rejection \\autocite{W071} motivates the need to understand integration failures. FlowGen\\textquotesingle s process-model experi","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Research on agentic pull-request rejection \autocite{W071} motivates the need to understand integration failures. FlowGen\textquotesingle s process-model experi 128 128 Research on agentic pull-request rejection \autocite{W071} motivates the need to understand integration failures. FlowGen\textquotesingle s process-model experiments \autocite{W148} concern code-generation benchmarks and should not be presented as evidence that a real team\textquotesingle s agile throughput improves under a particular agent orchestration scheme. The method must be tested against accepted changes, review time, regressions and deployment outcomes in the target environment. 39bdbac25c8f63aec2d048098758dcfc21265305592be833a2b46a1a6d2e7f33 chapters/chapter11.tex ["W071", "W148"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0151","kind":"cited_passage","label":"\\noindent\\textbf{Ownership of the outer loop.} Osmani uses the ``outer loop'' to distinguish setting goals, judging evidence and living with outcomes from the i","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \noindent\textbf{Ownership of the outer loop.} Osmani uses the ``outer loop'' to distinguish setting goals, judging evidence and living with outcomes from the i 154 154 \noindent\textbf{Ownership of the outer loop.} Osmani uses the ``outer loop'' to distinguish setting goals, judging evidence and living with outcomes from the inner loop of agent-generated actions \osmanicite{O009}. The book's existing roles turn that phrase into a decision-rights contract. The policy owner authorizes \emph{what} the service should do and why; the orchestrator constrains permitted actions and stopping; an independent checker reports evidence against the authorized contract; a maintainer accepts the scoped code change; and the release owner controls deployment and rollback. The same person may hold multiple human roles in a small team, but no agent may inherit a missing approval merely by coordinating the other agents. 18cda14cafe00f982a6590484c691b36f08c89fa20d1beaee71071cd2857a8c5 chapters/chapter11.tex ["O009"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0152","kind":"cited_passage","label":"The strongest counterpoint to a purely restrictive policy is that governance itself can shape participation. Chen, Zimmermann and Trinkenreich \\autocite{W149} e","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The strongest counterpoint to a purely restrictive policy is that governance itself can shape participation. Chen, Zimmermann and Trinkenreich \autocite{W149} e 167 167 The strongest counterpoint to a purely restrictive policy is that governance itself can shape participation. Chen, Zimmermann and Trinkenreich \autocite{W149} examine 29,624 repositories and identify 385 policy adopters, using propensity-score matching and difference-in-differences. Their Table II reports changes in review activity, AI-disclosure measures and static quality proxies. But a policy requiring disclosure can alter the measurement of AI use: the authors classify AI-assisted PRs partly from observable disclosure and carry forward AI status across subsequent PRs by the same author. The treatment can therefore influence the label used for an outcome. The manuscript also contains a tension between its stated four-week post-treatment eligibility window and eight-week main-effect window. These are reasons to treat the estimates as provisional until robustness checks using direct PR-level signals and harmonized observation windows are reproduced. {[}\autocite{W149}, PDF pp.~3--4, 7--9.{]} 8e5997c204eda6634924fdd58d15f42fcc14c20dca96fb06c4caca72b657fc0a chapters/chapter11.tex ["W149"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0153","kind":"cited_passage","label":"Afroz et al.~\\autocite{W094} describe the risk of overwhelming open-source maintainers with plausible low-quality submissions. Asdaque and colleagues \\autocite{","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Afroz et al.~\autocite{W094} describe the risk of overwhelming open-source maintainers with plausible low-quality submissions. Asdaque and colleagues \autocite{ 171 171 Afroz et al.~\autocite{W094} describe the risk of overwhelming open-source maintainers with plausible low-quality submissions. Asdaque and colleagues \autocite{W112} study novice AI-assisted contributions and report substantial review overhead in their sample; their exact task controls and numerical tables require full-text verification before the book generalizes their ratios. Xu and colleagues\textquotesingle{} newcomer-participation work \autocite{W058} offers an important counterweight: code complexity and participation are not mechanically linked, and the causal design must be read on its own terms rather than reduced to a slogan. e6160c2f1ef79d759495ce28fe864a3aa18e5bbef4c5b2b5fbe989d3f5759371 chapters/chapter11.tex ["W058", "W094", "W112"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0154","kind":"cited_passage","label":"Chapter 9 used historical turnover research (\\autocite{W185} and \\autocite{W173}) to motivate preserving rationale and examined why AI-generated authorship weak","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Chapter 9 used historical turnover research (\autocite{W185} and \autocite{W173}) to motivate preserving rationale and examined why AI-generated authorship weak 183 183 Chapter 9 used historical turnover research (\autocite{W185} and \autocite{W173}) to motivate preserving rationale and examined why AI-generated authorship weakens conventional knowledge proxies \autocite{W189}. Here we translate those concerns into a team policy. The system steward owns the dependency map and design rationale. The intent owner authorizes behavioral changes. The verification owner maintains independent oracles. The reviewer and release authority retain their decisions with source references. acb06e2954c9129c35ca272070d727a5fdc16292cf162dc3e2118b0793bb30df chapters/chapter11.tex ["W173", "W185", "W189"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0155","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/26_Figure_11_1_Architect.jpg}\n\\caption{AI policies combine multiple governa","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/26_Figure_11_1_Architect.jpg} \caption{AI policies combine multiple governa 37 33 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/26_Figure_11_1_Architect.jpg} \caption{AI policies combine multiple governance obligations. Reported subset + conceptual redraw of W150, original Figure 1; \workref{W150}. Source counts of three common intersections (35, 29, 26). Simplified policy-family labels; do not sum them as a sample total. Only selected frequent intersections are shown, not the complete distribution.} \label{fig:ch11-research-1} \end{figure} fd584bd6b87c0f9c53d39a08adfdd233d9431265b516e7b2a7a09c71748201b0 figures/source_redraws/figure_ch11_01.tex ["W150"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0156","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/27_Figure_11_2_Architect.jpg}\n\\caption{Policy permission is uneven across c","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/27_Figure_11_2_Architect.jpg} \caption{Policy permission is uneven across c 37 33 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/27_Figure_11_2_Architect.jpg} \caption{Policy permission is uneven across contribution channels. Reported figures of W150, original Figure 2; \workref{W150}. Published percentages from the policy corpus; the bars represent different question codings, not a shared outcome scale. The sampled policies do not recommend leaving channels ungoverned.} \label{fig:ch11-research-2} \end{figure} e627f51f52b6f97852646c0449ab79c2dd450ffb0670b7c496a80c89b32754b0 figures/source_redraws/figure_ch11_02.tex ["W150"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0157","kind":"cited_passage","label":"A cost identity is useful: total observed cost equals discovery plus execution plus verification plus review plus integration and operations plus measured rewor","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A cost identity is useful: total observed cost equals discovery plus execution plus verification plus review plus integration and operations plus measured rewor 19 19 A cost identity is useful: total observed cost equals discovery plus execution plus verification plus review plus integration and operations plus measured rework and learning investment. Expected loss from defects can be added as a separately modeled risk term, provided probabilities and severities are labeled as assumptions or estimates. This is an engineering interpretation of \workposs{W095} reliability-and-cost proposal and \workposs{W145} DORA ROI guidance; neither provides a validated universal formula. 7688c1826e877dc8282a1546b764d955d4e16ff445441a27d517450bce0463f7 chapters/chapter12.tex ["W095", "W145"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0158","kind":"cited_passage","label":"The production-stage differences examined in Chapter~\\ref{chap:02} make this economically consequential. Demirer, Musolff and Yang\\textquotesingle s observation","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The production-stage differences examined in Chapter~\ref{chap:02} make this economically consequential. Demirer, Musolff and Yang\textquotesingle s observation 45 45 The production-stage differences examined in Chapter~\ref{chap:02} make this economically consequential. Demirer, Musolff and Yang\textquotesingle s observational and structural analysis distinguishes coding activity from projects and releases; its estimates are not a forecast for this service. Use the endpoint relevant to the decision, and preserve the source-version limits in Appendix~\ref{app:methodology}. \autocite{W010} 4aa9e399df08e1ebf221c78d8703d13e60f1987a0e1356a8afb8f8ac05a5d2b1 chapters/chapter12.tex ["W010"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0159","kind":"cited_passage","label":"Quality research demands estimator-level scrutiny. Agarwal and colleagues \\autocite{W001} stratify agent adoption by prior IDE use: complexity rises 34.85\\% and","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Quality research demands estimator-level scrutiny. Agarwal and colleagues \autocite{W001} stratify agent adoption by prior IDE use: complexity rises 34.85\% and 47 47 Quality research demands estimator-level scrutiny. Agarwal and colleagues \autocite{W001} stratify agent adoption by prior IDE use: complexity rises 34.85\% and 42.87\% in two separate matched cohorts, not in a measured pooled 39\%-effect population. He and colleagues \autocite{W004} report preferred DiD warning and complexity effects of +30.26\% and +41.64\% in 806 Cursor adopters, but their Appendix Table~6 finds \emph{negative, non-significant} quality estimates under an alternative estimator. The two studies share part of their methodological lineage. Neither static warnings nor complexity establishes actual exploited defects, and such observational contrasts must not be pooled into a product-quality or safety guarantee. 444dd747881e746e3d6f1a92de3aa2fe9a8a8e3e5990bb67092c2ea8c3fa751c chapters/chapter12.tex ["W001", "W004"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0160","kind":"cited_passage","label":"Four modes are worth comparing: human-led execution, interactive pair assistance, a bounded agent producing a candidate for review, and a bounded agent followed","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Four modes are worth comparing: human-led execution, interactive pair assistance, a bounded agent producing a candidate for review, and a bounded agent followed 61 61 Four modes are worth comparing: human-led execution, interactive pair assistance, a bounded agent producing a candidate for review, and a bounded agent followed by an independent checker. Their costs differ in developer minutes, inference, verifier effort, review time and expected rework. Their acceptance probabilities can also differ, but those probabilities must come from a comparable local pilot or remain explicit scenario assumptions. \autocite{W095} motivates this decision structure; \autocite{W028} supplies adoption context, while \autocite{W017} is a cross-domain experiment and cannot be counted as direct evidence of programming productivity. d873b5240a816d4e403565e9c6b46564177cf324223fa37be5232df36db312f0 chapters/chapter12.tex ["W017", "W028", "W095"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0161","kind":"cited_passage","label":"Cui and colleagues\\textquotesingle{} field experiments provide evidence about task output under a particular coding-assistant rollout. Chapter~\\ref{chap:02} pre","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Cui and colleagues\textquotesingle{} field experiments provide evidence about task output under a particular coding-assistant rollout. Chapter~\ref{chap:02} pre 81 81 Cui and colleagues\textquotesingle{} field experiments provide evidence about task output under a particular coding-assistant rollout. Chapter~\ref{chap:02} presents the aggregate estimate and its uncertainty. A local economic model must additionally measure reviewer effort, released outcomes and maintenance obligations, rather than use the reported task gain as a lifetime-return multiplier. \autocite{W003} f06e8b0c4bc0fcc2096ff0eecf8c1c780e57f67d38c807f63540dcd6f3236881 chapters/chapter12.tex ["W003"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0162","kind":"cited_passage","label":"DORA\\textquotesingle s ROI guidance \\autocite{W145} is useful for structuring a business case, but scenario assumptions are not experimentally measured returns.","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage DORA\textquotesingle s ROI guidance \autocite{W145} is useful for structuring a business case, but scenario assumptions are not experimentally measured returns. 84 84 DORA\textquotesingle s ROI guidance \autocite{W145} is useful for structuring a business case, but scenario assumptions are not experimentally measured returns. METR\textquotesingle s 2026 survey \autocite{W020} provides an example of why value and speed cannot be equated: 349 retained convenience-sample respondents reported about 1.4--2-fold median value increases across differently worded questions but around threefold perceived task-speed improvement. Their answers describe subjective counterfactuals and future expectations, not measured releases or accepted business outcomes. McKinsey\textquotesingle s twentyfold \emph{potential} agent-factory illustration \autocite{W028} likewise is not a verified ROI or a probability of acceptance. A local evaluation should compare modes on homogeneous tasks, retain failures and abandonment, and record reviewer effort and follow-up rework. Randomization is preferable where practical; staged rollout and matched comparisons require stronger assumptions. e445a9f197dd27ce15fa492ee5b345c8d18c87864c354ccb761d72c0da8df720 chapters/chapter12.tex ["W020", "W028", "W145"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0163","kind":"cited_passage","label":"A build-versus-buy story is useful only after its scope is made explicit. Orosz's account of replacing his own small testimonials service describes a bounded pe","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A build-versus-buy story is useful only after its scope is made explicit. Orosz's account of replacing his own small testimonials service describes a bounded pe 91 91 A build-versus-buy story is useful only after its scope is made explicit. Orosz's account of replacing his own small testimonials service describes a bounded personal implementation, not the lifetime cost of operating an equivalent service \oroszcite{P084}. The approval service has obligations after its first patch: policy updates, independent verification, replay guarantees, monitoring and a responsible owner. Feature similarity alone does not price those obligations. 99c4a98e48e8ecac267e70814568af1a8c5df24513f4e0fe84ca1055168c008e chapters/chapter12.tex ["P084"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0164","kind":"cited_passage","label":"Simon Eskildsen's discussion of rough systems estimates, interviewed by Orosz, provides a complementary habit: challenge assumptions before accepting a benchmar","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Simon Eskildsen's discussion of rough systems estimates, interviewed by Orosz, provides a complementary habit: challenge assumptions before accepting a benchmar 105 93 Simon Eskildsen's discussion of rough systems estimates, interviewed by Orosz, provides a complementary habit: challenge assumptions before accepting a benchmark at face value \oroszcite{P111}. Transferred here as an author-proposed analogy, rough arithmetic helps identify what to measure. It does not turn an estimate into pilot data. \begin{center} \footnotesize \begin{tabularx}{\linewidth}{@{}>{\RaggedRight\arraybackslash}X>{\RaggedRight\arraybackslash}X@{}} \toprule \textbf{Worksheet field} & \textbf{Question before ranking modes} \\ \midrule Service obligation and owner & Do build, buy and assisted alternatives cover the same maintenance, policy and replay responsibilities? \\ Observed, assumed or unknown & For each input record its unit, source and window. A scenario coefficient remains assumed; missing follow-up remains unknown. \\ Bound and next measurement & Compare a rough effort/resource bound with the candidate estimate. Investigate the largest decision-sensitive gap rather than choosing the more attractive number. \\ \bottomrule \end{tabularx} \end{center} d72a17b1cdff2b28fbcbade0e3d14531ec0e62c3e11968b6ab57b810f725e1dc chapters/chapter12.tex ["P111"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0165","kind":"cited_passage","label":"Brynjolfsson, Chandar and Chen\\textquotesingle s Stanford Digital Economy Lab paper \\autocite{W125}, revised August 12, 2026, analyzes administrative payroll da","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Brynjolfsson, Chandar and Chen\textquotesingle s Stanford Digital Economy Lab paper \autocite{W125}, revised August 12, 2026, analyzes administrative payroll da 118 118 Brynjolfsson, Chandar and Chen\textquotesingle s Stanford Digital Economy Lab paper \autocite{W125}, revised August 12, 2026, analyzes administrative payroll data covering millions of US workers through June 2026. It reports no evidence of widespread economy-wide displacement, but finds that employment for workers aged 22--25 in AI-exposed occupations is approximately 19\% below the trajectory implied by less-exposed peers. This is a relative comparison under the authors\textquotesingle{} model, not a 19\% national employment decline or proof that AI alone caused the gap. Earlier versions had different estimates and observation windows. 0ad487d65adb2da05a036a48ee4fa3eac05067981d67e43b35764b685d6b2dfc chapters/chapter12.tex ["W125"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0166","kind":"cited_passage","label":"Other mapped research on firm adoption \\autocite{W123}, Norwegian outcomes \\autocite{W128} and Finland \\autocite{W129} uses different populations and outcome me","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Other mapped research on firm adoption \autocite{W123}, Norwegian outcomes \autocite{W128} and Finland \autocite{W129} uses different populations and outcome me 120 120 Other mapped research on firm adoption \autocite{W123}, Norwegian outcomes \autocite{W128} and Finland \autocite{W129} uses different populations and outcome measures. The primary ETLA Working Paper 135 examines Finnish earnings-registry and Labor Force Survey trends through September 2025, comparing the 22--25 and 26--30 age bands across occupational AI-exposure quantiles. Its Figures~3 and 7 show \emph{no persistent divergence} in youth employment by AI exposure, while Figure~8 finds no persistent exposure-based wage gaps. This is a geographically and temporally scoped null pattern, not proof of zero impacts or a randomized AI-adoption test. It is an important counterpoint to US hiring findings and cannot be averaged with job postings or AI-use surveys. \autocite{W129} ab303466065361292d68f4b55e434ac20015d56bf65ec321b57d23798afd1252 chapters/chapter12.tex ["W123", "W128", "W129"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0167","kind":"cited_passage","label":"The research literature must test alternative causes. Lambert and Schindler's June 2026 LSE Discussion Paper~2193 \\autocite{W131} links 243 million new hires an","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The research literature must test alternative causes. Lambert and Schindler's June 2026 LSE Discussion Paper~2193 \autocite{W131} links 243 million new hires an 132 132 The research literature must test alternative causes. Lambert and Schindler's June 2026 LSE Discussion Paper~2193 \autocite{W131} links 243 million new hires and 407 million job postings across the US, UK, Canada and Australia, 2017--2025. Separate exposure-gradient specifications associate two-standard-deviation increases in either generative-AI or work-from-home (WFH) exposure with about \textbf{five percentage points less junior hiring share} and \textbf{three points less low-experience vacancy share}. In jointly adjusted models, \emph{WFH remains predictive while the AI coefficient attenuates substantially and is often statistically insignificant} (abstract and specification discussion around printed pp.~12--13). Their continuous-exposure difference-in-differences requires an exposure-parallel-trends assumption; the result flags omitted-variable risk, not definitive proof that remote work caused all junior hiring change. Other job-posting counterpoints \autocite{W139,W140,W142} remain separate candidate explanations. 38e1110c1f320d4a4fb3fb22266bf331e513222cbb234b637fae13e5a55f0d8a chapters/chapter12.tex ["W131", "W139", "W140", "W142"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0168","kind":"cited_passage","label":"Garicano and Rayo model conditions under which apprenticeship remains viable as expertise and production technology change. The result is theoretical and depend","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Garicano and Rayo model conditions under which apprenticeship remains viable as expertise and production technology change. The result is theoretical and depend 142 142 Garicano and Rayo model conditions under which apprenticeship remains viable as expertise and production technology change. The result is theoretical and depends on the model\textquotesingle s assumptions, not a measured threshold for a team\textquotesingle s training budget. Appendix~\ref{app:methodology} distinguishes the related manuscript versions. The practical question is how to preserve the learning work on which later expertise depends. \autocite{W119} 301b79fa535c46f7b5a604fb0df9ac068fc47601954811a3932e1b9593882df7 chapters/chapter12.tex ["W119"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0169","kind":"cited_passage","label":"Ide \\autocite{W120} supplies a theoretical mechanism for learning-path disruption: automation can reduce novice--expert collaboration and future tacit knowledge","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Ide \autocite{W120} supplies a theoretical mechanism for learning-path disruption: automation can reduce novice--expert collaboration and future tacit knowledge 144 144 Ide \autocite{W120} supplies a theoretical mechanism for learning-path disruption: automation can reduce novice--expert collaboration and future tacit knowledge under specified equilibrium assumptions, with countervailing scale effects possible. A paper's theorem is not an estimated reduction in junior developer hiring. Humlum and Vestergaard \autocite{W136} instead use linked Danish adoption-survey and administrative outcomes; the March 2026 institutional working-paper revision reports small, precisely estimated short-run null wage and hours effects (the authors state effects above about two per cent can be excluded over the observed two-year period), alongside changes in task allocation. This audit inspected the March 13, 2026 RFBerlin original PDF beyond its abstract: the linked design samples approximately 25,000 workers at 7,000 workplaces in 11 exposed occupations; administrative outcomes run through December 2024. In Section 3, Equation (3) adds adopter-specific time trends and clusters standard errors at workplace--occupation level; Figure 5 reports that its dynamic earnings confidence intervals exclude changes larger than about 3\%, while the pooled specification in Figure 7(a) excludes larger than about 2\%. The two precision thresholds refer to \emph{different estimators}. Employer initiatives correlate with usage (approximately 41\% ever-use without initiatives versus 93\% with all three), which is descriptive and must not be read as randomized encouragement. The full coefficient tables and Statistics Denmark person-level microdata have \emph{not} been independently reconstructed here; the precision claims are verified as printed statements, not rerun regression results. 1fdea1dc6003c4dc230f530897e5a1b2673a4fe5896f9cc62937e34c53656bd0 chapters/chapter12.tex ["W120", "W136"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0170","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/28_Figure_12_1_Architect.jpg}\n\\caption{Coding activity can grow faster than","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/28_Figure_12_1_Architect.jpg} \caption{Coding activity can grow faster than 32 28 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/28_Figure_12_1_Architect.jpg} \caption{Coding activity can grow faster than production delivery. Conceptual redraw of W095, original Figure 1; \workref{W095}. Diagram retains the original throughput-paradox mechanism but intentionally excludes superseded numeric claims. The mechanism is logical attenuation, not an updated estimate from the later NBER working-paper revision.} \label{fig:ch12-research-1} \end{figure} 7f706e7ee70a27464352bc50ea77239adb580a12aacfd9efae16d7a89c4e4eb1 figures/source_redraws/figure_ch12_01.tex ["W095"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0171","kind":"cited_passage","label":"\\includegraphics[width=\\linewidth,height=.62\\textheight,keepaspectratio]{figures/jpg/29_Figure_12_2_Architect.jpg}\n\\caption{Knowledge transfer depends on novice","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/29_Figure_12_2_Architect.jpg} \caption{Knowledge transfer depends on novice 34 30 \includegraphics[width=\linewidth,height=.62\textheight,keepaspectratio]{figures/jpg/29_Figure_12_2_Architect.jpg} \caption{Knowledge transfer depends on novice exposure to experts. Conceptual redraw of W120, original Figure 1; \workref{W120}. Didactic sketch of the paper’s theoretical skill-distribution dynamics; not its original numerically specified density. The illustrative curves are not fitted labor data.} \label{fig:ch12-research-2} \end{figure} 240d192ff4d747531109d5abc717d6a2363b0892e9e66a6efbd7a995c7a985d0 figures/source_redraws/figure_ch12_02.tex ["W120"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0172","kind":"cited_passage","label":"The starting collection is \\emph{The SE \\& AI Annotated Bibliography}, curated by Alfonso Fuggetta, Damian Andrew Tamburri and Alessandro Margara at \\emph{Softw","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The starting collection is \emph{The SE \& AI Annotated Bibliography}, curated by Alfonso Fuggetta, Damian Andrew Tamburri and Alessandro Margara at \emph{Softw 15 15 The starting collection is \emph{The SE \& AI Annotated Bibliography}, curated by Alfonso Fuggetta, Damian Andrew Tamburri and Alessandro Margara at \emph{Software Engineering @ PoliMi}. Its 193 works, organized into nine thematic streams, provide a broad map of research about AI and software engineering. The collection, original classifications and annotations belong to its curators; the engineering argument and teaching case in this book are a separate synthesis. \autocite{SEPolimiAnnotated2026} 41ceb74278ea502d914a0353f8856972d6c3fb9ab64abb7dc0ead7a126aa1655 appendices/methodology.tex ["SEPolimiAnnotated2026"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"provenance","collection":null,"historical_v12_printed":false,"id":"BIB:SEPolimiAnnotated2026","kind":"auxiliary_bibliography","label":"The SE \\& AI Annotated Bibliography: 193 works on AI and software engineering, in nine streams","limitation":"","mapped":[],"printed":true,"streams":[],"summary":"","topics":[],"url":"https://www.sepolimi.com/p/se-ai-annotated-bibliography","volumes":[],"year":""} AUX auxiliary_bibliography The SE \& AI Annotated Bibliography: 193 works on AI and software engineering, in nine streams [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true SEPolimiAnnotated2026 https://www.sepolimi.com/p/se-ai-annotated-bibliography {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0173","kind":"cited_passage","label":"Three examples make the distinction concrete. An ambiguity score can direct attention to incomplete or conflicting statements, but the scoring dimensions, aggre","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} CHANGED_OR_NEW CLAIM cited_passage Three examples make the distinction concrete. An ambiguity score can direct attention to incomplete or conflicting statements, but the scoring dimensions, aggre 87 87 Three examples make the distinction concrete. An ambiguity score can direct attention to incomplete or conflicting statements, but the scoring dimensions, aggregation and decision threshold need their own evaluation. This book supplies no validated readiness score. A Convergence Review can reveal assumptions and competing reasons; agreement between its models is not an independent oracle. The general-model error research discussed in Chapter~\ref{chap:08} motivates examining dependence, but does not supply a coding-specific error rate for that review procedure. \autocite{W079} 5f984bd353ae3f2083348c6c8d9e23a6e413387d26c63a856ffc7cb9b5c5350c appendices/methodology.tex ["W079"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0174","kind":"cited_passage","label":"An Adversarial Agent changes the questions asked of the candidate, while a protected oracle changes which expectations the maker can alter. Those are different ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} CHANGED_OR_NEW CLAIM cited_passage An Adversarial Agent changes the questions asked of the candidate, while a protected oracle changes which expectations the maker can alter. Those are different 89 89 An Adversarial Agent changes the questions asked of the candidate, while a protected oracle changes which expectations the maker can alter. Those are different properties. The buggy-code and self-review studies examined in Chapter~\ref{chap:07} illuminate particular programming failure modes; they do not validate every maker--checker arrangement. The local replay example instead demonstrates a narrower proposition: the deliberately wrong candidate passes its circular check and fails the independently specified stored-response check. Its file-broker and manifest tests concern the programmed permission and freshness predicates, not authenticated production authority. \autocite{W077,W101} ff99c5b5ef493dc02c90025727bf631031330e86dbda28fb7d2df7ef3a2bae8b appendices/methodology.tex ["W077", "W101"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0175","kind":"cited_passage","label":"Program-comprehension studies remind us that engineering includes reconstructing meaning before editing. Xia and colleagues observe professional work across too","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Program-comprehension studies remind us that engineering includes reconstructing meaning before editing. Xia and colleagues observe professional work across too 99 99 Program-comprehension studies remind us that engineering includes reconstructing meaning before editing. Xia and colleagues observe professional work across tools; Minelli, Mocci and Lanza examine activity in a more specialized development environment. Their designs and populations differ, but both make understanding visible as work that a count of changed lines would miss. Neither study is an experiment on present-day coding agents. \autocite{W170,W176} 0dc62875bb0cb5d269bc5ce0a5b4c90316d8e9aa203ab410dee489af55666adc appendices/methodology.tex ["W170", "W176"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0176","kind":"cited_passage","label":"Version details matter even for this familiar point. The author-hosted W170 manuscript describes 79 developers and 3,244 hours; the final version reports 78 and","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Version details matter even for this familiar point. The author-hosted W170 manuscript describes 79 developers and 3,244 hours; the final version reports 78 and 101 101 Version details matter even for this familiar point. The author-hosted W170 manuscript describes 79 developers and 3,244 hours; the final version reports 78 and 3,148 after a participant's 96 hours were excluded. Some published project counts still total 79, and the retained activity shares have not been independently recomputed from the participant logs. The general observation that comprehension occupies substantial attention should therefore not be converted into an exact universal schedule for developers. \autocite{W170} 2f9b8586c68bef590458ecda64e206f95c9699ea27e669a52287f007ac7940e3 appendices/methodology.tex ["W170"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0177","kind":"cited_passage","label":"For the approval service, understanding why a historical decision must survive a policy change is part of the work, even when the implementation is only a few l","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage For the approval service, understanding why a historical decision must survive a policy change is part of the work, even when the implementation is only a few l 103 103 For the approval service, understanding why a historical decision must survive a policy change is part of the work, even when the implementation is only a few lines. Corporate rollout experiments such as W003 can measure output from introducing a coding assistant, but do not by themselves define whether that output is an operable business change. The book's broader work unit makes this remaining effort explicit; it is an engineering choice informed by the evidence. \autocite{W003} c595d783388818e8555915e7163bbbb689fdd6b3d657cd49951d73a2f4784ac2 appendices/methodology.tex ["W003"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0178","kind":"cited_passage","label":"Cui and colleagues combine three company experiments involving 4,867 developers. The frequently cited pooled output estimate is not interchangeable with an esti","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Cui and colleagues combine three company experiments involving 4,867 developers. The frequently cited pooled output estimate is not interchangeable with an esti 107 107 Cui and colleagues combine three company experiments involving 4,867 developers. The frequently cited pooled output estimate is not interchangeable with an estimate of assignment to treatment over a restricted period. Noncompliance and the distinction between assignment and actual use affect what is being estimated. Reading only a headline percentage would conceal those choices. \autocite{W003} 31faffbee936e0f57b12eeec0834d33892e6a1714f95cf40e0bd63765fcb8ab4 appendices/methodology.tex ["W003"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0179","kind":"cited_passage","label":"The experienced-maintainer experiment catalogued as W023 addresses a different setting. Its primary design involves sixteen developers and 246 issues, with rand","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The experienced-maintainer experiment catalogued as W023 addresses a different setting. Its primary design involves sixteen developers and 246 issues, with rand 109 109 The experienced-maintainer experiment catalogued as W023 addresses a different setting. Its primary design involves sixteen developers and 246 issues, with random assignment at the issue level and developers working in both conditions. Its task-time result should be interpreted within that population, repository familiarity and tested tool setting, rather than treated as the answer to every productivity question. The contrast with a workplace rollout is informative precisely because the settings and endpoints differ. \autocite{W023} b64abe2a398f5fd3f50e315c2e23848fbc75865b202ff7d470de7b95f3ecbb57 appendices/methodology.tex ["W023"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0180","kind":"cited_passage","label":"Enterprise surveys, broad practitioner surveys and vendor telemetry can explain adoption and perceived usefulness. They cannot substitute for timed work, review","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Enterprise surveys, broad practitioner surveys and vendor telemetry can explain adoption and perceived usefulness. They cannot substitute for timed work, review 111 111 Enterprise surveys, broad practitioner surveys and vendor telemetry can explain adoption and perceived usefulness. They cannot substitute for timed work, reviewer effort or post-release outcomes when those are the quantities a decision requires. Reports of confidence or speed belong beside the measured outcomes, with their own response denominator. \autocite{W007,W022,W021} 1c756c61151d10702b35d94756db94b292c46250ad8e5979b648f2a4fe4be26e appendices/methodology.tex ["W007", "W021", "W022"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0181","kind":"cited_passage","label":"The AIDev dataset supports systematic examination of agent activity. Several publications reuse that corpus, including the analyses by Khelifi and colleagues an","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The AIDev dataset supports systematic examination of agent activity. Several publications reuse that corpus, including the analyses by Khelifi and colleagues an 119 119 The AIDev dataset supports systematic examination of agent activity. Several publications reuse that corpus, including the analyses by Khelifi and colleagues and by Peralta and colleagues. Their questions and samples differ, but the common lineage matters when assessing independent support. Peralta's review-trace sample and manually inspected subset are selections from an observed population, not fresh randomized trials. \autocite{W192,W068,W071} 7acae949c93b25b557b21e7da566314523894092d8c556b7fd84b4c585446324 appendices/methodology.tex ["W068", "W071", "W192"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0182","kind":"cited_passage","label":"MirrorCode explores longer-horizon task capability, while Whitfill and colleagues investigate why benchmark-passing patches may still fail maintainer expectatio","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage MirrorCode explores longer-horizon task capability, while Whitfill and colleagues investigate why benchmark-passing patches may still fail maintainer expectatio 121 121 MirrorCode explores longer-horizon task capability, while Whitfill and colleagues investigate why benchmark-passing patches may still fail maintainer expectations. The latter assessment omits a normal iterative pull-request-and-CI cycle, so it does not estimate an actual production merge probability. Bhati's lifecycle synthesis, in turn, organizes earlier work rather than supplying another independently randomized sample. \autocite{W193,W111,W095} 18f91119dfc0b3eaab573163176895727c192dfa7bb70998c65e4e144f9c0f34 appendices/methodology.tex ["W095", "W111", "W193"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0183","kind":"cited_passage","label":"A test can be precise and still ask the wrong question. W148's simulated function-development processes illustrate this when an articulated requirement and a na","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A test can be precise and still ask the wrong question. W148's simulated function-development processes illustrate this when an articulated requirement and a na 127 127 A test can be precise and still ask the wrong question. W148's simulated function-development processes illustrate this when an articulated requirement and a narrower supplied oracle disagree. A candidate may satisfy one interpretation and fail the other. The lesson is to inspect the authority behind the expected result, not merely count passing cases. \autocite{W148} 14033416a91071e1b272089571c59f1c7bf4e3d8cce1c870c7344624a79c986d appendices/methodology.tex ["W148"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0184","kind":"cited_passage","label":"Intent-prediction and drift-scoring work such as W099 examines the effort involved in keeping model behavior aligned with a changing requirement. Its scoring co","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Intent-prediction and drift-scoring work such as W099 examines the effort involved in keeping model behavior aligned with a changing requirement. Its scoring co 129 129 Intent-prediction and drift-scoring work such as W099 examines the effort involved in keeping model behavior aligned with a changing requirement. Its scoring costs and nonrandomized rollout do not establish a universally effective retry rule or an automated authority for deciding intention. Process proposals by Hassan and Hoda offer useful ways to organize responsibilities, while the repository-policy study W150 records written obligations rather than runtime compliance. \autocite{W099,W152,W153,W150} 95e2c274a81bcd14281de56dbbaf9550c0b02f884aea1de8fae76db421635e6c appendices/methodology.tex ["W099", "W150", "W152", "W153"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0185","kind":"cited_passage","label":"The benchmark changes between versions of W151 also constrain what can be inferred from its results. An earlier edition describes $\\tau$-bench; a later edition ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The benchmark changes between versions of W151 also constrain what can be inferred from its results. An earlier edition describes $\tau$-bench; a later edition 131 131 The benchmark changes between versions of W151 also constrain what can be inferred from its results. An earlier edition describes $\tau$-bench; a later edition uses a TravelPlanner constraint task. Those headlines are not repeated measurements on an unchanged benchmark. Some reported seed summaries also lack the observations and endpoint definitions needed for reconciliation. The control ideas can be discussed without treating those unresolved comparisons as validated performance estimates. \autocite{W151} 2969046087391b8885738955042c63860f1154084101dac49eb747790f6d4d51 appendices/methodology.tex ["W151"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0186","kind":"cited_passage","label":"A change can pass its immediate tests while making the next change harder. Observational studies of agent-first and IDE-first repositories, and of Cursor adopti","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A change can pass its immediate tests while making the next change harder. Observational studies of agent-first and IDE-first repositories, and of Cursor adopti 137 137 A change can pass its immediate tests while making the next change harder. Observational studies of agent-first and IDE-first repositories, and of Cursor adoption, examine this possibility through activity, complexity and static-analysis measures. W001 distinguishes its repository groups rather than estimating a single pooled ``39\%'' complexity effect. W004's quality results also vary materially with estimator choice: an alternative specification gives negative, statistically insignificant estimates where the preferred one reports increases. These are reasons to investigate maintainability, not to declare a tool universally harmful. \autocite{W001,W004} eae9be10f9eb12d792f3adb89c0d8adfac074ad07085e0d456623060168c879c appendices/methodology.tex ["W001", "W004"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0187","kind":"cited_passage","label":"Redundancy adds another perspective. Huang and colleagues report a higher redundancy measure for agentic pull requests alongside relatively favorable review-com","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Redundancy adds another perspective. Huang and colleagues report a higher redundancy measure for agentic pull requests alongside relatively favorable review-com 139 139 Redundancy adds another perspective. Huang and colleagues report a higher redundancy measure for agentic pull requests alongside relatively favorable review-comment sentiment. That combination can motivate a check for missed reuse, but the sentiment classifier does not establish what a reviewer understood. A discrepancy between the complexity-table total and the surrounding reported count further limits precise reuse of that table; it does not erase the separately reported redundancy comparison. \autocite{W031} ad099496678c74cf15c96ba50977ff5c459728f2cbd5447326e2b7af5433d567 appendices/methodology.tex ["W031"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0188","kind":"cited_passage","label":"Post-merge studies help distinguish a warning from work that actually follows. W029 reports introduced SonarQube issues in merged Python bug fixes, with highly ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Post-merge studies help distinguish a warning from work that actually follows. W029 reports introduced SonarQube issues in merged Python bug fixes, with highly 141 141 Post-merge studies help distinguish a warning from work that actually follows. W029 reports introduced SonarQube issues in merged Python bug fixes, with highly unequal agent-group sizes and concentrated findings. W054 follows changes over ninety days and examines outcomes including reverts. A raw vendor total, an issue-presence test, an issue-density test and a revert comparison answer different questions. Reconstructing the approximate revert odds ratios from rounded published percentages checks that arithmetic, not the original model or its handling of selection. \autocite{W029,W054} 621cbefa66a064c4cababd365541bfef925b5935ff44576d6eea0b6b5b33cace appendices/methodology.tex ["W029", "W054"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0189","kind":"cited_passage","label":"The practical response is to keep architecture and maintenance evidence separate from a passing test. A duplicated Treasury threshold imposes a synchronization ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The practical response is to keep architecture and maintenance evidence separate from a passing test. A duplicated Treasury threshold imposes a synchronization 143 143 The practical response is to keep architecture and maintenance evidence separate from a passing test. A duplicated Treasury threshold imposes a synchronization obligation even when its cyclomatic complexity is low. Authorship and ownership records may identify a steward, but do not prove that the steward can diagnose and safely revise the behavior. An explicit handoff and a change-focused fitness check address that gap. \autocite{W189} 5bb82ecb34b064f9d049de96762d61bce782cca41a7d007fa8d10546063a45da appendices/methodology.tex ["W189"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0190","kind":"cited_passage","label":"The often-repeated 45\\% failure figure in W061 concerns eighty constructed tasks under the tested models and judging procedure. Schreiber and Tippe instead iden","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The often-repeated 45\% failure figure in W061 concerns eighty constructed tasks under the tested models and judging procedure. Schreiber and Tippe instead iden 149 149 The often-repeated 45\% failure figure in W061 concerns eighty constructed tasks under the tested models and judging procedure. Schreiber and Tippe instead identify publicly attributed AI code through GitHub searches and successive filtering, then examine patterns reported by CodeQL. Attribution comments are unevenly used, and detected patterns are not verified exploits. Neither design supplies the base rate of exploitable flaws in an arbitrary deployed organization. \autocite{W061,W041} 191af58d7958aaff711d6f2d523335fcdd1b462119ca84dd077981f0babf0656 appendices/methodology.tex ["W041", "W061"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0191","kind":"cited_passage","label":"A written contribution policy can require review without demonstrating that a runtime prevents secret reads, network actions or direct merges. The selected repo","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A written contribution policy can require review without demonstrating that a runtime prevents secret reads, network actions or direct merges. The selected repo 151 151 A written contribution policy can require review without demonstrating that a runtime prevents secret reads, network actions or direct merges. The selected repository policies in W150 illuminate governance language, not enforcement of those boundaries. \autocite{W150} d2f2b1a492129e0329c905b7f42d3edb929d8ecd25213594d4978ec5231081a3 appendices/methodology.tex ["W150"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0192","kind":"cited_passage","label":"Independence concerns where an expected answer comes from. A second model can repeat the first model's mistake, especially when both share incomplete context or","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Independence concerns where an expected answer comes from. A second model can repeat the first model's mistake, especially when both share incomplete context or 157 157 Independence concerns where an expected answer comes from. A second model can repeat the first model's mistake, especially when both share incomplete context or related failure patterns. W079's conditional agreement result concerns multiple-choice answers when both models are wrong. It motivates caution about consensus, but is not an overall coding-agent failure rate. W148's oracle anomalies and W111's maintainer judgments make the complementary point that even executable correctness can be narrower than the acceptance question. \autocite{W079,W148,W111} 8141e381773e597b1f4f5dbeb7a572bbddf6eefe69bf78c0cf7ce0424b3ebc4c appendices/methodology.tex ["W079", "W111", "W148"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0193","kind":"cited_passage","label":"Xiang and colleagues evaluate writer/reviewer combinations on the same 116 complete-case programming tasks. The reviewing models cannot run the tests that later","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Xiang and colleagues evaluate writer/reviewer combinations on the same 116 complete-case programming tasks. The reviewing models cannot run the tests that later 159 159 Xiang and colleagues evaluate writer/reviewer combinations on the same 116 complete-case programming tasks. The reviewing models cannot run the tests that later score correctness. In that setting, reviewer order matters: one sequence adds passing tasks to its writer-only baseline, while the reverse loses successes and costs more. Reconstructed McNemar calculations use the published discordant counts, not independently rerun model outputs. The result illustrates why another review stage needs evaluation; it does not establish an optimal brownfield review process. \autocite{W102} 04f2533572dcfb2b70f24cd0b5dcf713648f62fcff1b3fe165169887adb619d2 appendices/methodology.tex ["W102"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0194","kind":"cited_passage","label":"Statistical checks have an oracle problem of their own. W151 reports a difference in mean constraint satisfaction and invokes a paired McNemar test without the ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Statistical checks have an oracle problem of their own. W151 reports a difference in mean constraint satisfaction and invokes a paired McNemar test without the 161 161 Statistical checks have an oracle problem of their own. W151 reports a difference in mean constraint satisfaction and invokes a paired McNemar test without the categorical discordance table needed to reproduce it. Means alone do not determine those paired outcomes. A plausible reconstruction must therefore remain a hypothesis until the relevant observations are available. \autocite{W151} 7ee5197a8b3ecf0100c0bd7d56a2e5f3fac5d22bcbbd760b93ad59c879d3552b appendices/methodology.tex ["W151"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0195","kind":"cited_passage","label":"Human-review studies can likewise measure trust, agreement and time without measuring escaped production defects. Those outcomes matter, but cannot certify the ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Human-review studies can likewise measure trust, agreement and time without measuring escaped production defects. Those outcomes matter, but cannot certify the 163 163 Human-review studies can likewise measure trust, agreement and time without measuring escaped production defects. Those outcomes matter, but cannot certify the service's release. Its checker needs an expectation grounded in the authorized contract and evidence tied to a particular candidate. \autocite{W066} b0da2097aec80cb7efce721bc0cc60bb190e17d767d9460ff183911e1e862379 appendices/methodology.tex ["W066"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0196","kind":"cited_passage","label":"Watanabe and colleagues describe 567 Claude Code pull requests across 157 projects, including merge and modification patterns. Other studies examine interventio","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Watanabe and colleagues describe 567 Claude Code pull requests across 157 projects, including merge and modification patterns. Other studies examine interventio 169 169 Watanabe and colleagues describe 567 Claude Code pull requests across 157 projects, including merge and modification patterns. Other studies examine intervention, review context and reasons for rejection. Peralta's manually inspected rejected cases distinguish agentic failures, non-agentic workflow causes and unknown reasons. The sample is stratified, and missing traces can hide work. These classifications describe what was observable; they are not a population-wide estimate of how often humans should intervene. \autocite{W036,W068,W065,W071} d3cacabfd4767c76a8349814b1dfc5a78751a5d14a0fdce157afce59c67c092b appendices/methodology.tex ["W036", "W065", "W068", "W071"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0197","kind":"cited_passage","label":"Counting also requires care. W072's same-product and cross-product review groups overlap, so summing them overcounts distinct pull requests. W068 has an unresol","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Counting also requires care. W072's same-product and cross-product review groups overlap, so summing them overcounts distinct pull requests. W068 has an unresol 171 171 Counting also requires care. W072's same-product and cross-product review groups overlap, so summing them overcounts distinct pull requests. W068 has an unresolved discrepancy between a table's category total and its stated overall count. An arithmetically plausible replacement cell does not become a corrected observation without the underlying records. \autocite{W072,W068} 4f687e439e9345b2aaf5a8ec458ff0d4414571cc8e7e3d1cdea89b62b4b5fc5b appendices/methodology.tex ["W068", "W072"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0198","kind":"cited_passage","label":"Automation-bias research offers mechanisms for understanding over-reliance on advice, but its adjacent settings do not supply a safe software-review threshold. ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Automation-bias research offers mechanisms for understanding over-reliance on advice, but its adjacent settings do not supply a safe software-review threshold. 173 173 Automation-bias research offers mechanisms for understanding over-reliance on advice, but its adjacent settings do not supply a safe software-review threshold. Intent scoring introduces its own costs, and a self-selected rollout cannot isolate its deployment benefit. \autocite{W085,W087,W099} 075e1d8730110c00be921851df44b2204fff6cfd4976de6efbb04472ae4bb4a1 appendices/methodology.tex ["W085", "W087", "W099"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0199","kind":"cited_passage","label":"A repository preserves code more readily than the reasoning that shaped it. Comprehension research, industrial ownership succession and discussions of generated","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A repository preserves code more readily than the reasoning that shaped it. Comprehension research, industrial ownership succession and discussions of generated 179 179 A repository preserves code more readily than the reasoning that shaped it. Comprehension research, industrial ownership succession and discussions of generated-code authorship all suggest different ways of examining that problem. They do not establish that one graph format, memory store or AI-generated summary improves the next maintainer's performance. \autocite{W170,W185,W189} 9aa79b6c82dd13d3a6585fa7f4965f70674f94a25de11b842b9fc11d4978b215 appendices/methodology.tex ["W170", "W185", "W189"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0200","kind":"cited_passage","label":"Completing an assisted task is not the same observation as explaining it unaided or applying the lesson later. The main W118 experiment assesses participants im","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Completing an assisted task is not the same observation as explaining it unaided or applying the lesson later. The main W118 experiment assesses participants im 187 187 Completing an assisted task is not the same observation as explaining it unaided or applying the lesson later. The main W118 experiment assesses participants immediately after work with a new library. Its six usage-pattern groups are exploratory rather than randomly assigned teaching strategies. Figure~\ref{fig:ch10-research-2} accordingly shows an immediate quiz comparison, not delayed retention. \autocite{W118} 0e6138bc0f618246297a2a0963f5471e88211d079a812a7acc67b116116d214e appendices/methodology.tex ["W118"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0201","kind":"cited_passage","label":"An unresolved reporting detail makes restraint especially important. The source reports a 4.15-point difference on a 27-point quiz while describing a 17\\% diffe","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage An unresolved reporting detail makes restraint especially important. The source reports a 4.15-point difference on a 27-point quiz while describing a 17\% diffe 189 189 An unresolved reporting detail makes restraint especially important. The source reports a 4.15-point difference on a 27-point quiz while describing a 17\% difference. Dividing the stated quantities does not reproduce that summary, and a different normalization cannot be assumed. The book therefore retains the reported direction of the immediate comparison without presenting a corrected relative skill-loss percentage. Participant-level observations and the intended calculation would be needed to settle it. \autocite{W118} 99369ff61a21cb4a119fd68834a6fea077e62f1c4afae604e64d3afad0ec1228 appendices/methodology.tex ["W118"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0202","kind":"cited_passage","label":"Ide's knowledge-transmission model asks a different question. Novices learn tacit knowledge through work with experienced people; changing which tasks they perf","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Ide's knowledge-transmission model asks a different question. Novices learn tacit knowledge through work with experienced people; changing which tasks they perf 191 191 Ide's knowledge-transmission model asks a different question. Novices learn tacit knowledge through work with experienced people; changing which tasks they perform can alter future learning even when current output rises. That is a theoretical mechanism under specified assumptions, not a measured fall in developers' skills or employment. Earlier illustrative growth scenarios should not be attributed to a later version's result, and the versioned PDF is the fixed source where renderings disagree. \autocite{W120} 366f2dabe3261e1f6a2155236a0f0404016fe7c326e9c1dff85c32eb0a8dc940 appendices/methodology.tex ["W120"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0203","kind":"cited_passage","label":"Historical work on onboarding, comprehension and novice learning supplies additional perspectives, with different participants, tasks, instruments and intervals","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Historical work on onboarding, comprehension and novice learning supplies additional perspectives, with different participants, tasks, instruments and intervals 193 193 Historical work on onboarding, comprehension and novice learning supplies additional perspectives, with different participants, tasks, instruments and intervals before assessment. Those differences matter as much as the tool used during the task. \autocite{W115,W161,W163,W164,W166,W167,W169,W170} 81167e31e3129c1431145ff835e94eb8996df514ab4abe16975e16a8f8612faf appendices/methodology.tex ["W115", "W161", "W163", "W164", "W166", "W167", "W169", "W170"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0204","kind":"cited_passage","label":"A policy survey tells us what a set of organizations has written. It does not tell us whether the policy is enforced, whether a tool cannot bypass it, or whethe","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage A policy survey tells us what a set of organizations has written. It does not tell us whether the policy is enforced, whether a tool cannot bypass it, or whethe 199 199 A policy survey tells us what a set of organizations has written. It does not tell us whether the policy is enforced, whether a tool cannot bypass it, or whether its use improves delivery. W150 combines 245 policies found among 2,000 repositories with 36 deliberately added organizations. Results for that enriched sample should not be described as the prevalence of a practice across all repositories. Without the extra organizations' labels, even the corresponding discovered-policy rate cannot be recovered exactly. \autocite{W150} 92404a31e3738aab93d887f965e2537513c2f00f40a88f8115d7d935e6462f7f appendices/methodology.tex ["W150"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0205","kind":"cited_passage","label":"Conceptual process proposals and simulated function-building studies contribute other kinds of insight. Their roles, coordination patterns and measured endpoint","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Conceptual process proposals and simulated function-building studies contribute other kinds of insight. Their roles, coordination patterns and measured endpoint 201 201 Conceptual process proposals and simulated function-building studies contribute other kinds of insight. Their roles, coordination patterns and measured endpoints cannot be pooled into a governance-effect estimate. The operating model in this book instead makes ownership, evidence freshness, conflict resolution and release authority explicit so those controls can be examined in a real workflow. \autocite{W152,W153,W148} 4d11137f807422367e5d530ac07f2ab32b6b9d4eb72b435cf4268bd209cc5185 appendices/methodology.tex ["W148", "W152", "W153"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0206","kind":"cited_passage","label":"Organizational return claims need similar separation. Surveys and vendor material may contain reported benefits with self-selected denominators. The McKinsey ex","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Organizational return claims need similar separation. Surveys and vendor material may contain reported benefits with self-selected denominators. The McKinsey ex 203 203 Organizational return claims need similar separation. Surveys and vendor material may contain reported benefits with self-selected denominators. The McKinsey excerpt catalogued as W028 combines a bank case, potential leverage scenarios and a reference to a separate company analysis; its twentyfold frontier scenario is not an observed mean across that company sample. DORA's return-on-investment guidance and calculator are decision aids, not randomized demonstrations of a fixed return. \autocite{W026,W024,W028,W145} 99f4ec12999ffa9327b5ddd146bc4a04758677949529f8e09a74f3accf8f648f appendices/methodology.tex ["W024", "W026", "W028", "W145"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0207","kind":"cited_passage","label":"The economic question is broader than whether a tool produces more code. Corporate output experiments, platform studies and labor-market analyses observe differ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The economic question is broader than whether a tool produces more code. Corporate output experiments, platform studies and labor-market analyses observe differ 209 209 The economic question is broader than whether a tool produces more code. Corporate output experiments, platform studies and labor-market analyses observe different populations and endpoints. W003's output measure, W010's version-dependent platform estimates and W136's labor-market findings cannot be combined into a single accepted-change cost. Pre-adoption earnings differences are not treatment effects, and confidence bounds from different specifications are not interchangeable. \autocite{W003,W010,W136} 67f89bfa17e7832f5132e5acdb2caf337b29a4709c86d7666860c44bac1f2bd9 appendices/methodology.tex ["W003", "W010", "W136"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0208","kind":"cited_passage","label":"Workforce interpretation is particularly sensitive to the denominator. In Chandar and Klein Teeselink's analytic sample, a lower junior share is associated prim","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Workforce interpretation is particularly sensitive to the denominator. In Chandar and Klein Teeselink's analytic sample, a lower junior share is associated prim 211 211 Workforce interpretation is particularly sensitive to the denominator. In Chandar and Klein Teeselink's analytic sample, a lower junior share is associated primarily with higher senior employment; the estimated junior-headcount reduction is not statistically significant. The matched-affiliate analysis is narrower than the large underlying postings and employment datasets, and its adoption measure and identification assumptions limit causal interpretation. A falling share is not, by itself, a measured decline in the total number of young workers. \autocite{W126} be893f65f1b366f9a7b768aa83fb73ad7558a32a0b3d9999fe6101167808bc46 appendices/methodology.tex ["W126"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0209","kind":"cited_passage","label":"Vacancies, employment, wages, occupational shares and firm spending remain separate outcomes. Forecasts and competing interpretations can help identify scenario","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Vacancies, employment, wages, occupational shares and firm spending remain separate outcomes. Forecasts and competing interpretations can help identify scenario 213 213 Vacancies, employment, wages, occupational shares and firm spending remain separate outcomes. Forecasts and competing interpretations can help identify scenarios, but hiring cycles, remote work and capital constraints are alternative explanations that require appropriate designs. They should remain visible when discussing AI's possible contribution. \autocite{W019,W025,W127,W135,W138,W130,W142} cfcc5c93566157f7ea7165d6ba685163b0d1740cbf9a690d27bb9186851b9841 appendices/methodology.tex ["W019", "W025", "W127", "W130", "W135", "W138", "W142"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0210","kind":"cited_passage","label":"The \\emph{70\\% problem} and the discussion of apparently finished work make the gap between generation and delivery memorable. Their value is to draw attention ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The \emph{70\% problem} and the discussion of apparently finished work make the gap between generation and delivery memorable. Their value is to draw attention 221 221 The \emph{70\% problem} and the discussion of apparently finished work make the gap between generation and delivery memorable. Their value is to draw attention to the remaining integration, review and rework, not to establish a measured completion percentage. The book uses that distinction to ask what an accepted change actually costs. \osmanicite{O049,O029} 251c193127b3c5b5a47cb6ef24dc37440449bdd05162a5e363a647031734a878 appendices/methodology.tex ["O029", "O049"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0211","kind":"cited_passage","label":"Agency and orchestration describe different choices. One agent can have consequential authority in a single workspace, while a team of read-only agents can requ","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Agency and orchestration describe different choices. One agent can have consequential authority in a single workspace, while a team of read-only agents can requ 225 225 Agency and orchestration describe different choices. One agent can have consequential authority in a single workspace, while a team of read-only agents can require coordination without permission to alter policy. Osmani's illustrative autonomy levels help name possible arrangements, but do not constitute a validated maturity scale. \osmanicite{O010} b9f99abd43e625a53a13f4a61575e3ed932802794aca727fd006041043ea69b3 appendices/methodology.tex ["O010"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0212","kind":"cited_passage","label":"Loop mechanisms make some of the responsibilities concrete: scheduling, isolated work, versioned procedures, governed connectors, specialist tasks and durable p","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Loop mechanisms make some of the responsibilities concrete: scheduling, isolated work, versioned procedures, governed connectors, specialist tasks and durable p 227 227 Loop mechanisms make some of the responsibilities concrete: scheduling, isolated work, versioned procedures, governed connectors, specialist tasks and durable progress state. Their presence should make the work easier to observe and bound. A specialist subagent is not independent merely because it has a separate name, and a stopped loop has not thereby earned release permission. \osmanicite{O012,O006} 1acd6ec43ad4996d501fec64a0dc35112149772bfa26f00996bc89d831379177 appendices/methodology.tex ["O006", "O012"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0213","kind":"cited_passage","label":"The same distinction applies to specifications. A well-formed machine-authored contract can be an excellent proposal while still lacking authorization. Osmani's","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The same distinction applies to specifications. A well-formed machine-authored contract can be an excellent proposal while still lacking authorization. Osmani's 229 229 The same distinction applies to specifications. A well-formed machine-authored contract can be an excellent proposal while still lacking authorization. Osmani's specification guidance helps make a task explicit; the policy owner remains responsible for its business meaning. In the approval service, a late Treasury revision requires that decision before the model is asked to implement it. \osmanicite{O018,O028} c0a2be4d5e352608c810b563b59dd5523b940b973e46562e83d601cdf60c417d appendices/methodology.tex ["O018", "O028"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0214","kind":"cited_passage","label":"The recommendation to treat generated code as a draft and the later discussion of code nobody can fully read address a changing review burden. They are more use","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The recommendation to treat generated code as a draft and the later discussion of code nobody can fully read address a changing review burden. They are more use 233 233 The recommendation to treat generated code as a draft and the later discussion of code nobody can fully read address a changing review burden. They are more useful as a tension to resolve than as opposing universal rules. A bounded change can rely on strong independent checks, while a high-impact change still needs appropriate domain judgment and accountable acceptance. Neither essay supplies a universally safe proportion of code that humans may stop inspecting. \osmanicite{O023,O001} 6713c5a7a65d07e301836b21d4406a8020347aa6c91c3b665276d517119913e2 appendices/methodology.tex ["O001", "O023"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0215","kind":"cited_passage","label":"Brownfield delegation and context management extend the responsibility beyond a single run. A change zone, instruction file or checkpoint can preserve useful in","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Brownfield delegation and context management extend the responsibility beyond a single run. A change zone, instruction file or checkpoint can preserve useful in 235 235 Brownfield delegation and context management extend the responsibility beyond a single run. A change zone, instruction file or checkpoint can preserve useful information, but can also preserve a stale assumption. Version, owner, source and invalidation conditions make that information usable without silently promoting a summary into authority. The memory arrangement then needs a handoff test, not merely successful retrieval. \osmanicite{O002,O031,O013,O004} df63306b391b4bf42713f8ef781056ac4329b72fd16c98c7941159c1e40d77ab appendices/methodology.tex ["O002", "O004", "O013", "O031"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0216","kind":"cited_passage","label":"Warnings about agentic skill decay and the \\emph{80\\% problem} bring the engineer back into view. They raise questions about lost practice, comprehension and re","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Warnings about agentic skill decay and the \emph{80\% problem} bring the engineer back into view. They raise questions about lost practice, comprehension and re 237 237 Warnings about agentic skill decay and the \emph{80\% problem} bring the engineer back into view. They raise questions about lost practice, comprehension and responsibility rather than provide population estimates of competence. The proposed delayed-transfer evaluation is one way to investigate those concerns without assuming their conclusion. \osmanicite{O003,O017} d37d9eb72ee0991ee38c204f69618c028a192f1a049e6b4028e8b298b9ab4fcf appendices/methodology.tex ["O003", "O017"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0217","kind":"cited_passage","label":"``Own the outer loop'' connects these themes. People remain responsible for intention, evaluation design, escalation and operational consequences while delegati","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage ``Own the outer loop'' connects these themes. People remain responsible for intention, evaluation design, escalation and operational consequences while delegati 239 239 ``Own the outer loop'' connects these themes. People remain responsible for intention, evaluation design, escalation and operational consequences while delegating bounded inner work. That prescription is a useful basis for designing responsibilities; its value should be judged through the actual effort, releases, incidents and learning it enables. \osmanicite{O009} f36a3e432e6e66c09c9bd0c31833660675d16f58e875ff4fa8ca94ad5c74154a appendices/methodology.tex ["O009"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0218","kind":"cited_passage","label":"Orosz and Laura Tacho's measurement discussion connects tool adoption with delivery, quality and developer experience. It motivates the book's measurement-to-de","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Orosz and Laura Tacho's measurement discussion connects tool adoption with delivery, quality and developer experience. It motivates the book's measurement-to-de 247 247 Orosz and Laura Tacho's measurement discussion connects tool adoption with delivery, quality and developer experience. It motivates the book's measurement-to-decision table, without validating that proposed instrument or supplying the approval service's acceptance probabilities. At publication, the article disclosed Orosz's investment in DX, Tacho's role there and that the article was not sponsored. Those relationships accompany the reported practices and should remain part of their interpretation. \oroszcite{P061} 513a2843f32a780f82e2e5436f6fed5f6f6e60c58c6d80e26d98b2fd61e669e6 appendices/methodology.tex ["P061"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0219","kind":"cited_passage","label":"The discussion of loop engineering supplies a useful challenge to Osmani's vocabulary: does the additional coordinator still earn its complexity when existing t","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The discussion of loop engineering supplies a useful challenge to Osmani's vocabulary: does the additional coordinator still earn its complexity when existing t 249 249 The discussion of loop engineering supplies a useful challenge to Osmani's vocabulary: does the additional coordinator still earn its complexity when existing tooling can provide some mechanisms? This concerns implementation, not the disappearance of engineering responsibilities. The article discusses the underlying Osmani work through another edition; it is neither independent confirmation of that work nor a universal refutation of controlled loops. \oroszcite{P110} af2fc7bd32426a30105144cb1985d75214676931eee88b9fa40d53e041315efb appendices/methodology.tex ["P110"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0220","kind":"cited_passage","label":"Drew Hoskins's diagnostic-design excerpt, introduced through Orosz's interview, helps explain why an error message is part of behavior rather than decoration. A","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Drew Hoskins's diagnostic-design excerpt, introduced through Orosz's interview, helps explain why an error message is part of behavior rather than decoration. A 255 255 Drew Hoskins's diagnostic-design excerpt, introduced through Orosz's interview, helps explain why an error message is part of behavior rather than decoration. A conflict should identify the condition and a permitted next step. It should not encourage a caller to overwrite a historical decision or evade policy by retrying with a new key. The diagnostic contract in the exercise is this book's adaptation of that guidance. \oroszcite{P082} 312c606b90c72221d185d485bca0abdb83f3145baf27dfedcd561f27834f0a86 appendices/methodology.tex ["P082"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0221","kind":"cited_passage","label":"Orosz and Elin Nilsson's Antithesis report offers a related debugging lesson: preserve the conditions that make a failure reproducible. Its company account does","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Orosz and Elin Nilsson's Antithesis report offers a related debugging lesson: preserve the conditions that make a failure reproducible. Its company account does 257 257 Orosz and Elin Nilsson's Antithesis report offers a related debugging lesson: preserve the conditions that make a failure reproducible. Its company account does not turn the book's lost-response pseudocode into an executed simulator, and deterministic repetition still does not establish that the oracle is correct. A later free-access or sponsorship notice also remains separate from the original article's publication context. \oroszcite{P006} bfa3c9ff6aebbc0eabdeff2f69f80eedc721f6c315b9227b837265edef213f3a appendices/methodology.tex ["P006"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0222","kind":"cited_passage","label":"The visible discussion of code-review practice sharpens another distinction. A human can resolve every model comment while an important obligation remains untes","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The visible discussion of code-review practice sharpens another distinction. A human can resolve every model comment while an important obligation remains untes 259 259 The visible discussion of code-review practice sharpens another distinction. A human can resolve every model comment while an important obligation remains untested. The proposed coverage ledger therefore asks what evidence supports historical replay, not just whether the reviewer has anything left to say. Reported company practices do not supply a universal release policy. \oroszcite{P118} 568bc68b10c0adb73fd314f10c24afa8e8364609e5ae7d070b9ed6910a52c00c appendices/methodology.tex ["P118"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0223","kind":"cited_passage","label":"Kent Beck's optimistic discussion of AI as a learning amplifier provides a counter-hypothesis to lost practice. In the edited panel, Orosz is the credited autho","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Kent Beck's optimistic discussion of AI as a learning amplifier provides a counter-hypothesis to lost practice. In the edited panel, Orosz is the credited autho 263 263 Kent Beck's optimistic discussion of AI as a learning amplifier provides a counter-hypothesis to lost practice. In the edited panel, Orosz is the credited author and moderator; Beck and Martin Fowler are participants. Their interpretation motivates a question, not a measured effect. The book's two assisted-work conditions test structured practice and cannot establish AI's total effect by comparison with an unassisted group. \oroszcite{P123} ba6f622a62949ecb9861a0dff75db0ff8de6c00ebb0887d6f09311255debf596 appendices/methodology.tex ["P123"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0224","kind":"cited_passage","label":"Nicole Forsgren and Abi Noda's \\emph{Frictionless} excerpts, introduced through Orosz's interview, focus attention on the conditions in which engineers work. Th","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Nicole Forsgren and Abi Noda's \emph{Frictionless} excerpts, introduced through Orosz's interview, focus attention on the conditions in which engineers work. Th 265 265 Nicole Forsgren and Abi Noda's \emph{Frictionless} excerpts, introduced through Orosz's interview, focus attention on the conditions in which engineers work. The useful transfer is to distinguish repeated preparation and missing evidence from the assurance work and policy decisions a team genuinely needs. Improving how a control is performed is different from deleting its purpose. \oroszcite{P078} 2434f546b8ddad6c06b144c29861c6056c93b33854bf96d27849e3e52fdc36fb appendices/methodology.tex ["P078"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0225","kind":"cited_passage","label":"The economic examples close the circle. Orosz's personal replacement of a small service and his Simon Eskildsen interview about rough resource reasoning encoura","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage The economic examples close the circle. Orosz's personal replacement of a small service and his Simon Eskildsen interview about rough resource reasoning encoura 267 267 The economic examples close the circle. Orosz's personal replacement of a small service and his Simon Eskildsen interview about rough resource reasoning encourage scrutiny of scope and assumptions. A quick implementation does not include all the obligations of maintaining an equivalent service. Rough bounds can identify what should be measured; a headline build time or reported saving cannot become a local model coefficient. \oroszcite{P084,P111} d5b4946c40e3ad53ccc1e66ad2fbb445e61df3aeba080d09090912c7d40e7035 appendices/methodology.tex ["P084", "P111"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0226","kind":"cited_passage","label":"Publication count can exaggerate independent support. P014 is an edited republication of Osmani's O049 with added commentary. Its second publication does not cr","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Publication count can exaggerate independent support. P014 is an edited republication of Osmani's O049 with added commentary. Its second publication does not cr 271 271 Publication count can exaggerate independent support. P014 is an edited republication of Osmani's O049 with added commentary. Its second publication does not create a second observation. P052 reports the experiment already catalogued as W023; the primary sixteen-developer, 246-issue, issue-randomized design remains authoritative where the secondary description differs. \oroszcite{P014,P052} 09fb59e7e927bd9e803101d1ff9a4fe671cef140ac3abf65c4844057756c8058 appendices/methodology.tex ["P014", "P052"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0227","kind":"cited_passage","label":"Similarly, P089, P095 and P101 analyze one voluntary reader cohort. Distinct questions justify distinct articles, but not three independent samples or a matched","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Similarly, P089, P095 and P101 analyze one voluntary reader cohort. Distinct questions justify distinct articles, but not three independent samples or a matched 273 273 Similarly, P089, P095 and P101 analyze one voluntary reader cohort. Distinct questions justify distinct articles, but not three independent samples or a matched longitudinal panel. The survey can contain primary descriptive observations without establishing causation or population-wide effects. Overlapping Summit context also limits the independence of related panel reporting. \oroszcite{P089,P095,P101} 68743a2972afcfac2065d2464ff70a471c10118adfdd48283978e02b1be332f7 appendices/methodology.tex ["P089", "P095", "P101"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0228","kind":"cited_passage","label":"Some remaining questions require original observations. W003's estimators need the underlying assignment and task records for an independent refit. W068's discr","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Some remaining questions require original observations. W003's estimators need the underlying assignment and task records for an independent refit. W068's discr 281 281 Some remaining questions require original observations. W003's estimators need the underlying assignment and task records for an independent refit. W068's discrepant table count needs matched repository records rather than an inferred replacement. W170's retained activity shares require participant logs to reconcile them. Until those materials are analyzed, the book keeps the affected interpretations qualified. \autocite{W003,W068,W170} d3dd3fac1044e0835a973a5e0910148f199a3a54b00f996eca9d2c8dd33869cc appendices/methodology.tex ["W003", "W068", "W170"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0229","kind":"cited_passage","label":"Other questions concern the connection between a model or instrument and the world. W120's theoretical assumptions need to be examined separately from real know","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} VERBATIM_BASELINE CLAIM cited_passage Other questions concern the connection between a model or instrument and the world. W120's theoretical assumptions need to be examined separately from real know 283 283 Other questions concern the connection between a model or instrument and the world. W120's theoretical assumptions need to be examined separately from real knowledge transfer. W150's original policy classifications need independent inspection before a stronger coding-validity claim. W151's paired and seed-level results need their endpoint definitions and observations before its statistical summaries can be reproduced. These dependencies are different; more citations do not resolve any of them. \autocite{W120,W150,W151} 5f7b7ddb4b35b8c4cbce98705db7ec059791f00a6d5801bf01a3fc79035279f1 appendices/methodology.tex ["W120", "W150", "W151"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 {"actual":[],"authors":"","category":"reader","collection":null,"id":"V10:TEXTREF:0230","kind":"cited_passage","label":"The source trail distinguishes the foundational software-engineering volume,\nthe two editions of the spec-driven work, the autonomous-agent volume and the\nloop-","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} CHANGED_OR_NEW CLAIM cited_passage The source trail distinguishes the foundational software-engineering volume, the two editions of the spec-driven work, the autonomous-agent volume and the loop- 15 8 The source trail distinguishes the foundational software-engineering volume, the two editions of the spec-driven work, the autonomous-agent volume and the loop-engineering volume. \autocite{V01,V02,V03,V04,V05} These references identify the author-supplied snapshots used here. Earlier attributions inside them remain attached to the original occurrences in the companion; this edition does not claim that the author invented every named practice. Where a source's bibliography is incomplete, its unresolved key remains unresolved rather than being turned into an inferred citation. 22b38e75070777c30a123c52df25ddea11f65be347435d19dd7e4b66b9f7d61b appendices/series_practices.tex ["V01", "V02", "V03", "V04", "V05"] CANONICAL_ID_AND_RECORDED_SCOPE_CHECKED_NOT_NEW_FULL_TEXT_VALIDATION V06 2 {"actual":[],"authors":"","category":"teaching","collection":null,"id":"EDITION:V11","kind":"edition","label":"AI & Software Engineering — editorial revision v11","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} 13 EDITION edition AI & Software Engineering — editorial revision v11 main.tex EDITORIAL_REVISION {"actual":["C:C13"],"authors":"","category":"chapters","collection":null,"historical_v12_summary":"","id":"C:C13","kind":"chapter","label":"Choosing Practices and Recognizing Their Limits","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"Selects and combines practices from the observed problem rather than a fixed workflow. It compares proportionate responses, exposes over-engineering and unsafe shortcuts, and connects earlier volumes while asking which mechanisms can be omitted without losing the change obligations.","topics":[],"url":"","volumes":["V06"],"year":""} 13 CHAPTER 13.7.1 chapter Choosing Practices and Recognizing Their Limits NDSE2:C13 chapters/chapter13.tex CURRENT_CHAPTER Scegliere le pratiche e riconoscerne i limiti V06 {"actual":[],"authors":"","category":"teaching","collection":null,"id":"PART:V11:APPENDICES","kind":"part","label":"Appendices","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":""} CONTEXT part Appendices CURRENT_DIVISION V06 B0G7LPJBTH ["https://www.amazon.com/dp/B0G7LPJBTH"] English https://www.amazon.com/dp/B0G7LPJBTH Amazon.com product title and English paperback details inspected on 2026-10-18. {"actual":["C:C13"],"authors":"Enrico Papalini","category":"volumes","collection":null,"historical_v12_actual":[],"historical_v12_mapped":[],"historical_v12_printed":false,"id":"PUB:V11:V01","kind":"published_book","label":"Non-Deterministic Software Engineering: How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control","limitation":"Bibliographic identification and source genealogy; not independent evidence for the book methods.","mapped":["C:C13"],"printed":true,"streams":[],"summary":"","topics":[],"url":"https://www.amazon.com/dp/B0G7LPJBTH","volumes":["V01"],"year":"2025"} Enrico Papalini PUB https://github.com/popoloni/non_deterministic_sw_eng 1 9798278715412 published_book Non-Deterministic Software Engineering: How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control Bibliographic identification and source genealogy; not independent evidence for the book methods. AI_SW_ENG/config.tex Author-owned public companion metadata agrees with supplied title/year/ISBN. ["C:C13"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true Independently Published PUBLISHED_BOOK_METADATA How to Build Reliable Software with AI Assistants Without Losing Quality, Security, or Control Non-Deterministic Software Engineering https://www.amazon.com/dp/B0G7LPJBTH individual_book V01 2025 B0GHFBNC5Z ["https://www.amazon.com/dp/B0G7LPJBTH","https://it.linkedin.com/posts/matteobaccan_tanto%C3%A8gratis-mokabyte-specdriven-activity-7440435375363289088-mKgA"] English https://www.amazon.com/dp/B0GHFBNC5Z Exact title and destination verified in Amazon.com's related-book link on the original NDSE product; English edition additionally identified by the author's public post. 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{"actual":["C:C13"],"authors":"","category":"reading","collection":null,"id":"READING:V11.1:13.3.10","kind":"reading_note","label":"Further reading for symptom 13.3.10","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} v11.1 false NDSE:06; NDSE:08; NDSE:13; AGENT:12 Further reading for symptom 13.3.10 reading_note {"actual":["C:C13"],"authors":"","category":"reading","collection":null,"id":"READING:V11.1:13.3.11","kind":"reading_note","label":"Further reading for symptom 13.3.11","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} v11.1 false NDSE:14; NDSE:15; SDD2:D4; AGENT:09; AGENT:19; AGENT:23; LOOP:T06; LOOP:T07 Further reading for symptom 13.3.11 reading_note {"actual":["C:C13"],"authors":"","category":"reading","collection":null,"id":"READING:V11.1:13.3.12","kind":"reading_note","label":"Further reading for symptom 13.3.12","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":[],"year":""} v11.1 false NDSE:18; LOOP:T08; LOOP:T17 Further reading for symptom 13.3.12 reading_note {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F001","kind":"practitioner_essay","label":"The toolchain","limitation":"A July 2023 conceptual landscape, not a comparative benchmark or a current product inventory.","mapped":["C:C01","C:C03","C:C09"],"printed":false,"streams":["T:Engineering structure","T:Productivity"],"summary":"Organizes coding-assistance tools by task, interaction style, prompt construction and model or hosting choices. The framework helps separate what a tool does from how a developer supplies its context.","topics":["K:Developer workflow and adoption","K:Agent context and persistent memory"],"url":"https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html","volumes":[],"year":"2023-07-26"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Organizes coding-assistance tools by task, interaction style, prompt construction and model or hosting choices. The framework helps separate what a tool does from how a developer supplies its context. Dated entry on the supplied series index; article date also used where printed ["C:C01", "C:C03", "C:C09"] Conceptual tool taxonomy NOT_ADDED_TO_BOOK practitioner_essay The toolchain A July 2023 conceptual landscape, not a comparative benchmark or a current product inventory. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Engineering structure 2023-07-26 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: task and interaction categories; prompt composition; models and hosting ["T:Engineering structure", "T:Productivity"] ["K:Developer workflow and adoption", "K:Agent context and persistent memory"] https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F002","kind":"practitioner_essay","label":"Median - A tale in three functions","limitation":"One small TypeScript example; neither defect prevalence nor a general model-quality comparison was established.","mapped":["C:C05","C:C07","C:C10"],"printed":false,"streams":["T:Verification & review","T:Code quality & security"],"summary":"Examines three generated median implementations and the defects or side effects that a knowledgeable developer must recognize. The example makes the choice of test expectations part of the engineering work.","topics":["K:Independent verification and oracles","K:Automation bias and trust"],"url":"https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html","volumes":[],"year":"2023-07-27"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Examines three generated median implementations and the defects or side effects that a knowledgeable developer must recognize. The example makes the choice of test expectations part of the engineering work. Dated entry on the supplied series index; article date also used where printed ["C:C05", "C:C07", "C:C10"] Worked programming example NOT_ADDED_TO_BOOK practitioner_essay Median - A tale in three functions One small TypeScript example; neither defect prevalence nor a general model-quality comparison was established. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Verification & review 2023-07-27 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: the three median implementations and the test discussion ["T:Verification & review", "T:Code quality & security"] ["K:Independent verification and oracles", "K:Automation bias and trust"] https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F003","kind":"practitioner_essay","label":"In-line assistance - when is it more useful?","limitation":"Experience-based guidance, largely from experienced developers; usefulness is not a measured universal productivity effect.","mapped":["C:C02","C:C03","C:C10","C:C12"],"printed":false,"streams":["T:Productivity","T:Verification & review"],"summary":"Discusses when inline suggestions help, considering task familiarity, technology, change size, developer experience and the effort of checking or reworking the output.","topics":["K:Developer workflow and adoption","K:Human cognitive load","K:Economic costs and return"],"url":"https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html","volumes":[],"year":"2023-08-01"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Discusses when inline suggestions help, considering task familiarity, technology, change size, developer experience and the effort of checking or reworking the output. Dated entry on the supplied series index; article date also used where printed ["C:C02", "C:C03", "C:C10", "C:C12"] Practitioner experience NOT_ADDED_TO_BOOK practitioner_essay In-line assistance - when is it more useful? Experience-based guidance, largely from experienced developers; usefulness is not a measured universal productivity effect. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Productivity 2023-08-01 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: usefulness factors and review/rework effort ["T:Productivity", "T:Verification & review"] ["K:Developer workflow and adoption", "K:Human cognitive load", "K:Economic costs and return"] https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F004","kind":"practitioner_essay","label":"In-line assistance - how can it get in the way?","limitation":"Qualitative examples and interpretive mechanisms, not measured frequencies of bias or review fatigue.","mapped":["C:C05","C:C08","C:C09"],"printed":false,"streams":["T:Verification & review","T:System knowledge & memory","T:Code quality & security"],"summary":"Describes assistants repeating poor patterns from their context and the burden of continually judging suggestions. Relates these experiences to automation bias, anchoring and reluctance to discard generated work.","topics":["K:Automation bias and trust","K:Human cognitive load","K:Agent context and persistent memory"],"url":"https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html","volumes":[],"year":"2023-08-03"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Describes assistants repeating poor patterns from their context and the burden of continually judging suggestions. Relates these experiences to automation bias, anchoring and reluctance to discard generated work. Dated entry on the supplied series index; article date also used where printed ["C:C05", "C:C08", "C:C09"] Practitioner experience NOT_ADDED_TO_BOOK practitioner_essay In-line assistance - how can it get in the way? Qualitative examples and interpretive mechanisms, not measured frequencies of bias or review fatigue. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Verification & review 2023-08-03 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: reinforcing existing practices; reviewing instead of producing ["T:Verification & review", "T:System knowledge & memory", "T:Code quality & security"] ["K:Automation bias and trust", "K:Human cognitive load", "K:Agent context and persistent memory"] https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F005","kind":"practitioner_essay","label":"Coding assistants do not replace pair programming","limitation":"An argument about the functions of pairing; not a controlled comparison of pairing arrangements.","mapped":["C:C10","C:C11"],"printed":false,"streams":["T:Skills & learning","T:Engineering structure","T:System knowledge & memory"],"summary":"Argues that code assistance does not replace the human knowledge sharing, collaboration and collective understanding associated with pair programming. Tools can instead be used by a human pair.","topics":["K:Human-agent collaboration","K:Ownership and knowledge transfer","K:Skills formation and teaching"],"url":"https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html","volumes":[],"year":"2023-08-10"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Argues that code assistance does not replace the human knowledge sharing, collaboration and collective understanding associated with pair programming. Tools can instead be used by a human pair. Dated entry on the supplied series index; article date also used where printed ["C:C10", "C:C11"] Conceptual argument NOT_ADDED_TO_BOOK practitioner_essay Coding assistants do not replace pair programming An argument about the functions of pairing; not a controlled comparison of pairing arrangements. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Skills & learning 2023-08-10 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: knowledge sharing, team flow and pairing with assistance ["T:Skills & learning", "T:Engineering structure", "T:System knowledge & memory"] ["K:Human-agent collaboration", "K:Ownership and knowledge transfer", "K:Skills formation and teaching"] https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Paul Sobocinski","category":null,"collection":"F","id":"F006","kind":"practitioner_essay","label":"TDD with GitHub Copilot","limitation":"Experience with a human-led workflow and an early tool generation; not evidence about fully autonomous TDD or a causal quality gain.","mapped":["C:C03","C:C07","C:C10"],"printed":false,"streams":["T:Verification & review","T:Skills & learning"],"summary":"Explores assistance during red, green and refactor steps. Human test intent and assertions remain important; suggestions can help implementation while also overproducing code or struggling with refactoring.","topics":["K:Independent verification and oracles","K:Human-agent collaboration"],"url":"https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html","volumes":[],"year":"2023-08-17"} Paul Sobocinski ["Paul Sobocinski"] COMPANION_READING_NOT_IN_BOOK F Explores assistance during red, green and refactor steps. Human test intent and assertions remain important; suggestions can help implementation while also overproducing code or struggling with refactoring. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C07", "C:C10"] Practitioner workflow report NOT_ADDED_TO_BOOK practitioner_essay TDD with GitHub Copilot Experience with a human-led workflow and an early tool generation; not evidence about fully autonomous TDD or a causal quality gain. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Verification & review 2023-08-17 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: red, green and refactoring discussions ["T:Verification & review", "T:Skills & learning"] ["K:Independent verification and oracles", "K:Human-agent collaboration"] https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F007","kind":"practitioner_essay","label":"How is GenAI different from other code generators?","limitation":"Conceptual comparison; it does not demonstrate the reliability or economic superiority of either approach.","mapped":["C:C01","C:C04","C:C05"],"printed":false,"streams":["T:Engineering structure"],"summary":"Contrasts generative assistance with model-driven development and domain-specific code generators. Examines how control and abstraction differ when generation draws on broad learned patterns rather than an explicitly designed transformation.","topics":["K:Specifications and governance","K:Architecture and modularity"],"url":"https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html","volumes":[],"year":"2023-09-19"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Contrasts generative assistance with model-driven development and domain-specific code generators. Examines how control and abstraction differ when generation draws on broad learned patterns rather than an explicitly designed transformation. Dated entry on the supplied series index; article date also used where printed ["C:C01", "C:C04", "C:C05"] Conceptual argument NOT_ADDED_TO_BOOK practitioner_essay How is GenAI different from other code generators? Conceptual comparison; it does not demonstrate the reliability or economic superiority of either approach. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Engineering structure 2023-09-19 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: abstraction levels and comparison with traditional generation ["T:Engineering structure"] ["K:Specifications and governance", "K:Architecture and modularity"] https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":["C:C03"],"authors":"Birgitta Böckeler","category":null,"collection":"F","historical_v12_actual":[],"historical_v12_printed":false,"id":"F008","kind":"practitioner_essay","label":"How to tackle unreliability of coding assistants","limitation":"Personal heuristics rather than calibrated reliability estimates; informal numerical intuitions are not treated as measured rates.","mapped":["C:C03","C:C07","C:C08","C:C13"],"printed":true,"streams":["T:Verification & review","T:What agents can do"],"summary":"Frames confidence in assistance around feedback, the developer’s ability to check an answer and the consequences of error. Proposes timeboxing unproductive assistance and retaining responsibility for the result.","topics":["K:Agent failure and escalation","K:Independent verification and oracles","K:Automation bias and trust"],"url":"https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html","volumes":[],"year":"2023-11-29"} Birgitta Böckeler ["Birgitta Böckeler"] IN_PUBLISHED_NDSE2_BIBLIOGRAPHY F Frames confidence in assistance around feedback, the developer’s ability to check an answer and the consequences of error. Proposes timeboxing unproductive assistance and retaining responsibility for the result. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C07", "C:C08", "C:C13"] Practitioner guidance NOT_ADDED_TO_BOOK false practitioner_essay How to tackle unreliability of coding assistants Personal heuristics rather than calibrated reliability estimates; informal numerical intuitions are not treated as measured rates. Independent editorial mapping, not classification by the article authors or SE@PoliMi ["C:C03"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true true FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Verification & review 2023-11-29 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: confidence, timeboxing and assistant persona ["T:Verification & review", "T:What agents can do"] ["K:Agent failure and escalation", "K:Independent verification and oracles", "K:Automation bias and trust"] https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F009","kind":"practitioner_essay","label":"Onboarding to a 'legacy' codebase with the help of AI","limitation":"One exploratory onboarding attempt; no measured reduction in onboarding time or demonstrated long-term comprehension.","mapped":["C:C05","C:C09","C:C10"],"printed":false,"streams":["T:System knowledge & memory","T:Skills & learning"],"summary":"Recounts work on an unfamiliar Bahmni/OpenMRS issue. AI helped with terminology and code navigation, but environment setup, fixtures and mocking remained obstacles, and the issue was not solved in the attempt.","topics":["K:Onboarding and developer fluency","K:System understanding and rationale"],"url":"https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html","volumes":[],"year":"2024-08-15"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Recounts work on an unfamiliar Bahmni/OpenMRS issue. AI helped with terminology and code navigation, but environment setup, fixtures and mocking remained obstacles, and the issue was not solved in the attempt. Dated entry on the supplied series index; article date also used where printed ["C:C05", "C:C09", "C:C10"] Exploratory case report NOT_ADDED_TO_BOOK practitioner_essay Onboarding to a 'legacy' codebase with the help of AI One exploratory onboarding attempt; no measured reduction in onboarding time or demonstrated long-term comprehension. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:System knowledge & memory 2024-08-15 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: issue exploration, code search, environment and testing attempts ["T:System knowledge & memory", "T:Skills & learning"] ["K:Onboarding and developer fluency", "K:System understanding and rationale"] https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F010","kind":"practitioner_essay","label":"Building an AI agent application to migrate a tech stack","limitation":"A bounded migration experiment with substantial failures; not proof of reliable autonomous migration across a codebase.","mapped":["C:C03","C:C05","C:C07","C:C09"],"printed":false,"streams":["T:What agents can do","T:Code quality & security","T:System knowledge & memory"],"summary":"Builds a tool-using agent to migrate tests from Enzyme to React Testing Library. The account exposes file-editing, test-feedback and context-management problems alongside successful transformations.","topics":["K:Agent failure and escalation","K:Long-running agent execution","K:Independent verification and oracles"],"url":"https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html","volumes":[],"year":"2024-08-20"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Builds a tool-using agent to migrate tests from Enzyme to React Testing Library. The account exposes file-editing, test-feedback and context-management problems alongside successful transformations. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C05", "C:C07", "C:C09"] Exploratory implementation experiment NOT_ADDED_TO_BOOK practitioner_essay Building an AI agent application to migrate a tech stack A bounded migration experiment with substantial failures; not proof of reliable autonomous migration across a codebase. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:What agents can do 2024-08-20 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: manually solved baseline, agent setup and migration observations ["T:What agents can do", "T:Code quality & security", "T:System knowledge & memory"] ["K:Agent failure and escalation", "K:Long-running agent execution", "K:Independent verification and oracles"] https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F011","kind":"practitioner_essay","label":"Expanding the solution size with multi-file editing","limitation":"A tool-use snapshot and qualitative experience; no comparative defect rate or current feature guarantee.","mapped":["C:C03","C:C05","C:C08"],"printed":false,"streams":["T:Code quality & security","T:Verification & review","T:What agents can do"],"summary":"Examines how multi-file edits enlarge the unit of AI-assisted work. Larger suggestions create new checking demands, including unrelated changes, and motivate layered feedback and comprehensible module boundaries.","topics":["K:Architecture and modularity","K:Review capacity and maintainers","K:Developer workflow and adoption"],"url":"https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html","volumes":[],"year":"2024-11-19"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Examines how multi-file edits enlarge the unit of AI-assisted work. Larger suggestions create new checking demands, including unrelated changes, and motivate layered feedback and comprehensible module boundaries. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C05", "C:C08"] Practitioner tool exploration NOT_ADDED_TO_BOOK practitioner_essay Expanding the solution size with multi-file editing A tool-use snapshot and qualitative experience; no comparative defect rate or current feature guarantee. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Code quality & security 2024-11-19 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: multi-file mode, feedback loops and implications of larger changes ["T:Code quality & security", "T:Verification & review", "T:What agents can do"] ["K:Architecture and modularity", "K:Review capacity and maintainers", "K:Developer workflow and adoption"] https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F012","kind":"practitioner_essay","label":"What role does LLM reasoning play for software tasks?","limitation":"Tentative analysis from February 2025, not a current model-feature comparison or evidence that reasoning always helps or harms coding.","mapped":["C:C03","C:C09"],"printed":false,"streams":["T:What agents can do","T:System knowledge & memory"],"summary":"Questions where model reasoning adds value to coding tasks compared with supplying repository context and useful tool feedback. Considers debugging and planning as possible settings for investigation.","topics":["K:Evaluation methodology and baselines","K:Agent context and persistent memory"],"url":"https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html","volumes":[],"year":"2025-02-18"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Questions where model reasoning adds value to coding tasks compared with supplying repository context and useful tool feedback. Considers debugging and planning as possible settings for investigation. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C09"] Conceptual analysis NOT_ADDED_TO_BOOK practitioner_essay What role does LLM reasoning play for software tasks? Tentative analysis from February 2025, not a current model-feature comparison or evidence that reasoning always helps or harms coding. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:What agents can do 2025-02-18 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: reasoning models, software tasks and contextual/tool feedback ["T:What agents can do", "T:System knowledge & memory"] ["K:Evaluation methodology and baselines", "K:Agent context and persistent memory"] https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":["C:C10"],"authors":"Birgitta Böckeler","category":null,"collection":"F","historical_v12_actual":[],"historical_v12_printed":false,"id":"F013","kind":"practitioner_essay","label":"The role of developer skills in agentic coding","limitation":"Experience-based examples, not a measured skills intervention or a forecast of developer employment.","mapped":["C:C01","C:C05","C:C10","C:C11"],"printed":true,"streams":["T:Skills & learning","T:Code quality & security","T:Engineering structure"],"summary":"Uses agent missteps to explain why decomposition, debugging, design judgment and checking remain valuable. Separates immediate completion from team iteration and the lifetime of the codebase.","topics":["K:Skills formation and teaching","K:Technical debt and complexity","K:Human-agent collaboration"],"url":"https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html","volumes":[],"year":"2025-03-25"} Birgitta Böckeler ["Birgitta Böckeler"] IN_PUBLISHED_NDSE2_BIBLIOGRAPHY F Uses agent missteps to explain why decomposition, debugging, design judgment and checking remain valuable. Separates immediate completion from team iteration and the lifetime of the codebase. Dated entry on the supplied series index; article date also used where printed ["C:C01", "C:C05", "C:C10", "C:C11"] Practitioner analysis NOT_ADDED_TO_BOOK false practitioner_essay The role of developer skills in agentic coding Experience-based examples, not a measured skills intervention or a forecast of developer employment. Independent editorial mapping, not classification by the article authors or SE@PoliMi ["C:C10"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true true FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Skills & learning 2025-03-25 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives ["T:Skills & learning", "T:Code quality & security", "T:Engineering structure"] ["K:Skills formation and teaching", "K:Technical debt and complexity", "K:Human-agent collaboration"] https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Unmesh Joshi","category":null,"collection":"F","id":"F014","kind":"practitioner_essay","label":"Guiding an LLM for Robust Java ByteBuffer Code","limitation":"An illustrative dialogue; removing position mutation does not by itself establish thread safety or general performance.","mapped":["C:C05","C:C07","C:C10"],"printed":false,"streams":["T:Code quality & security","T:Verification & review"],"summary":"Follows a developer–LLM dialogue about Java ByteBuffer header access. The engineer uncovers problems with mutable buffer position and guides the design toward clearer access and encapsulation.","topics":["K:Architecture and modularity","K:Independent verification and oracles","K:System understanding and rationale"],"url":"https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html","volumes":[],"year":"2025-04-17"} Unmesh Joshi ["Unmesh Joshi"] COMPANION_READING_NOT_IN_BOOK F Follows a developer–LLM dialogue about Java ByteBuffer header access. The engineer uncovers problems with mutable buffer position and guides the design toward clearer access and encapsulation. Dated entry on the supplied series index; article date also used where printed ["C:C05", "C:C07", "C:C10"] Worked programming example NOT_ADDED_TO_BOOK practitioner_essay Guiding an LLM for Robust Java ByteBuffer Code An illustrative dialogue; removing position mutation does not by itself establish thread safety or general performance. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Code quality & security 2025-04-17 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: header reading, position side effects and absolute access ["T:Code quality & security", "T:Verification & review"] ["K:Architecture and modularity", "K:Independent verification and oracles", "K:System understanding and rationale"] https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Unmesh Joshi","category":null,"collection":"F","id":"F015","kind":"practitioner_essay","label":"Building TMT Mirror Visualization with LLM: A Step-by-Step Journey","limitation":"A personal prototype-building account; neither retained learning nor broader productivity was evaluated.","mapped":["C:C03","C:C04","C:C10"],"printed":false,"streams":["T:Skills & learning","T:What agents can do"],"summary":"Describes building a telescope-mirror visualization with unfamiliar tools. Small geometric steps, visual checks and domain knowledge guide successive changes while the developer learns the implementation approach.","topics":["K:Skills formation and teaching","K:Human-agent collaboration","K:Developer workflow and adoption"],"url":"https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html","volumes":[],"year":"2025-04-30"} Unmesh Joshi ["Unmesh Joshi"] COMPANION_READING_NOT_IN_BOOK F Describes building a telescope-mirror visualization with unfamiliar tools. Small geometric steps, visual checks and domain knowledge guide successive changes while the developer learns the implementation approach. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C04", "C:C10"] Exploratory learning case NOT_ADDED_TO_BOOK practitioner_essay Building TMT Mirror Visualization with LLM: A Step-by-Step Journey A personal prototype-building account; neither retained learning nor broader productivity was evaluated. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Skills & learning 2025-04-30 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: initial visualization, hexagon geometry and iterative refinement ["T:Skills & learning", "T:What agents can do"] ["K:Skills formation and teaching", "K:Human-agent collaboration", "K:Developer workflow and adoption"] https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":["C:C06"],"authors":"Jim Gumbley; Lilly Ryan","category":null,"collection":"F","historical_v12_actual":[],"historical_v12_printed":false,"id":"F016","kind":"practitioner_essay","label":"Coding Assistants Threaten the Software Supply Chain","limitation":"Security analysis rather than an attack-incidence study. Protocol and tool details belong to the May 2025 publication context.","mapped":["C:C03","C:C06"],"printed":true,"streams":["T:Code quality & security","T:Engineering structure"],"summary":"Analyzes the attack surface created when coding assistants consume project instructions and invoke tools with developer privileges. Discusses poisoned context, dependency risks and boundaries around execution.","topics":["K:Prompt injection and malicious tools","K:Dependencies and agent supply chain"],"url":"https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html","volumes":[],"year":"2025-05-13"} Jim Gumbley; Lilly Ryan ["Jim Gumbley", "Lilly Ryan"] IN_PUBLISHED_NDSE2_BIBLIOGRAPHY F Analyzes the attack surface created when coding assistants consume project instructions and invoke tools with developer privileges. Discusses poisoned context, dependency risks and boundaries around execution. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C06"] Threat analysis NOT_ADDED_TO_BOOK false practitioner_essay Coding Assistants Threaten the Software Supply Chain Security analysis rather than an attack-incidence study. Protocol and tool details belong to the May 2025 publication context. Independent editorial mapping, not classification by the article authors or SE@PoliMi ["C:C06"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true true FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Code quality & security 2025-05-13 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: assistant inputs, tools, supply-chain exposure and defenses ["T:Code quality & security", "T:Engineering structure"] ["K:Prompt injection and malicious tools", "K:Dependencies and agent supply chain"] https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Unmesh Joshi","category":null,"collection":"F","id":"F017","kind":"practitioner_essay","label":"Building Custom Tooling with LLMs","limitation":"One custom-tooling case; lower perceived effort is not a controlled productivity estimate.","mapped":["C:C03","C:C05","C:C09","C:C10"],"printed":false,"streams":["T:Code quality & security","T:Productivity","T:System knowledge & memory"],"summary":"Recounts extending PlantUML with custom visualization tooling. The developer uses generation and feedback to build the tool, while shaping abstractions and keeping the resulting code understandable and maintainable.","topics":["K:Architecture and modularity","K:System understanding and rationale","K:Developer workflow and adoption"],"url":"https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html","volumes":[],"year":"2025-05-14"} Unmesh Joshi ["Unmesh Joshi"] COMPANION_READING_NOT_IN_BOOK F Recounts extending PlantUML with custom visualization tooling. The developer uses generation and feedback to build the tool, while shaping abstractions and keeping the resulting code understandable and maintainable. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C05", "C:C09", "C:C10"] Practitioner implementation case NOT_ADDED_TO_BOOK practitioner_essay Building Custom Tooling with LLMs One custom-tooling case; lower perceived effort is not a controlled productivity estimate. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Code quality & security 2025-05-14 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: PlantUML extension, implementation iterations and code habitability ["T:Code quality & security", "T:Productivity", "T:System knowledge & memory"] ["K:Architecture and modularity", "K:System understanding and rationale", "K:Developer workflow and adoption"] https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F018","kind":"practitioner_essay","label":"Autonomous coding agents: A Codex example","limitation":"A small dated tool experiment; not a model ranking or a general estimate of autonomous success.","mapped":["C:C03","C:C05","C:C07","C:C09"],"printed":false,"streams":["T:What agents can do","T:Verification & review"],"summary":"Inspects a background agent making a small Haiven change. The execution trace reveals code-search behavior, missing executable checks and inconsistent reuse across attempts, distinguishing unattended execution from accepted work.","topics":["K:Agent failure and escalation","K:Code reuse and duplication","K:Independent verification and oracles"],"url":"https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html","volumes":[],"year":"2025-06-04"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Inspects a background agent making a small Haiven change. The execution trace reveals code-search behavior, missing executable checks and inconsistent reuse across attempts, distinguishing unattended execution from accepted work. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C05", "C:C07", "C:C09"] Exploratory agent case NOT_ADDED_TO_BOOK practitioner_essay Autonomous coding agents: A Codex example A small dated tool experiment; not a model ranking or a general estimate of autonomous success. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:What agents can do 2025-06-04 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: supervised/background distinction, task trace and repeated attempts ["T:What agents can do", "T:Verification & review"] ["K:Agent failure and escalation", "K:Code reuse and duplication", "K:Independent verification and oracles"] https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F019","kind":"practitioner_essay","label":"I still care about the code","limitation":"A professional position, not a calibrated threshold for how much review every change requires.","mapped":["C:C01","C:C05","C:C08","C:C13"],"printed":false,"streams":["T:Verification & review","T:Code quality & security"],"summary":"Argues that responsibility for operational software still requires understanding code and its risks. Contrasts probabilistic generation with designed language translation and relates oversight to possible error consequences.","topics":["K:Automation bias and trust","K:System understanding and rationale","K:Ownership and knowledge transfer"],"url":"https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html","volumes":[],"year":"2025-07-09"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Argues that responsibility for operational software still requires understanding code and its risks. Contrasts probabilistic generation with designed language translation and relates oversight to possible error consequences. Dated entry on the supplied series index; article date also used where printed ["C:C01", "C:C05", "C:C08", "C:C13"] Conceptual argument NOT_ADDED_TO_BOOK practitioner_essay I still care about the code A professional position, not a calibrated threshold for how much review every change requires. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Verification & review 2025-07-09 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: operational responsibility and comparison with compilers ["T:Verification & review", "T:Code quality & security"] ["K:Automation bias and trust", "K:System understanding and rationale", "K:Ownership and knowledge transfer"] https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Matteo Vaccari","category":null,"collection":"F","id":"F020","kind":"practitioner_essay","label":"Partner with the AI, throw away the code","limitation":"A single client case; code-acceptance rate is questioned, but a general AI-caused productivity gain is not measured.","mapped":["C:C02","C:C05","C:C10","C:C12"],"printed":false,"streams":["T:Productivity","T:Skills & learning","T:Economics"],"summary":"In a Go/MySQL performance investigation, generated helpers, experiments and unsuccessful rewrites helped the developer understand the problem before rewriting the core solution. Useful assistance can therefore leave little accepted generated code.","topics":["K:Output versus shipped value","K:Evaluation methodology and baselines","K:System understanding and rationale"],"url":"https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html","volumes":[],"year":"2025-07-31"} Matteo Vaccari ["Matteo Vaccari"] COMPANION_READING_NOT_IN_BOOK F In a Go/MySQL performance investigation, generated helpers, experiments and unsuccessful rewrites helped the developer understand the problem before rewriting the core solution. Useful assistance can therefore leave little accepted generated code. Dated entry on the supplied series index; article date also used where printed ["C:C02", "C:C05", "C:C10", "C:C12"] Practitioner case report NOT_ADDED_TO_BOOK practitioner_essay Partner with the AI, throw away the code A single client case; code-acceptance rate is questioned, but a general AI-caused productivity gain is not measured. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Productivity 2025-07-31 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: diagnosis, experiments, discarded proposals and final rewrite ["T:Productivity", "T:Skills & learning", "T:Economics"] ["K:Output versus shipped value", "K:Evaluation methodology and baselines", "K:System understanding and rationale"] https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F021","kind":"practitioner_essay","label":"To vibe or not to vibe","limitation":"A qualitative risk heuristic and personal experience; not a statistically calibrated risk model.","mapped":["C:C01","C:C08","C:C13"],"printed":false,"streams":["T:Verification & review","T:Engineering structure"],"summary":"Describes decisions about oversight using the chance of an error, its impact and the ability to detect it. The examples favor situation-dependent attention over a single rule for all generated code.","topics":["K:Automation bias and trust","K:Human-agent collaboration"],"url":"https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html","volumes":[],"year":"2025-09-23"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Describes decisions about oversight using the chance of an error, its impact and the ability to detect it. The examples favor situation-dependent attention over a single rule for all generated code. Dated entry on the supplied series index; article date also used where printed ["C:C01", "C:C08", "C:C13"] Practitioner decision heuristic NOT_ADDED_TO_BOOK practitioner_essay To vibe or not to vibe A qualitative risk heuristic and personal experience; not a statistically calibrated risk model. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Verification & review 2025-09-23 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: risk factors and situational review decisions ["T:Verification & review", "T:Engineering structure"] ["K:Automation bias and trust", "K:Human-agent collaboration"] https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F022","kind":"practitioner_essay","label":"Anchoring AI to a reference application","limitation":"A small reference-update example; consistency and maintainability at organizational scale remain untested.","mapped":["C:C04","C:C05","C:C09"],"printed":false,"streams":["T:System knowledge & memory","T:Code quality & security","T:Engineering structure"],"summary":"Explores using a runnable reference application to guide changes across services. A scoped comparison and a reviewed change report precede implementation, raising a choice between AI-based propagation and deterministic transformations.","topics":["K:Architecture and modularity","K:Agent context and persistent memory","K:Specifications and governance"],"url":"https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html","volumes":[],"year":"2025-09-25"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Explores using a runnable reference application to guide changes across services. A scoped comparison and a reviewed change report precede implementation, raising a choice between AI-based propagation and deterministic transformations. Dated entry on the supplied series index; article date also used where printed ["C:C04", "C:C05", "C:C09"] Exploratory workflow example NOT_ADDED_TO_BOOK practitioner_essay Anchoring AI to a reference application A small reference-update example; consistency and maintainability at organizational scale remain untested. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:System knowledge & memory 2025-09-25 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: reference application, differences, report and update workflow ["T:System knowledge & memory", "T:Code quality & security", "T:Engineering structure"] ["K:Architecture and modularity", "K:Agent context and persistent memory", "K:Specifications and governance"] https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":["C:C04"],"authors":"Birgitta Böckeler","category":null,"collection":"F","historical_v12_actual":[],"historical_v12_printed":false,"id":"F023","kind":"practitioner_essay","label":"Understanding Spec-Driven-Development: Kiro, spec-kit, and Tessl","limitation":"A dated exploratory comparison, not controlled evidence for SDD effectiveness. The author’s questions about specification overhead and source-of-truth claims are retained.","mapped":["C:C04","C:C09","C:C11","C:C13"],"printed":true,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"Distinguishes spec-first, spec-anchored and spec-as-source approaches through three tool explorations. Examines persistent specifications, task sizing, brownfield fit, instruction following and documentation overhead.","topics":["K:Specifications and governance","K:Developer workflow and adoption","K:Agent context and persistent memory"],"url":"https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html","volumes":[],"year":"2025-10-15"} Birgitta Böckeler ["Birgitta Böckeler"] IN_PUBLISHED_NDSE2_BIBLIOGRAPHY F Distinguishes spec-first, spec-anchored and spec-as-source approaches through three tool explorations. Examines persistent specifications, task sizing, brownfield fit, instruction following and documentation overhead. Dated entry on the supplied series index; article date also used where printed ["C:C04", "C:C09", "C:C11", "C:C13"] Practitioner comparative exploration NOT_ADDED_TO_BOOK false practitioner_essay Understanding Spec-Driven-Development: Kiro, spec-kit, and Tessl A dated exploratory comparison, not controlled evidence for SDD effectiveness. The author’s questions about specification overhead and source-of-truth claims are retained. Independent editorial mapping, not classification by the article authors or SE@PoliMi ["C:C04"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true true FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Engineering structure 2025-10-15 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections ["T:Engineering structure", "T:System knowledge & memory"] ["K:Specifications and governance", "K:Developer workflow and adoption", "K:Agent context and persistent memory"] https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":["C:C05"],"authors":"Erik Doernenburg","category":null,"collection":"F","historical_v12_actual":[],"historical_v12_printed":false,"id":"F024","kind":"practitioner_essay","label":"Assessing internal quality while coding with an agent","limitation":"The author presents an anecdote, not a study; observations do not establish a population-level quality effect.","mapped":["C:C05","C:C07","C:C08"],"printed":true,"streams":["T:Code quality & security","T:Verification & review"],"summary":"Uses a CCMenu feature change to inspect internal quality. A fix that compiles can still erode the intended type model, introduce duplication or add unnecessary mechanisms; expert examination exposes those differences.","topics":["K:Technical debt and complexity","K:Code reuse and duplication","K:Architecture and modularity"],"url":"https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html","volumes":[],"year":"2026-01-27"} Erik Doernenburg ["Erik Doernenburg"] IN_PUBLISHED_NDSE2_BIBLIOGRAPHY F Uses a CCMenu feature change to inspect internal quality. A fix that compiles can still erode the intended type model, introduce duplication or add unnecessary mechanisms; expert examination exposes those differences. Dated entry on the supplied series index; article date also used where printed ["C:C05", "C:C07", "C:C08"] Practitioner code-review case NOT_ADDED_TO_BOOK false practitioner_essay Assessing internal quality while coding with an agent The author presents an anecdote, not a study; observations do not establish a population-level quality effect. Independent editorial mapping, not classification by the article authors or SE@PoliMi ["C:C05"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true true FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Code quality & security 2026-01-27 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: GitLab support, optional values, duplication and cache behavior ["T:Code quality & security", "T:Verification & review"] ["K:Technical debt and complexity", "K:Code reuse and duplication", "K:Architecture and modularity"] https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":["C:C09"],"authors":"Birgitta Böckeler","category":null,"collection":"F","historical_v12_actual":[],"historical_v12_printed":false,"id":"F025","kind":"practitioner_essay","label":"Context Engineering for Coding Agents","limitation":"Feature and practice snapshot, not proof of effectiveness or enforcement. Adding more configuration can produce contradictions or an illusion of control.","mapped":["C:C03","C:C09","C:C13"],"printed":true,"streams":["T:System knowledge & memory","T:Engineering structure"],"summary":"Organizes context features by who invokes them: a person, the model or agent software. Discusses rules, skills, subagents, external context and hooks as parts of the developer experience.","topics":["K:Agent context and persistent memory","K:Developer workflow and adoption","K:Specifications and governance"],"url":"https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html","volumes":[],"year":"2026-02-05"} Birgitta Böckeler ["Birgitta Böckeler"] IN_PUBLISHED_NDSE2_BIBLIOGRAPHY F Organizes context features by who invokes them: a person, the model or agent software. Discusses rules, skills, subagents, external context and hooks as parts of the developer experience. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C09", "C:C13"] Practitioner technical taxonomy NOT_ADDED_TO_BOOK false practitioner_essay Context Engineering for Coding Agents Feature and practice snapshot, not proof of effectiveness or enforcement. Adding more configuration can produce contradictions or an illusion of control. Independent editorial mapping, not classification by the article authors or SE@PoliMi ["C:C09"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true true FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:System knowledge & memory 2026-02-05 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: trigger-based feature overview and context configuration ["T:System knowledge & memory", "T:Engineering structure"] ["K:Agent context and persistent memory", "K:Developer workflow and adoption", "K:Specifications and governance"] https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":["C:C13"],"authors":"Birgitta Böckeler","category":null,"collection":"F","historical_v12_actual":[],"historical_v12_printed":false,"id":"F026","kind":"practitioner_essay","label":"Harness Engineering - first thoughts","limitation":"A reaction to another organization’s account, not an independent experiment. The author explicitly notes a gap in the reported functional verification.","mapped":["C:C03","C:C05","C:C07","C:C11","C:C13"],"printed":true,"streams":["T:Engineering structure","T:Code quality & security"],"summary":"Interprets a reported harness through context, architectural constraints and codebase maintenance. Raises questions about reusable harnesses, constrained topologies and the effort of retrofitting existing systems.","topics":["K:Architecture and modularity","K:Independent verification and oracles","K:Long-running agent execution"],"url":"https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html","volumes":[],"year":"2026-02-17"} Birgitta Böckeler ["Birgitta Böckeler"] IN_PUBLISHED_NDSE2_BIBLIOGRAPHY F Interprets a reported harness through context, architectural constraints and codebase maintenance. Raises questions about reusable harnesses, constrained topologies and the effort of retrofitting existing systems. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C05", "C:C07", "C:C11", "C:C13"] Interpretive practitioner commentary NOT_ADDED_TO_BOOK false practitioner_essay Harness Engineering - first thoughts 2026-04-02 Harness engineering for coding agent users https://martinfowler.com/articles/harness-engineering.html A reaction to another organization’s account, not an independent experiment. The author explicitly notes a gap in the reported functional verification. Independent editorial mapping, not classification by the article authors or SE@PoliMi ["C:C13"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true true FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Engineering structure 2026-02-17 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts The later primary article explicitly supersedes this 17 February memo. Direct retrieval still exposes the historical memo with a pointer to the expansion; an HTTP redirect was not established. EARLIER_MEMO_SUPERSEDED_BY_EXPANDED_ARTICLE ["T:Engineering structure", "T:Code quality & security"] 2026-10-18 ["K:Architecture and modularity", "K:Independent verification and oracles", "K:Long-running agent execution"] https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":["C:C11"],"authors":"Kief Morris","category":null,"collection":"F","historical_v12_actual":[],"historical_v12_printed":false,"id":"F027","kind":"practitioner_essay","label":"Humans and Agents in Software Engineering Loops","limitation":"A conceptual operating model. Its proposed agentic improvement flywheel is not a demonstrated organizational or reliability result.","mapped":["C:C01","C:C03","C:C11","C:C13"],"printed":true,"streams":["T:Engineering structure","T:Jobs & roles"],"summary":"Distinguishes the why loop that pursues outcomes from nested how loops that build software. Proposes human work on the loop: improving guidance, checks and workflow rather than only editing individual outputs.","topics":["K:Human-agent collaboration","K:Long-running agent execution","K:Specifications and governance"],"url":"https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html","volumes":[],"year":"2026-03-04"} Kief Morris ["Kief Morris"] IN_PUBLISHED_NDSE2_BIBLIOGRAPHY F Distinguishes the why loop that pursues outcomes from nested how loops that build software. Proposes human work on the loop: improving guidance, checks and workflow rather than only editing individual outputs. Dated entry on the supplied series index; article date also used where printed ["C:C01", "C:C03", "C:C11", "C:C13"] Conceptual operating model NOT_ADDED_TO_BOOK false practitioner_essay Humans and Agents in Software Engineering Loops A conceptual operating model. Its proposed agentic improvement flywheel is not a demonstrated organizational or reliability result. Independent editorial mapping, not classification by the article authors or SE@PoliMi ["C:C11"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true true FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Engineering structure 2026-03-04 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Body: why/how loops; humans outside, in and on the loop; flywheel ["T:Engineering structure", "T:Jobs & roles"] ["K:Human-agent collaboration", "K:Long-running agent execution", "K:Specifications and governance"] https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F028","kind":"practitioner_essay","label":"Viability of local models for coding","limitation":"A personal hardware/tool snapshot. Explanations for observed configuration differences are hypotheses; code quality was not systematically evaluated.","mapped":["C:C03","C:C09","C:C12"],"printed":false,"streams":["T:What agents can do","T:Economics","T:System knowledge & memory"],"summary":"Frames local agentic coding as a combined hardware, model, runtime, context and tool-calling problem. The account separates being able to run a model from obtaining usable results.","topics":["K:Agent context and persistent memory","K:Economic costs and return","K:Evaluation methodology and baselines"],"url":"https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html","volumes":[],"year":"2026-07-07"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Frames local agentic coding as a combined hardware, model, runtime, context and tool-calling problem. The account separates being able to run a model from obtaining usable results. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C09", "C:C12"] Practitioner configuration exploration NOT_ADDED_TO_BOOK practitioner_essay Viability of local models for coding A personal hardware/tool snapshot. Explanations for observed configuration differences are hypotheses; code quality was not systematically evaluated. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:What agents can do 2026-07-07 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Scope; factors influencing viability; context size and harness; conclusions ["T:What agents can do", "T:Economics", "T:System knowledge & memory"] ["K:Agent context and persistent memory", "K:Economic costs and return", "K:Evaluation methodology and baselines"] https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","id":"F029","kind":"practitioner_essay","label":"Experiences with local models for coding","limitation":"Two principal JavaScript/TypeScript tasks and small uneven repeat counts; one-shot automated trials differ from interactive work and do not establish a general ranking.","mapped":["C:C02","C:C03","C:C09","C:C12"],"printed":false,"streams":["T:What agents can do","T:Productivity","T:System knowledge & memory"],"summary":"Presents a viability funnel and compares manual trials, a small automated evaluation and everyday local-model use. Outcome sensitivity to task, context and configuration makes simple capability claims difficult.","topics":["K:Benchmarks and construct validity","K:Evaluation methodology and baselines","K:Agent context and persistent memory"],"url":"https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html","volumes":[],"year":"2026-07-08"} Birgitta Böckeler ["Birgitta Böckeler"] COMPANION_READING_NOT_IN_BOOK F Presents a viability funnel and compares manual trials, a small automated evaluation and everyday local-model use. Outcome sensitivity to task, context and configuration makes simple capability claims difficult. Dated entry on the supplied series index; article date also used where printed ["C:C02", "C:C03", "C:C09", "C:C12"] Exploratory task evaluation NOT_ADDED_TO_BOOK practitioner_essay Experiences with local models for coding Two principal JavaScript/TypeScript tasks and small uneven repeat counts; one-shot automated trials differ from interactive work and do not establish a general ranking. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:What agents can do 2026-07-08 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Viability funnel; two task descriptions; manual/automated phases; day-to-day use ["T:What agents can do", "T:Productivity", "T:System knowledge & memory"] ["K:Benchmarks and construct validity", "K:Evaluation methodology and baselines", "K:Agent context and persistent memory"] https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Giles Edwards-Alexander","category":null,"collection":"F","historical_v12_printed":false,"id":"F030","kind":"practitioner_essay","label":"The Economic Benefit of Refactoring","limitation":"One application and change, approximate token counting and incomplete refactoring-cost accounting; this does not establish general ROI or savings for every future task.","mapped":["C:C02","C:C05","C:C12"],"printed":true,"streams":["T:Economics","T:Code quality & security"],"summary":"Repeats one representative change as a large Rust data-access module is refactored. Estimated input-token use falls after decomposition permits more selective code reading, connecting architecture to inference work.","topics":["K:Economic costs and return","K:Architecture and modularity","K:Code reuse and duplication"],"url":"https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html","volumes":[],"year":"2026-07-30"} Giles Edwards-Alexander ["Giles Edwards-Alexander"] IN_PUBLISHED_NDSE2_BIBLIOGRAPHY F Repeats one representative change as a large Rust data-access module is refactored. Estimated input-token use falls after decomposition permits more selective code reading, connecting architecture to inference work. Dated entry on the supplied series index; article date also used where printed ["C:C02", "C:C05", "C:C12"] Exploratory refactoring experiment NOT_ADDED_TO_BOOK practitioner_essay The Economic Benefit of Refactoring One application and change, approximate token counting and incomplete refactoring-cost accounting; this does not establish general ROI or savings for every future task. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Economics 2026-07-30 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Experiment in refactoring; results table; notes on process; further work ["T:Economics", "T:Code quality & security"] ["K:Economic costs and return", "K:Architecture and modularity", "K:Code reuse and duplication"] https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Birgitta Böckeler","category":null,"collection":"F","historical_v12_printed":false,"id":"F031","kind":"practitioner_essay","label":"TDD inside the agent loop - theater or actual value?","limitation":"Small greenfield tasks, imperfect adherence and an LLM-defined quality rubric. Reported aggregate tokens include cache rereads and are not equivalent to billed cost; no universal conclusion about human-led TDD follows.","mapped":["C:C03","C:C07","C:C12","C:C13"],"printed":true,"streams":["T:Verification & review","T:Economics"],"summary":"Separates human-authored tests, a human review checkpoint and TDD entirely inside an agent loop. The small exploratory comparison found no clear advantage for fully internal TDD in model-judged quality or mutation scores.","topics":["K:Independent verification and oracles","K:Evaluation methodology and baselines","K:Economic costs and return"],"url":"https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html","volumes":[],"year":"2026-08-10"} Birgitta Böckeler ["Birgitta Böckeler"] IN_PUBLISHED_NDSE2_BIBLIOGRAPHY F Separates human-authored tests, a human review checkpoint and TDD entirely inside an agent loop. The small exploratory comparison found no clear advantage for fully internal TDD in model-judged quality or mutation scores. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C07", "C:C12", "C:C13"] Small exploratory agent evaluation NOT_ADDED_TO_BOOK practitioner_essay TDD inside the agent loop - theater or actual value? Small greenfield tasks, imperfect adherence and an LLM-defined quality rubric. Reported aggregate tokens include cache rereads and are not equivalent to billed cost; no universal conclusion about human-led TDD follows. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Verification & review 2026-08-10 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Setup; results; test-first and red-green goals; costs; conclusions ["T:Verification & review", "T:Economics"] ["K:Independent verification and oracles", "K:Evaluation methodology and baselines", "K:Economic costs and return"] https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"Giles Edwards-Alexander","category":null,"collection":"F","id":"F032","kind":"practitioner_essay","label":"An Accidental Blackboard","limitation":"A practice exercise, not a deployed airline system. The author explicitly questions reproducibility; the coordination mechanism was emergent rather than experimentally isolated.","mapped":["C:C03","C:C09","C:C11"],"printed":false,"streams":["T:Engineering structure","T:System knowledge & memory"],"summary":"In a simulated airline exercise, shared plans and frequent repository updates became an improvised coordination surface for agents. The account connects this behavior with the blackboard pattern and describes resulting CI pressure.","topics":["K:Human-agent collaboration","K:Agent context and persistent memory","K:Long-running agent execution"],"url":"https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html","volumes":[],"year":"2026-09-02"} Giles Edwards-Alexander ["Giles Edwards-Alexander"] COMPANION_READING_NOT_IN_BOOK F In a simulated airline exercise, shared plans and frequent repository updates became an improvised coordination surface for agents. The account connects this behavior with the blackboard pattern and describes resulting CI pressure. Dated entry on the supplied series index; article date also used where printed ["C:C03", "C:C09", "C:C11"] Exploratory team exercise NOT_ADDED_TO_BOOK practitioner_essay An Accidental Blackboard A practice exercise, not a deployed airline system. The author explicitly questions reproducibility; the coordination mechanism was emergent rather than experimentally isolated. Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Engineering structure 2026-09-02 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Emergent behavior; shared plans; repository as blackboard; CI trade-off ["T:Engineering structure", "T:System knowledge & memory"] ["K:Human-agent collaboration", "K:Agent context and persistent memory", "K:Long-running agent execution"] https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":["C:C12"],"authors":"Naresh Jain","category":null,"collection":"F","historical_v12_actual":[],"historical_v12_printed":false,"id":"F033","kind":"practitioner_essay","label":"Are Harnesses Worth the Cost?","limitation":"Ten paired runs per model on one unusually detailed greenfield Java brief. Guides and sensors changed together; estimated generation costs omit harness authoring, review and repairs. Final-gate-only use is proposed, not tested.","mapped":["C:C02","C:C03","C:C04","C:C07","C:C12","C:C13"],"printed":true,"streams":["T:Economics","T:Verification & review","T:Engineering structure"],"summary":"Compares development with and without a behavioral harness against a separate acceptance suite. On the selected service, the stronger model passed both conditions; a cost-optimized model passed more consistently with harness feedback, at greater per-attempt effort.","topics":["K:Economic costs and return","K:Independent verification and oracles","K:Specifications and governance"],"url":"https://martinfowler.com/articles/are-harnesses-worth-the-cost.html","volumes":[],"year":"2026-10-13"} Naresh Jain ["Naresh Jain"] IN_PUBLISHED_NDSE2_BIBLIOGRAPHY F Compares development with and without a behavioral harness against a separate acceptance suite. On the selected service, the stronger model passed both conditions; a cost-optimized model passed more consistently with harness feedback, at greater per-attempt effort. Dated entry on the supplied series index; article date also used where printed ["C:C02", "C:C03", "C:C04", "C:C07", "C:C12", "C:C13"] Small repeated-run implementation experiment NOT_ADDED_TO_BOOK false practitioner_essay Are Harnesses Worth the Cost? Ten paired runs per model on one unusually detailed greenfield Java brief. Guides and sensors changed together; estimated generation costs omit harness authoring, review and repairs. Final-gate-only use is proposed, not tested. Independent editorial mapping, not classification by the article authors or SE@PoliMi ["C:C12"] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations true true FOWLER_SERIES_ADDITIVE_OVERLAY_V12 false T:Economics 2026-10-13 martinfowler.com Exploring Generative AI https://martinfowler.com/articles/exploring-gen-ai.html 2026-10-13 false Experiment setup; independent outer evaluation; model comparisons; economics; boundaries ["T:Economics", "T:Verification & review", "T:Engineering structure"] ["K:Economic costs and return", "K:Independent verification and oracles", "K:Specifications and governance"] https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Primary article byline and selected body passages inspected; no independent execution or statistical replication {"actual":[],"authors":"","category":"contributors","collection":null,"id":"COLLECTION:MF:EXPLORING_GEN_AI","kind":"source_collection","label":"Exploring Generative AI · martinfowler.com","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Series index; not a separate empirical study. The F identifiers are assigned by this independent atlas.","topics":[],"url":"https://martinfowler.com/articles/exploring-gen-ai.html","volumes":[],"year":"2026-10-13"} 33 distinct articles linked by the supplied series hub on 2026-10-13 Birgitta Böckeler source_collection Exploring Generative AI · martinfowler.com Martin Fowler’s website Series index and credited article bylines https://martinfowler.com/articles/exploring-gen-ai.html {"actual":[],"authors":"Birgitta Böckeler","category":"contributors","collection":null,"id":"AUTHOR:MF:birgitta-b-ckeler","kind":"credited_author","label":"Birgitta Böckeler","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to the Exploring Generative AI series; not a source-quality ranking.","topics":[],"url":"https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html","volumes":[],"year":""} credited_author Birgitta Böckeler Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html {"actual":[],"authors":"Erik Doernenburg","category":"contributors","collection":null,"id":"AUTHOR:MF:erik-doernenburg","kind":"credited_author","label":"Erik Doernenburg","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to the Exploring Generative AI series; not a source-quality ranking.","topics":[],"url":"https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html","volumes":[],"year":""} credited_author Erik Doernenburg Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html {"actual":[],"authors":"Giles Edwards-Alexander","category":"contributors","collection":null,"id":"AUTHOR:MF:giles-edwards-alexander","kind":"credited_author","label":"Giles Edwards-Alexander","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to the Exploring Generative AI series; not a source-quality ranking.","topics":[],"url":"https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html","volumes":[],"year":""} credited_author Giles Edwards-Alexander Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html {"actual":[],"authors":"Jim Gumbley","category":"contributors","collection":null,"id":"AUTHOR:MF:jim-gumbley","kind":"credited_author","label":"Jim Gumbley","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to the Exploring Generative AI series; not a source-quality ranking.","topics":[],"url":"https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html","volumes":[],"year":""} credited_author Jim Gumbley Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html {"actual":[],"authors":"Kief Morris","category":"contributors","collection":null,"id":"AUTHOR:MF:kief-morris","kind":"credited_author","label":"Kief Morris","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to the Exploring Generative AI series; not a source-quality ranking.","topics":[],"url":"https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html","volumes":[],"year":""} credited_author Kief Morris Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html {"actual":[],"authors":"Lilly Ryan","category":"contributors","collection":null,"id":"AUTHOR:MF:lilly-ryan","kind":"credited_author","label":"Lilly Ryan","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to the Exploring Generative AI series; not a source-quality ranking.","topics":[],"url":"https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html","volumes":[],"year":""} credited_author Lilly Ryan Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html {"actual":[],"authors":"Matteo Vaccari","category":"contributors","collection":null,"id":"AUTHOR:MF:matteo-vaccari","kind":"credited_author","label":"Matteo Vaccari","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to the Exploring Generative AI series; not a source-quality ranking.","topics":[],"url":"https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html","volumes":[],"year":""} credited_author Matteo Vaccari Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html {"actual":[],"authors":"Naresh Jain","category":"contributors","collection":null,"id":"AUTHOR:MF:naresh-jain","kind":"credited_author","label":"Naresh Jain","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to the Exploring Generative AI series; not a source-quality ranking.","topics":[],"url":"https://martinfowler.com/articles/are-harnesses-worth-the-cost.html","volumes":[],"year":""} credited_author Naresh Jain Byline on the listed primary source pages https://martinfowler.com/articles/are-harnesses-worth-the-cost.html {"actual":[],"authors":"Paul Sobocinski","category":"contributors","collection":null,"id":"AUTHOR:MF:paul-sobocinski","kind":"credited_author","label":"Paul Sobocinski","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to the Exploring Generative AI series; not a source-quality ranking.","topics":[],"url":"https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html","volumes":[],"year":""} credited_author Paul Sobocinski Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html {"actual":[],"authors":"Unmesh Joshi","category":"contributors","collection":null,"id":"AUTHOR:MF:unmesh-joshi","kind":"credited_author","label":"Unmesh Joshi","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to the Exploring Generative AI series; not a source-quality ranking.","topics":[],"url":"https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html","volumes":[],"year":""} credited_author Unmesh Joshi Byline on the listed primary source pages https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html true 2026-10-18 {"actual":[],"authors":"Addy Osmani","category":null,"collection":"O","id":"O051","kind":"practitioner_article","label":"Agentic Verification","limitation":"Practitioner guidance, not a controlled experiment or proof of universal correctness; generated tests and oracle independence still need scrutiny.","mapped":["C:C04","C:C05","C:C07","C:C08"],"pre_reconciliation_mapped":["C:C07","C:C04","C:C05","C:C08"],"printed":false,"streams":["T:Verification & review","T:Code quality & security"],"summary":"Reliable agent work depends on executable checks: realistic user flows, explicit properties and differential comparisons, with fast feedback and human-owned success criteria.","topics":["K:Independent verification and oracles","K:Evaluation methodology and baselines","K:Specifications and governance","K:Long-running agent execution"],"url":"https://addyo.substack.com/p/agentic-verification","volumes":[],"year":"2026-10-14"} Incremental addition to frozen v12.1 catalogue; O001-O050 unchanged 2026 https://addyo.substack.com/p/agentic-verification C07 ONLINE_COMPANION_UPDATE A Practitioner essay / technical guidance (not peer-reviewed) false Full primary article read; no statistical replication performed Verification & review practitioner_article Agentic Verification Addy Osmani Practitioner guidance, not a controlled experiment or proof of universal correctness; generated tests and oracle independence still need scrutiny. Define the oracle before implementation; retain failing inputs; inspect generated tests; run heavier integration checks before release. Absent from the final published NDSE2 13.7.1 active EN/ITA source tree and loaded bibliography NOT_CITED_IN_PUBLISHED_NDSE2_13_7_1 curated practitioner article (not a research study) [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_RESEARCH true Practitioner essay / technical guidance (not peer-reviewed) yes No published-manuscript citation inferred by this source review; reconcile against final NDSE2 sources. NOT_ESTABLISHED_FROM_PUBLISHED_MANUSCRIPT false Elevate public archive and full primary article inspected 2026-10-18 2026-10-14 https://addyo.substack.com/archive Published practitioner article; online companion update Direct Editorial thematic mapping; no assertion of literal citation, causal validation or replication 2026-10-18 FULL_TEXT_REVIEWED Practitioner essay / technical guidance (not peer-reviewed) https://addyo.substack.com/p/agentic-verification Full public text https://addyo.substack.com/p/agentic-verification O051 Osmani recommends autonomous feedback loops using end-to-end checks, property-based testing and old/new behavioral comparisons. Checks should run quickly and deterministically, preserve actionable failures, and be grounded in success criteria the human owns. https://addyo.substack.com/p/agentic-verification 2026 FULL_PRIMARY_TEXT October 13 expansion on AI-assisted thinking and writing, absent from the series-only baseline. Scope expansion explicitly retained. 2026-10-18 {"actual":[],"authors":"Jim Highsmith","category":null,"collection":"F","id":"F034","kind":"practitioner_essay","label":"Practitioner Voice","limitation":"Personal experience and editorial guidance; no controlled evaluation of cognition, learning, writing quality or productivity. Do not treat the revision as a newly published October article.","mapped":["C:C09","C:C10","C:C11"],"printed":false,"streams":["T:Skills & learning","T:System knowledge & memory"],"summary":"The October revision adds practical guidance for writing from experience and using AI while keeping the writer's judgment visible. Highsmith describes cognitive assistance, contrasts different authoring choices, and connects useful prose to lived consequences, audience, storytelling and iterative editing.","topics":["K:Human cognitive load","K:Cognitive offloading and skill debt","K:Ownership and knowledge transfer"],"url":"https://martinfowler.com/articles/practitioner-voice.html","volumes":[],"year":"2026-08-19"} Jim Highsmith ["Jim Highsmith"] COMPANION_READING_NOT_IN_BOOK https://martinfowler.com/articles/practitioner-voice.html F The October revision adds practical guidance for writing from experience and using AI while keeping the writer's judgment visible. Highsmith describes cognitive assistance, contrasts different authoring choices, and connects useful prose to lived consequences, audience, storytelling and iterative editing. Primary article Significant Revisions: original publication and later expansion distinguished ["C:C09","C:C10","C:C11"] Practitioner essay and personal experience practitioner_essay Practitioner Voice 2026-10-13 Personal experience and editorial guidance; no controlled evaluation of cognition, learning, writing quality or productivity. Do not treat the revision as a newly published October article. Absent from the final published NDSE2 13.7.1 active EN/ITA source tree and loaded bibliography NOT_CITED_IN_PUBLISHED_NDSE2_13_7_1 Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SITE_EXTENSION_20261018 true false NOT_ADDED_TO_BOOK T:Skills & learning 2026-08-19 martinfowler.com false 2026-10-18 false The Craft of Practitioner Voice; How to use AI without losing your voice; Significant Revisions Adjacent martinfowler.com article; outside the original Exploring Generative AI series catalogue ["T:Skills & learning","T:System knowledge & memory"] ["K:Human cognitive load","K:Cognitive offloading and skill debt","K:Ownership and knowledge transfer"] 2026-10-13 https://martinfowler.com/articles/practitioner-voice.html Actual byline, original publication date and October 13 significant revision confirmed. No independent execution, causal evaluation or statistical replication. FULL_PRIMARY_TEXT New October 15 experience report with an explicit AI-assisted learning and engineering-tooling section, outside the original series. 2026-10-18 {"actual":[],"authors":"Kuldeep Singh","category":null,"collection":"F","id":"F035","kind":"practitioner_essay","label":"When Software Meets Hardware","limitation":"The article describes one team's practices and perceived benefits. It does not isolate AI's contribution or quantify productivity improvements. Physical-world validation remains part of the reported engineering process.","mapped":["C:C02","C:C05","C:C09","C:C10","C:C13"],"printed":false,"streams":["T:Engineering structure","T:Skills & learning","T:Productivity"],"summary":"An IoT modernization account connects physical test environments, device simulation, observability, recovery and continuous learning. The team used LLMs to explore unfamiliar areas, prototype experiments and develop engineering tools, including dashboards and migration trackers. The proposed benefit is cheaper experimentation and a shorter learning loop.","topics":["K:Onboarding and developer fluency","K:System understanding and rationale","K:Developer workflow and adoption","K:Independent verification and oracles"],"url":"https://martinfowler.com/articles/software-meets-hardware.html","volumes":[],"year":"2026-10-15"} Kuldeep Singh ["Kuldeep Singh"] COMPANION_READING_NOT_IN_BOOK https://martinfowler.com/articles/software-meets-hardware.html F An IoT modernization account connects physical test environments, device simulation, observability, recovery and continuous learning. The team used LLMs to explore unfamiliar areas, prototype experiments and develop engineering tools, including dashboards and migration trackers. The proposed benefit is cheaper experimentation and a shorter learning loop. Primary article dateline and Significant Revisions ["C:C02","C:C05","C:C09","C:C10","C:C13"] Qualitative engineering experience report practitioner_essay When Software Meets Hardware 2026-10-15 The article describes one team's practices and perceived benefits. It does not isolate AI's contribution or quantify productivity improvements. Physical-world validation remains part of the reported engineering process. Absent from the final published NDSE2 13.7.1 active EN/ITA source tree and loaded bibliography NOT_CITED_IN_PUBLISHED_NDSE2_13_7_1 Independent editorial mapping, not classification by the article authors or SE@PoliMi [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false false FOWLER_SITE_EXTENSION_20261018 true false NOT_ADDED_TO_BOOK T:Engineering structure 2026-10-15 martinfowler.com false 2026-10-18 false Experimentation environment; physical testing; Use AI to shorten the learning loop; Capture discoveries; Significant Revisions Adjacent martinfowler.com article; outside the original Exploring Generative AI series catalogue ["T:Engineering structure","T:Skills & learning","T:Productivity"] ["K:Onboarding and developer fluency","K:System understanding and rationale","K:Developer workflow and adoption","K:Independent verification and oracles"] null https://martinfowler.com/articles/software-meets-hardware.html Byline, publication history and AI-specific section inspected. No independent execution, causal evaluation or statistical replication. Public main article available; classification-bearing passages reviewed. The complete source book was not reviewed. public_text [] 2026-10-18 {"actual":[],"authors":"Gergely Orosz (introduction); Sam Newman (excerpts)","category":null,"collection":"P","id":"P124","kind":"practitioner_article","label":"Building resilient AI-powered software, and planning for when things go wrong","limitation":"Expert guidance, not a controlled experiment. Page byline: Gergely Orosz; excerpt author: Sam Newman. The complete book and underlying numerical claims were not audited. No empirical replication or independent-rater validation was performed.","mapped":["C:C05","C:C07","C:C12"],"printed":false,"streams":["T:Engineering structure","T:Verification & review","T:Economics"],"summary":"Authorized Sam Newman excerpts connect disaster recovery with model changes, provider dependence, evaluation, observability and visible AI costs.","topics":["K:Architecture and modularity","K:Independent verification and oracles","K:Dependencies and agent supply chain","K:Economic costs and return"],"url":"https://newsletter.pragmaticengineer.com/p/building-resilient-systems","volumes":[],"year":"2026-10-13"} Gergely Orosz is the displayed byline and introduction author; Sam Newman authored the explicitly credited excerpts. Gergely Orosz (introduction); Sam Newman (excerpts) Add-only update to frozen P001–P123; original records and IDs retained The editor’s closing remarks link a previous Pulse issue underlying P106; this is citation provenance, not a new duplicate Pulse record. Gergely Orosz (introduction); Sam Newman (excerpts) https://newsletter.pragmaticengineer.com/p/building-resilient-systems C05;C07;C12 Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION Sam Newman’s excerpts outline disaster recovery and resilience for AI-powered systems. not_asserted 2026-10-18 2026-10-13 NOT_PERFORMED Industry/practitioner publication — introduced guest book excerpt ADAPTED_OR_EXCERPTED_WORK Public article arguments; chapter excerpts and the editor’s closing commentary were distinguished. NO: public classification-bearing article passages reviewed; complete source book not audited Engineering structure P124 appended; P001–P123 unchanged. Sam Newman’s excerpts outline disaster recovery and resilience for AI-powered systems. practitioner_article Building resilient AI-powered software, and planning for when things go wrong Expert guidance, not a controlled experiment. Page byline: Gergely Orosz; excerpt author: Sam Newman. The complete book and underlying numerical claims were not audited. No empirical replication or independent-rater validation was performed. Newman recommends recovery planning, provider flexibility and re-evaluation after model changes; composing several vendor dependencies can itself reduce availability. Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. Absent from the final published NDSE2 13.7.1 active EN/ITA source tree and loaded bibliography NOT_CITED_IN_PUBLISHED_NDSE2_13_7_1 PROPOSED_EDITORIAL_USE_NOT_MANUSCRIPT_CITATION Editorial classification, not independent-rater or empirical validation [] Final 13.7.1 active EN/ITA source tree; index links and nocite are not chapter citations false CURATED_PRACTITIONER_NOT_PEER_REVIEWED_RESEARCH true 2026-10-13 Primary page opened; displayed date, byline and excerpt attribution inspected not_presented_as_peer_reviewed NOT_ADDED_TO_MANUSCRIPT Primary-page and official-archive update, 2026-10-18; no raw source article archive Gergely Orosz 2026-10-13 Date displayed on the primary Deepdive and official archive P075;P098;P106 SE_FOR_AI 2026-10-18 ADDED_NEW_PUBLICATION New written Deepdive after the previous 2026-10-11 cutoff; no matching canonical URL or title in P001–P123. Industry/practitioner publication — introduced guest book excerpt GENERAL_SE;AI_FOR_SE NO_PULSE_ORIGIN_IDENTIFIED https://newsletter.pragmaticengineer.com/p/building-resilient-systems introduced_guest_book_excerpt newsletter Primary metadata, attribution, recovery discussion and AI-resilience/cost passages inspected; no hidden text or complete-book audit. Deepdives https://newsletter.pragmaticengineer.com/p/building-resilient-systems true Authorized Sam Newman excerpts connect disaster recovery with model changes, provider dependence, evaluation, observability and visible AI costs. NOT_INDEPENDENTLY_AUDITED https://newsletter.pragmaticengineer.com/p/building-resilient-systems 2026 {"actual":[],"authors":"Jim Highsmith","category":"contributors","collection":null,"id":"AUTHOR:MF:jim-highsmith","kind":"credited_author","label":"Jim Highsmith","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to martinfowler.com; authorship follows the primary article byline.","topics":[],"url":"https://martinfowler.com/articles/practitioner-voice.html","volumes":[],"year":""} credited_author Jim Highsmith Primary article byline inspected 2026-10-18 https://martinfowler.com/articles/practitioner-voice.html {"actual":[],"authors":"Kuldeep Singh","category":"contributors","collection":null,"id":"AUTHOR:MF:kuldeep-singh","kind":"credited_author","label":"Kuldeep Singh","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Credited contributor to martinfowler.com; authorship follows the primary article byline.","topics":[],"url":"https://martinfowler.com/articles/software-meets-hardware.html","volumes":[],"year":""} credited_author Kuldeep Singh Primary article byline inspected 2026-10-18 https://martinfowler.com/articles/software-meets-hardware.html {"actual":[],"authors":"","category":"contributors","collection":null,"id":"COLLECTION:MF:SITE","kind":"source_collection","label":"martinfowler.com · additional AI and engineering articles","limitation":"Publisher affiliation is not evidence of empirical validity.","mapped":[],"printed":false,"streams":[],"summary":"Adjacent articles added during the 18 October 2026 refresh. These are separate from the original 33-item Exploring Generative AI series catalogue.","topics":[],"url":"https://martinfowler.com/","volumes":[],"year":"2026-10-18"} Selected adjacent AI and software-engineering articles published or materially revised after the baseline snapshot source_collection martinfowler.com · additional AI and engineering articles Martin Fowler's website Primary article bylines, dates and full text https://martinfowler.com/ B0HN9J7VZG ["https://www.amazon.com/dp/B0HN9J7VZG"] English https://www.amazon.com/dp/B0HN9J7VZG Exact Amazon.com product destination supplied by the author on 2026-10-18; product-page body was unavailable to independent retrieval. No format, price, publication date or ISBN is inferred from this URL. {"actual":[],"authors":"Enrico Papalini","category":"volumes","collection":null,"id":"PUB:NDSE2","kind":"published_book","label":"Non-Deterministic Software Engineering, Second Edition","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":[],"printed":false,"streams":[],"summary":"Published second edition: 13 chapters, with the Knowledge Atlas as its companion.","topics":[],"url":"https://www.amazon.com/dp/B0HN9J7VZG","volumes":["V06"],"year":"2026"} Enrico Papalini 13 https://popoloni.github.io/ Cover of Non-Deterministic Software Engineering, Second Edition, by Enrico Papalini. 1499 assets/books/NDSE2_cover.jpg 1000 2 published_book Non-Deterministic Software Engineering, Second Edition Author engineering synthesis and teaching material; publication is not independent empirical validation. Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. NDSE2_PUBLISHED_EDITION_20261018 Not asserted; 2026-10-18 is the confirmation date Published; confirmed by author 2026-10-18 Independently Published 13.7.1 PUBLISHED_AUTHOR_CONFIRMED Engineering Trustworthy Change in the Age of AI and Coding Agents Progettare cambiamenti affidabili nell'era dell'AI e dei coding agent Non-Deterministic Software Engineering, Second Edition Non-Deterministic Software Engineering, Seconda edizione https://www.amazon.com/dp/B0HN9J7VZG individual_book V06 2026 {"actual":[],"authors":"Enrico Papalini","category":"teaching","collection":null,"id":"EDITION:NDSE2:13.7.1","kind":"edition","label":"NDSE2 · Published source edition 13.7.1","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"Final bilingual manuscript structure and literal source use, independently reconciled to the website.","topics":[],"url":"","volumes":["V06"],"year":"2026"} 13 edition NDSE2 · Published source edition 13.7.1 NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED data/updates/ndse2_source_manifest.json 13.7.1 {"actual":["C:C01"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C01","kind":"published_book_chapter","label":"AI Changes the Unit of Software Work","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C01"],"printed":false,"streams":[],"summary":"Defines an accepted, operable change as the unit of engineering work. The approval-routing case separates business intention, implementation, verification and acceptance, showing why brownfield understanding and explicit decision rights still matter when an AI agent generates the patch.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C01 1 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter AI Changes the Unit of Software Work ["distinguere un artefatto di implementazione da una modifica accettata", "identificare le persone e le evidenze necessarie tra la richiesta e la release", "delimitare il task affidato a un assistente AI senza delegargli l'autorità sulle decisioni di business"] ["distinguish an implementation artifact from an accepted change", "name the people and evidence required between a request and release", "scope an AI assistant's task without delegating business authority"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter01.tex ITA/chapters/chapter01.tex 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca 13.7.1 Defines an accepted, operable change as the unit of engineering work. The approval-routing case separates business intention, implementation, verification and acceptance, showing why brownfield understanding and explicit decision rights still matter when an AI agent generates the patch. Definisce il cambiamento accettato e gestibile come unità del lavoro ingegneristico. Il caso di instradamento delle approvazioni distingue intenzione di business, implementazione, verifica e accettazione, mostrando il ruolo della comprensione del sistema e delle responsabilità decisionali anche quando la patch viene generata da un agent. AI Changes the Unit of Software Work L'AI cambia l'unità di lavoro della software engineering V06 {"actual":["C:C01"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S01.01","kind":"published_book_section","label":"Software engineering begins before the code","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C01 NDSE2:C01 EN/chapters/chapter01.tex ITA/chapters/chapter01.tex published_book_section ch01-software-engineering-begins-before-the-code ["ch01-software-engineering-begins-before-the-code"] section 13 14 NDSE2_PUBLISHED_EDITION_20261018 1.1 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca EN/chapters/chapter01.tex 13 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 13.7.1 false Software engineering begins before the code La software engineering comincia prima del codice {"actual":["C:C01"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S01.02","kind":"published_book_section","label":"From autocomplete to delegated execution","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C01 NDSE2:C01 EN/chapters/chapter01.tex ITA/chapters/chapter01.tex published_book_section ch01-from-autocomplete-to-delegated-execution ["ch01-from-autocomplete-to-delegated-execution"] section 29 29 NDSE2_PUBLISHED_EDITION_20261018 1.2 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca EN/chapters/chapter01.tex 29 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 13.7.1 false From autocomplete to delegated execution Dall'autocomplete all'esecuzione delegata {"actual":["C:C01"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S01.03","kind":"published_book_section","label":"The engineer's work before and after AI","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C01 NDSE2:C01 EN/chapters/chapter01.tex ITA/chapters/chapter01.tex published_book_section ch01-the-engineers-work-before-and-after-ai ["ch01-the-engineers-work-before-and-after-ai"] section 49 49 NDSE2_PUBLISHED_EDITION_20261018 1.3 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca EN/chapters/chapter01.tex 49 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 13.7.1 false The engineer's work before and after AI Il lavoro dell'ingegnere prima e dopo l'AI {"actual":["C:C01"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S01.04","kind":"published_book_section","label":"The lifecycle of a trustworthy change","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C01 NDSE2:C01 EN/chapters/chapter01.tex ITA/chapters/chapter01.tex published_book_section ch01-the-lifecycle-of-a-trustworthy-change ["ch01-the-lifecycle-of-a-trustworthy-change"] section 65 64 NDSE2_PUBLISHED_EDITION_20261018 1.4 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca EN/chapters/chapter01.tex 65 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 13.7.1 false The lifecycle of a trustworthy change Il ciclo di vita di una modifica affidabile {"actual":["C:C01"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S01.05","kind":"published_book_section","label":"The autonomy–accountability boundary","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C01 NDSE2:C01 EN/chapters/chapter01.tex ITA/chapters/chapter01.tex published_book_section ch01-the-autonomyaccountability-boundary ["ch01-the-autonomyaccountability-boundary"] section 82 80 NDSE2_PUBLISHED_EDITION_20261018 1.5 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca EN/chapters/chapter01.tex 82 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 13.7.1 false The autonomy–accountability boundary Il confine fra autonomia e accountability {"actual":["C:C01"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S01.06","kind":"published_book_section","label":"Why brownfield change starts with system comprehension","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C01 NDSE2:C01 EN/chapters/chapter01.tex ITA/chapters/chapter01.tex published_book_section ch01-why-brownfield-change-starts-with-system-comprehension ["ch01-why-brownfield-change-starts-with-system-comprehension"] section 94 92 NDSE2_PUBLISHED_EDITION_20261018 1.6 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca EN/chapters/chapter01.tex 94 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 13.7.1 false Why brownfield change starts with system comprehension Perché una modifica brownfield parte dalla comprensione del sistema {"actual":["C:C01"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S01.07","kind":"published_book_section","label":"What the research can and cannot tell us","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C01 NDSE2:C01 EN/chapters/chapter01.tex ITA/chapters/chapter01.tex published_book_section ch01-what-the-research-can-and-cannot-tell-us ["ch01-what-the-research-can-and-cannot-tell-us"] section 114 112 NDSE2_PUBLISHED_EDITION_20261018 1.7 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca EN/chapters/chapter01.tex 114 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 13.7.1 false What the research can and cannot tell us Che cosa può e non può dirci la ricerca {"actual":["C:C01"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S01.08","kind":"published_book_section","label":"A teaching case, not a reported field experiment","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C01 NDSE2:C01 EN/chapters/chapter01.tex ITA/chapters/chapter01.tex published_book_section ch01-a-teaching-case-not-a-reported-field-experiment ["ch01-a-teaching-case-not-a-reported-field-experiment"] section 126 124 NDSE2_PUBLISHED_EDITION_20261018 1.8 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca EN/chapters/chapter01.tex 126 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 13.7.1 false A teaching case, not a reported field experiment Un caso didattico, non un esperimento sul campo {"actual":["C:C01"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S01.09","kind":"published_book_section","label":"From generated output to an evidence question","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C01 NDSE2:C01 EN/chapters/chapter01.tex ITA/chapters/chapter01.tex published_book_section ch01-from-generated-output-to-an-evidence-question ["ch01-from-generated-output-to-an-evidence-question"] section 144 141 NDSE2_PUBLISHED_EDITION_20261018 1.9 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca EN/chapters/chapter01.tex 144 277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500 13.7.1 false From generated output to an evidence question Dall'output generato alla domanda sulle evidenze {"actual":["C:C01"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S01.10","kind":"published_book_section","label":"Worked engineering example: where does a change become acceptable?","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C01 NDSE2:C01 EN/didactics/worked01.tex ITA/didactics/worked01.tex published_book_section ch01:worked-example ["ch01:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 1.10 1925d9b1ef430980fca31349b41d9c20d75c55e0e281b66cb213df50f25da64e 2441dd7b8a591194488d3229d6c7ab058295c58a0085d9a9956054f35a441ed7 EN/didactics/worked01.tex 1 1925d9b1ef430980fca31349b41d9c20d75c55e0e281b66cb213df50f25da64e 13.7.1 false Worked engineering example: where does a change become acceptable? Esempio ingegneristico svolto: quando una modifica diventa accettabile? {"actual":["C:C01"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S01.11","kind":"published_book_section","label":"Practice exercise: define the unit of trustworthy work","limitation":"","mapped":["C:C01"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C01 NDSE2:C01 EN/exercises/exercise01.tex ITA/exercises/exercise01.tex published_book_section ex:ch01 ["ex:ch01"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 1.11 defc2483c15918c65ffbcc46056376c941da6d9fe01bfae93c3229481f2b1fe3 3f777c71c79fe75a9d975f8b162bfb34cdc4ddb50c204091b9bc0415459817d2 EN/exercises/exercise01.tex 2 defc2483c15918c65ffbcc46056376c941da6d9fe01bfae93c3229481f2b1fe3 13.7.1 false Practice exercise: define the unit of trustworthy work Esercizio pratico: definire l'unità di lavoro affidabile {"actual":["C:C02"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C02","kind":"published_book_chapter","label":"Measuring Productivity from Code to Production","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C02"],"printed":false,"streams":[],"summary":"Examines productivity measures from generated output to accepted releases. It distinguishes randomized evidence from observational comparisons and develops a pilot that records review, rework, quality and hidden human effort before an adoption decision.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C02 2 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter Measuring Productivity from Code to Production ["scegliere un denominatore di produttività che comprenda review e rework", "distinguere l'accettazione effettivamente misurata dalla velocità dichiarata e dall'output generato", "progettare un confronto che protegga dalle distorsioni di selezione e dagli esiti di qualità non osservati"] ["choose a productivity denominator that includes review and rework", "distinguish measured acceptance from reported speed and generated output", "design a comparison that protects against selection bias and missing quality outcomes"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter02.tex ITA/chapters/chapter02.tex 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb 13.7.1 Examines productivity measures from generated output to accepted releases. It distinguishes randomized evidence from observational comparisons and develops a pilot that records review, rework, quality and hidden human effort before an adoption decision. Esamina la produttività dal codice generato ai rilasci accettati. Distingue le evidenze randomizzate dai confronti osservazionali e sviluppa un progetto pilota che misura revisione, rilavorazione, qualità e lavoro umano poco visibile prima di decidere sull'adozione. Measuring Productivity from Code to Production Misurare la produttività: dal codice alla produzione V06 {"actual":["C:C02"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S02.01","kind":"published_book_section","label":"The productivity denominator problem","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C02 NDSE2:C02 EN/chapters/chapter02.tex ITA/chapters/chapter02.tex published_book_section ch02-the-productivity-denominator-problem ["ch02-the-productivity-denominator-problem"] section 11 11 NDSE2_PUBLISHED_EDITION_20261018 2.1 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb EN/chapters/chapter02.tex 11 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 13.7.1 false The productivity denominator problem Il problema del denominatore nella produttività {"actual":["C:C02"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S02.02","kind":"published_book_section","label":"How to read causal evidence","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C02 NDSE2:C02 EN/chapters/chapter02.tex ITA/chapters/chapter02.tex published_book_section ch02-how-to-read-causal-evidence ["ch02-how-to-read-causal-evidence"] section 28 28 NDSE2_PUBLISHED_EDITION_20261018 2.2 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb EN/chapters/chapter02.tex 28 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 13.7.1 false How to read causal evidence Come leggere le evidenze causali {"actual":["C:C02"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S02.03","kind":"published_book_section","label":"Why controlled studies disagree","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C02 NDSE2:C02 EN/chapters/chapter02.tex ITA/chapters/chapter02.tex published_book_section ch02-why-controlled-studies-disagree ["ch02-why-controlled-studies-disagree"] section 43 43 NDSE2_PUBLISHED_EDITION_20261018 2.3 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb EN/chapters/chapter02.tex 43 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 13.7.1 false Why controlled studies disagree Perché gli studi controllati possono essere in disaccordo {"actual":["C:C02"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S02.04","kind":"published_book_section","label":"Observational adoption and its confounders","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C02 NDSE2:C02 EN/chapters/chapter02.tex ITA/chapters/chapter02.tex published_book_section ch02-observational-adoption-and-its-confounders ["ch02-observational-adoption-and-its-confounders"] section 70 70 NDSE2_PUBLISHED_EDITION_20261018 2.4 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb EN/chapters/chapter02.tex 70 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 13.7.1 false Observational adoption and its confounders L'adozione osservazionale e i fattori confondenti {"actual":["C:C02"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S02.05","kind":"published_book_section","label":"Writing code versus shipping code","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C02 NDSE2:C02 EN/chapters/chapter02.tex ITA/chapters/chapter02.tex published_book_section ch02-writing-code-versus-shipping-code ["ch02-writing-code-versus-shipping-code"] section 86 86 NDSE2_PUBLISHED_EDITION_20261018 2.5 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb EN/chapters/chapter02.tex 86 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 13.7.1 false Writing code versus shipping code Scrivere codice non significa rilasciarlo {"actual":["C:C02"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S02.06","kind":"published_book_section","label":"Quality-adjusted productivity","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C02 NDSE2:C02 EN/chapters/chapter02.tex ITA/chapters/chapter02.tex published_book_section ch02-quality-adjusted-productivity ["ch02-quality-adjusted-productivity"] section 105 105 NDSE2_PUBLISHED_EDITION_20261018 2.6 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb EN/chapters/chapter02.tex 105 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 13.7.1 false Quality-adjusted productivity Produttività corretta per la qualità {"actual":["C:C02"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S02.07","kind":"published_book_section","label":"Developer experience and hidden time","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C02 NDSE2:C02 EN/chapters/chapter02.tex ITA/chapters/chapter02.tex published_book_section ch02-developer-experience-and-hidden-time ["ch02-developer-experience-and-hidden-time"] section 123 123 NDSE2_PUBLISHED_EDITION_20261018 2.7 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb EN/chapters/chapter02.tex 123 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 13.7.1 false Developer experience and hidden time Developer experience e tempo nascosto {"actual":["C:C02"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S02.08","kind":"published_book_section","label":"Designing a coding-specific field pilot","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C02 NDSE2:C02 EN/chapters/chapter02.tex ITA/chapters/chapter02.tex published_book_section ch02-designing-a-coding-specific-field-pilot ["ch02-designing-a-coding-specific-field-pilot"] section 142 142 NDSE2_PUBLISHED_EDITION_20261018 2.8 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb EN/chapters/chapter02.tex 142 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 13.7.1 false Designing a coding-specific field pilot Progettare un pilot sul campo per task di coding {"actual":["C:C02"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S02.09","kind":"published_book_section","label":"From metrics to an evidence-based pilot decision","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C02 NDSE2:C02 EN/chapters/chapter02.tex ITA/chapters/chapter02.tex published_book_section ch02-from-metrics-to-an-evidence-based-pilot-decision ["ch02-from-metrics-to-an-evidence-based-pilot-decision"] section 182 182 NDSE2_PUBLISHED_EDITION_20261018 2.9 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb EN/chapters/chapter02.tex 182 2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f 13.7.1 false From metrics to an evidence-based pilot decision Dalle metriche a una decisione sul pilot basata sulle evidenze {"actual":["C:C02"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S02.10","kind":"published_book_section","label":"Worked engineering example: pick the denominator before the tool","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C02 NDSE2:C02 EN/didactics/worked02.tex ITA/didactics/worked02.tex published_book_section ch02:worked-example ["ch02:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 2.10 3bed70ceaaf9f515fc4150d37eaad904c93599a1e940bb60fc768c0e6d51e8fe beccc74dbaee10cc982dd92da1d62b9a4a4e670b45272227a8678f9add116c68 EN/didactics/worked02.tex 1 3bed70ceaaf9f515fc4150d37eaad904c93599a1e940bb60fc768c0e6d51e8fe 13.7.1 false Worked engineering example: pick the denominator before the tool Esempio ingegneristico svolto: scegliere il denominatore prima dello strumento {"actual":["C:C02"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S02.11","kind":"published_book_section","label":"Practice exercise: measure accepted throughput, not generated output","limitation":"","mapped":["C:C02"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C02 NDSE2:C02 EN/exercises/exercise02.tex ITA/exercises/exercise02.tex published_book_section ex:ch02 ["ex:ch02"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 2.11 c9de0f8b0502a4e5d7a7c27d43651020e469efe8b58317f8330ae65754a76aeb 610f3a9dba858f7723d98075e3ba7851fe61e9e62c5739c0ac2b98e98e5f3b4e EN/exercises/exercise02.tex 2 c9de0f8b0502a4e5d7a7c27d43651020e469efe8b58317f8330ae65754a76aeb 13.7.1 false Practice exercise: measure accepted throughput, not generated output Esercizio pratico: misurare il throughput accettato, non l'output generato {"actual":["C:C03"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C03","kind":"published_book_chapter","label":"Limits and Capability of Coding Agents","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C03"],"printed":false,"streams":[],"summary":"Turns agent capability into a bounded engineering hypothesis. Permissions, tools, budgets, stopping rules and escalation constrain execution; the chapter compares execution routes and parallel work while keeping technical completion separate from authorized acceptance.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C03 3 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter Limits and Capability of Coding Agents ["tradurre una richiesta di lavoro in un envelope di permessi e budget", "distinguere un suggerimento del modello da un'azione autorizzata dall'orchestrator", "fermare un agent o portare un caso in escalation, senza confondere completamento tecnico e accettazione"] ["translate a task request into a permission and budget envelope", "tell a model suggestion from an orchestrator-authorized action", "stop or escalate an agent without confusing technical completion with acceptance"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter03.tex ITA/chapters/chapter03.tex ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 13.7.1 Turns agent capability into a bounded engineering hypothesis. Permissions, tools, budgets, stopping rules and escalation constrain execution; the chapter compares execution routes and parallel work while keeping technical completion separate from authorized acceptance. Trasforma la capacità degli agent in un'ipotesi ingegneristica delimitata. Permessi, strumenti, budget, condizioni di arresto ed escalation vincolano l'esecuzione; il capitolo confronta percorsi operativi e lavoro parallelo distinguendo il completamento tecnico dall'accettazione autorizzata. Limits and Capability of Coding Agents Limiti e capacità dei coding agent V06 {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.01","kind":"published_book_section","label":"From suggestion to a permission-bounded agent","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/chapters/chapter03.tex ITA/chapters/chapter03.tex published_book_section ch03-from-suggestion-to-a-permission-bounded-agent ["ch03-from-suggestion-to-a-permission-bounded-agent"] section 11 11 NDSE2_PUBLISHED_EDITION_20261018 3.1 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 EN/chapters/chapter03.tex 11 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 13.7.1 false From suggestion to a permission-bounded agent Dal suggerimento a un agent con permessi delimitati {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.02","kind":"published_book_section","label":"What an agent actually observes","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/chapters/chapter03.tex ITA/chapters/chapter03.tex published_book_section ch03-what-an-agent-actually-observes ["ch03-what-an-agent-actually-observes"] section 27 27 NDSE2_PUBLISHED_EDITION_20261018 3.2 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 EN/chapters/chapter03.tex 27 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 13.7.1 false What an agent actually observes Che cosa osserva realmente un agent {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.03","kind":"published_book_section","label":"The task envelope","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/chapters/chapter03.tex ITA/chapters/chapter03.tex published_book_section ch03-the-task-envelope ["ch03-the-task-envelope"] section 35 35 NDSE2_PUBLISHED_EDITION_20261018 3.3 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 EN/chapters/chapter03.tex 35 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 13.7.1 false The task envelope Il perimetro del task {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.04","kind":"published_book_section","label":"Agent benchmarks and observed pull requests","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/chapters/chapter03.tex ITA/chapters/chapter03.tex published_book_section ch03-agent-benchmarks-and-observed-pull-requests ["ch03-agent-benchmarks-and-observed-pull-requests"] section 57 57 NDSE2_PUBLISHED_EDITION_20261018 3.4 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 EN/chapters/chapter03.tex 57 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 13.7.1 false Agent benchmarks and observed pull requests Benchmark degli agent e pull request osservate {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.05","kind":"published_book_section","label":"Common failure modes in real changes","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/chapters/chapter03.tex ITA/chapters/chapter03.tex published_book_section ch03-common-failure-modes-in-real-changes ["ch03-common-failure-modes-in-real-changes"] section 70 70 NDSE2_PUBLISHED_EDITION_20261018 3.5 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 EN/chapters/chapter03.tex 70 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 13.7.1 false Common failure modes in real changes Modalità di fallimento frequenti nelle modifiche reali {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.06","kind":"published_book_section","label":"A bounded propose–act–observe loop","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/chapters/chapter03.tex ITA/chapters/chapter03.tex published_book_section ch03-a-bounded-proposeactobserve-loop ["ch03-a-bounded-proposeactobserve-loop"] section 78 78 NDSE2_PUBLISHED_EDITION_20261018 3.6 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 EN/chapters/chapter03.tex 78 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 13.7.1 false A bounded propose–act–observe loop Un loop delimitato propose–act–observe {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.07","kind":"published_book_section","label":"The minimum sufficient execution route","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/chapters/chapter03.tex ITA/chapters/chapter03.tex published_book_section ch03:execution-routes ["ch03:execution-routes"] section 127 127 NDSE2_PUBLISHED_EDITION_20261018 3.7 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 EN/chapters/chapter03.tex 127 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 13.7.1 false The minimum sufficient execution route Scegliere il percorso minimo di esecuzione sufficiente {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.08","kind":"published_book_section","label":"When parallel agents help and hurt","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/chapters/chapter03.tex ITA/chapters/chapter03.tex published_book_section ch03-when-parallel-agents-help-and-hurt ["ch03-when-parallel-agents-help-and-hurt"] section 143 143 NDSE2_PUBLISHED_EDITION_20261018 3.8 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 EN/chapters/chapter03.tex 143 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 13.7.1 false When parallel agents help and hurt Quando gli agent paralleli aiutano e quando peggiorano il risultato {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.09","kind":"published_book_section","label":"Stopping rules versus acceptance authority","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/chapters/chapter03.tex ITA/chapters/chapter03.tex published_book_section ch03-stopping-rules-versus-acceptance-authority ["ch03-stopping-rules-versus-acceptance-authority"] section 153 153 NDSE2_PUBLISHED_EDITION_20261018 3.9 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 EN/chapters/chapter03.tex 153 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 13.7.1 false Stopping rules versus acceptance authority Regole di arresto e autorità di accettazione {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.10","kind":"published_book_section","label":"Agent capability as a testable hypothesis","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/chapters/chapter03.tex ITA/chapters/chapter03.tex published_book_section ch03-agent-capability-as-a-testable-hypothesis ["ch03-agent-capability-as-a-testable-hypothesis"] section 173 173 NDSE2_PUBLISHED_EDITION_20261018 3.10 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 EN/chapters/chapter03.tex 173 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 13.7.1 false Agent capability as a testable hypothesis Le capacità dell'agent come ipotesi verificabili {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.s11","kind":"published_book_section","label":"Technical laboratory — A permission-bounded candidate, not an autonomous release","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/chapters/chapter03.tex ITA/chapters/chapter03.tex published_book_section ch03-technical-laboratory-a-permission-bounded-candidate-not-an-autonomous-release ["ch03-technical-laboratory-a-permission-bounded-candidate-not-an-autonomous-release"] section 181 181 NDSE2_PUBLISHED_EDITION_20261018 null ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713 EN/chapters/chapter03.tex 181 ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1 13.7.1 true Technical laboratory — A permission-bounded candidate, not an autonomous release Laboratorio tecnico — Una candidata con permessi delimitati, non una release autonoma {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.11","kind":"published_book_section","label":"Worked engineering example: permission is a state-machine input","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/didactics/worked03.tex ITA/didactics/worked03.tex published_book_section ch03:worked-example ["ch03:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 3.11 71d957537f23ca6dc17445d5ad98d2785670d1ea63b1104ae3153119b3ca5887 a6a1f9bfa83904e27b085e8c6b18504ede3532d9fbeb1c0a2a773e91e2d2a8c6 EN/didactics/worked03.tex 1 71d957537f23ca6dc17445d5ad98d2785670d1ea63b1104ae3153119b3ca5887 13.7.1 false Worked engineering example: permission is a state-machine input Esempio ingegneristico svolto: i permessi sono input della macchina a stati {"actual":["C:C03"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S03.12","kind":"published_book_section","label":"Practice exercise: define an agent's actual authority","limitation":"","mapped":["C:C03"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C03 NDSE2:C03 EN/exercises/exercise03.tex ITA/exercises/exercise03.tex published_book_section ex:ch03 ["ex:ch03"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 3.12 88aaf801ebeedca4d54f0e7787eb6479b4249c69bbc5018f0acc622601ac15d9 9009e2c299f67afccd46f0d499602a6db012dcd11cffa38392c70dadf81b3e60 EN/exercises/exercise03.tex 2 88aaf801ebeedca4d54f0e7787eb6479b4249c69bbc5018f0acc622601ac15d9 13.7.1 false Practice exercise: define an agent's actual authority Esercizio pratico: definire l'autorità effettiva di un agent {"actual":["C:C04"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C04","kind":"published_book_chapter","label":"Intentions, Contracts and Iterative Change","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C04"],"printed":false,"streams":[],"summary":"Develops a versioned intention contract for an existing service. Behavioral examples and acceptance rules are established independently of implementation, while late policy changes trigger targeted impact analysis and invalidate only the decisions and evidence they affect.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C04 4 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter Intentions, Contracts and Iterative Change ["separare l'approvazione dell'intenzione dal design dell'implementazione", "ricavare esempi comportamentali indipendenti da un contratto versionato", "integrare cambiamenti tardivi dell'intenzione invalidando soltanto le decisioni e le evidenze interessate"] ["separate intention approval from implementation design", "derive independent behavioral examples from a versioned contract", "incorporate late intention changes by invalidating only the affected decisions and evidence"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter04.tex ITA/chapters/chapter04.tex f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 13.7.1 Develops a versioned intention contract for an existing service. Behavioral examples and acceptance rules are established independently of implementation, while late policy changes trigger targeted impact analysis and invalidate only the decisions and evidence they affect. Sviluppa un contratto di intenzione versionato per un servizio esistente. Esempi comportamentali e regole di accettazione vengono stabiliti indipendentemente dall'implementazione; le modifiche tardive della policy richiedono un'analisi d'impatto e invalidano solo decisioni ed evidenze coinvolte. Intentions, Contracts and Iterative Change Intenzioni, contratti e cambiamento iterativo V06 {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.01","kind":"published_book_section","label":"Separate intention determination from design","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/chapters/chapter04.tex ITA/chapters/chapter04.tex published_book_section ch04-separate-intention-determination-from-design ["ch04-separate-intention-determination-from-design"] section 11 11 NDSE2_PUBLISHED_EDITION_20261018 4.1 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 EN/chapters/chapter04.tex 11 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 13.7.1 false Separate intention determination from design Separare la definizione dell'intenzione dal design {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.02","kind":"published_book_section","label":"From a request to a versioned intention ledger","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/chapters/chapter04.tex ITA/chapters/chapter04.tex published_book_section ch04-from-a-request-to-a-versioned-intention-ledger ["ch04-from-a-request-to-a-versioned-intention-ledger"] section 50 50 NDSE2_PUBLISHED_EDITION_20261018 4.2 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 EN/chapters/chapter04.tex 50 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 13.7.1 false From a request to a versioned intention ledger Dalla richiesta a un registro versionato delle intenzioni {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.03","kind":"published_book_section","label":"Write behavioral examples before implementation","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/chapters/chapter04.tex ITA/chapters/chapter04.tex published_book_section ch04-write-behavioral-examples-before-implementation ["ch04-write-behavioral-examples-before-implementation"] section 74 74 NDSE2_PUBLISHED_EDITION_20261018 4.3 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 EN/chapters/chapter04.tex 74 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 13.7.1 false Write behavioral examples before implementation Scrivere esempi comportamentali prima dell'implementazione {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.04","kind":"published_book_section","label":"The smallest native intention bundle","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/chapters/chapter04.tex ITA/chapters/chapter04.tex published_book_section ch04:minimal-bundle ["ch04:minimal-bundle"] section 102 102 NDSE2_PUBLISHED_EDITION_20261018 4.4 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 EN/chapters/chapter04.tex 102 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 13.7.1 false The smallest native intention bundle Il più piccolo insieme di artefatti nativi dell'intenzione {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.05","kind":"published_book_section","label":"Executable contracts without circular oracles","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/chapters/chapter04.tex ITA/chapters/chapter04.tex published_book_section ch04-executable-contracts-without-circular-oracles ["ch04-executable-contracts-without-circular-oracles"] section 130 130 NDSE2_PUBLISHED_EDITION_20261018 4.5 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 EN/chapters/chapter04.tex 130 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 13.7.1 false Executable contracts without circular oracles Contratti eseguibili senza oracle circolari {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.06","kind":"published_book_section","label":"Architecture decision versus acceptance contract","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/chapters/chapter04.tex ITA/chapters/chapter04.tex published_book_section ch04-architecture-decision-versus-acceptance-contract ["ch04-architecture-decision-versus-acceptance-contract"] section 145 145 NDSE2_PUBLISHED_EDITION_20261018 4.6 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 EN/chapters/chapter04.tex 145 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 13.7.1 false Architecture decision versus acceptance contract Decisione architetturale e contratto di accettazione {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.07","kind":"published_book_section","label":"One canonical change-and-evidence trace","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/chapters/chapter04.tex ITA/chapters/chapter04.tex published_book_section ch04:canonical-trace ["ch04:canonical-trace"] section 153 153 NDSE2_PUBLISHED_EDITION_20261018 4.7 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 EN/chapters/chapter04.tex 153 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 13.7.1 false One canonical change-and-evidence trace Una traccia canonica di modifica ed evidenze {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.08","kind":"published_book_section","label":"A delta-driven iterative brownfield lifecycle","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/chapters/chapter04.tex ITA/chapters/chapter04.tex published_book_section ch04-a-delta-driven-iterative-brownfield-lifecycle ["ch04-a-delta-driven-iterative-brownfield-lifecycle"] section 160 160 NDSE2_PUBLISHED_EDITION_20261018 4.8 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 EN/chapters/chapter04.tex 160 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 13.7.1 false A delta-driven iterative brownfield lifecycle Un ciclo di vita brownfield iterativo, guidato dai delta {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.09","kind":"published_book_section","label":"Late intentions and explicit impact analysis","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/chapters/chapter04.tex ITA/chapters/chapter04.tex published_book_section ch04-late-intentions-and-explicit-impact-analysis ["ch04-late-intentions-and-explicit-impact-analysis"] section 175 175 NDSE2_PUBLISHED_EDITION_20261018 4.9 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 EN/chapters/chapter04.tex 175 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 13.7.1 false Late intentions and explicit impact analysis Intenzioni sopraggiunte e analisi d'impatto esplicita {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.10","kind":"published_book_section","label":"Native intent gates and optional compatibility adapters","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/chapters/chapter04.tex ITA/chapters/chapter04.tex published_book_section ch04-native-intent-gates-and-optional-compatibility-adapters ["ch04-native-intent-gates-and-optional-compatibility-adapters"] section 183 183 NDSE2_PUBLISHED_EDITION_20261018 4.10 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 EN/chapters/chapter04.tex 183 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 13.7.1 false Native intent gates and optional compatibility adapters Gate nativi dell'intenzione e adapter di compatibilità opzionali {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.11","kind":"published_book_section","label":"The approval-rule contract across two iterations","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/chapters/chapter04.tex ITA/chapters/chapter04.tex published_book_section ch04-the-approval-rule-contract-across-two-iterations ["ch04-the-approval-rule-contract-across-two-iterations"] section 219 219 NDSE2_PUBLISHED_EDITION_20261018 4.11 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5 EN/chapters/chapter04.tex 219 f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7 13.7.1 false The approval-rule contract across two iterations Il contratto delle regole di approvazione attraverso due iterazioni {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.12","kind":"published_book_section","label":"Worked engineering example: a late requirement need not restart the project","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/didactics/worked04.tex ITA/didactics/worked04.tex published_book_section ch04:worked-example ["ch04:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 4.12 d2c109d282dc74603d2072cf2de3ffd75db3b2859a785600f00ee7ad98eb421e 1299af3f44c6cf4c19c07eb58dafacf3cdb7a98093f6d47f3f0843b380c09fa6 EN/didactics/worked04.tex 1 d2c109d282dc74603d2072cf2de3ffd75db3b2859a785600f00ee7ad98eb421e 13.7.1 false Worked engineering example: a late requirement need not restart the project Esempio svolto: un requisito tardivo non deve far ripartire il progetto {"actual":["C:C04"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S04.13","kind":"published_book_section","label":"Practice exercise: absorb a late intention without a waterfall restart","limitation":"","mapped":["C:C04"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C04 NDSE2:C04 EN/exercises/exercise04.tex ITA/exercises/exercise04.tex published_book_section ex:ch04 ["ex:ch04"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 4.13 4350289709b98b69965d1922ad08c942bb00122f52beec93d0825e30c6630cb2 72e9acf1dc292e99dfdc2846799dbb97be2b4e87a89fb9edaf47bf9d775af539 EN/exercises/exercise04.tex 2 4350289709b98b69965d1922ad08c942bb00122f52beec93d0825e30c6630cb2 13.7.1 false Practice exercise: absorb a late intention without a waterfall restart Esercizio pratico: integrare un'intenzione tardiva senza ricominciare in waterfall {"actual":["C:C05"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C05","kind":"published_book_chapter","label":"Quality, Architecture and Maintainability","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C05"],"printed":false,"streams":[],"summary":"Separates immediate correctness from architectural fit and maintenance obligations. Through duplication, post-merge evidence and a second change to the running service, it develops fitness checks and explicit stewardship instead of treating a passing test suite as complete quality assurance.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C05 5 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter Quality, Architecture and Maintainability ["sottoporre il codice generato a review non solo per la correttezza immediata, ma anche per la coerenza architetturale", "scrivere controlli di fitness per gli invarianti critici del sistema", "individuare chi si occuperà della manutenzione quando l'agent e il reviewer originari non saranno più disponibili"] ["review generated code for architectural fit as well as immediate correctness", "write fitness checks for critical system invariants", "locate who will maintain the result when the original agent and reviewer are gone"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter05.tex ITA/chapters/chapter05.tex f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e 13.7.1 Separates immediate correctness from architectural fit and maintenance obligations. Through duplication, post-merge evidence and a second change to the running service, it develops fitness checks and explicit stewardship instead of treating a passing test suite as complete quality assurance. Distingue la correttezza immediata dalla coerenza architetturale e dagli obblighi di manutenzione. Duplicazioni, evidenze successive al merge e un secondo cambiamento al servizio guidano controlli di adeguatezza e responsabilità di manutenzione esplicite. Quality, Architecture and Maintainability Qualità, architettura e manutenibilità V06 {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.01","kind":"published_book_section","label":"What counts as code quality?","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/chapters/chapter05.tex ITA/chapters/chapter05.tex published_book_section ch05-what-counts-as-code-quality ["ch05-what-counts-as-code-quality"] section 11 11 NDSE2_PUBLISHED_EDITION_20261018 5.1 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e EN/chapters/chapter05.tex 11 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 13.7.1 false What counts as code quality? Che cosa significa qualità del codice? {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.02","kind":"published_book_section","label":"Reading AI-versus-human studies correctly","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/chapters/chapter05.tex ITA/chapters/chapter05.tex published_book_section ch05-reading-ai-versus-human-studies-correctly ["ch05-reading-ai-versus-human-studies-correctly"] section 26 26 NDSE2_PUBLISHED_EDITION_20261018 5.2 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e EN/chapters/chapter05.tex 26 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 13.7.1 false Reading AI-versus-human studies correctly Come leggere correttamente gli studi che confrontano AI e sviluppatori {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.03","kind":"published_book_section","label":"Code smells are signals, not incidents","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/chapters/chapter05.tex ITA/chapters/chapter05.tex published_book_section ch05-code-smells-are-signals-not-incidents ["ch05-code-smells-are-signals-not-incidents"] section 42 42 NDSE2_PUBLISHED_EDITION_20261018 5.3 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e EN/chapters/chapter05.tex 42 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 13.7.1 false Code smells are signals, not incidents I code smell sono segnali, non incidenti {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.04","kind":"published_book_section","label":"Generated duplication and missed reuse","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/chapters/chapter05.tex ITA/chapters/chapter05.tex published_book_section ch05-generated-duplication-and-missed-reuse ["ch05-generated-duplication-and-missed-reuse"] section 50 50 NDSE2_PUBLISHED_EDITION_20261018 5.4 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e EN/chapters/chapter05.tex 50 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 13.7.1 false Generated duplication and missed reuse Duplicazioni generate e riuso trascurato {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.05","kind":"published_book_section","label":"Architectural fit in a living codebase","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/chapters/chapter05.tex ITA/chapters/chapter05.tex published_book_section ch05-architectural-fit-in-a-living-codebase ["ch05-architectural-fit-in-a-living-codebase"] section 62 62 NDSE2_PUBLISHED_EDITION_20261018 5.5 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e EN/chapters/chapter05.tex 62 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 13.7.1 false Architectural fit in a living codebase Coerenza architetturale in un codebase in evoluzione {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.06","kind":"published_book_section","label":"Post-merge evolution and maintenance burden","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/chapters/chapter05.tex ITA/chapters/chapter05.tex published_book_section ch05-post-merge-evolution-and-maintenance-burden ["ch05-post-merge-evolution-and-maintenance-burden"] section 76 76 NDSE2_PUBLISHED_EDITION_20261018 5.6 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e EN/chapters/chapter05.tex 76 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 13.7.1 false Post-merge evolution and maintenance burden Evoluzione dopo il merge e onere della manutenzione {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.07","kind":"published_book_section","label":"Tracing quality across agents and projects","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/chapters/chapter05.tex ITA/chapters/chapter05.tex published_book_section ch05-tracing-quality-across-agents-and-projects ["ch05-tracing-quality-across-agents-and-projects"] section 101 101 NDSE2_PUBLISHED_EDITION_20261018 5.7 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e EN/chapters/chapter05.tex 101 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 13.7.1 false Tracing quality across agents and projects Seguire la qualità tra agent e progetti {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.08","kind":"published_book_section","label":"Authorship is not stewardship","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/chapters/chapter05.tex ITA/chapters/chapter05.tex published_book_section ch05-authorship-is-not-stewardship ["ch05-authorship-is-not-stewardship"] section 113 113 NDSE2_PUBLISHED_EDITION_20261018 5.8 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e EN/chapters/chapter05.tex 113 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 13.7.1 false Authorship is not stewardship Scrivere il codice non significa esserne responsabili {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.09","kind":"published_book_section","label":"A second change exposes the difference","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/chapters/chapter05.tex ITA/chapters/chapter05.tex published_book_section ch05:second-change-example ["ch05:second-change-example"] section 131 131 NDSE2_PUBLISHED_EDITION_20261018 5.9 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e EN/chapters/chapter05.tex 131 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 13.7.1 false A second change exposes the difference È la seconda modifica a far emergere la differenza {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.10","kind":"published_book_section","label":"Architecture fitness in the approval service","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/chapters/chapter05.tex ITA/chapters/chapter05.tex published_book_section ch05-architecture-fitness-in-the-approval-service ["ch05-architecture-fitness-in-the-approval-service"] section 151 151 NDSE2_PUBLISHED_EDITION_20261018 5.10 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e EN/chapters/chapter05.tex 151 f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075 13.7.1 false Architecture fitness in the approval service Verificare l'architecture fitness nel servizio di approvazione {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.11","kind":"published_book_section","label":"Worked engineering example: test the architecture, not just the output","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/didactics/worked05.tex ITA/didactics/worked05.tex published_book_section ch05:worked-example ["ch05:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 5.11 3248a93f4f92911777927ffb2c29fc4493a48c4c499c7a186f6788da0227e058 dbdef19bc1754ea50b23827fa3794bc5479d85906a998d8707172c953d5401b4 EN/didactics/worked05.tex 1 3248a93f4f92911777927ffb2c29fc4493a48c4c499c7a186f6788da0227e058 13.7.1 false Worked engineering example: test the architecture, not just the output Esempio ingegneristico svolto: verificare l'architettura, non soltanto l'output {"actual":["C:C05"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S05.12","kind":"published_book_section","label":"Practice exercise: choose a maintainable implementation","limitation":"","mapped":["C:C05"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C05 NDSE2:C05 EN/exercises/exercise05.tex ITA/exercises/exercise05.tex published_book_section ex:ch05 ["ex:ch05"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 5.12 5e1c5fbea39b9f8157f06cc35da4dab74111794fd6e030726e264254573e6b36 f07ece2a3c0dd98c63cff6ad8e70b8fe4cd7e629387a1bab6de03ea2e10d05d3 EN/exercises/exercise05.tex 2 5e1c5fbea39b9f8157f06cc35da4dab74111794fd6e030726e264254573e6b36 13.7.1 false Practice exercise: choose a maintainable implementation Esercizio pratico: scegliere un'implementazione manutenibile {"actual":["C:C06"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C06","kind":"published_book_chapter","label":"Securing Generated Code and Agent Runtimes","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C06"],"printed":false,"streams":[],"summary":"Threat-models two distinct surfaces: the generated application and the agent runtime. Dependency provenance, prompt injection, tool permissions and external services become enforceable boundaries, with security evidence tied to the release decision.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C06 6 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter Securing Generated Code and Agent Runtimes ["costruire threat model distinti per il prodotto generato e per il runtime dell'agent", "far rispettare i permessi dei tool indipendentemente dalle istruzioni incorporate nei file", "specificare le evidenze necessarie prima di accettare una patch sensibile dal punto di vista della sicurezza"] ["threat-model the generated product and the agent runtime separately", "enforce tool permissions independently of instructions embedded in files", "specify the evidence required before accepting a security-sensitive patch"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter06.tex ITA/chapters/chapter06.tex 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e 13.7.1 Threat-models two distinct surfaces: the generated application and the agent runtime. Dependency provenance, prompt injection, tool permissions and external services become enforceable boundaries, with security evidence tied to the release decision. Analizza due superfici di attacco distinte: l'applicazione generata e il runtime dell'agent. Provenienza delle dipendenze, prompt injection, permessi degli strumenti e servizi esterni diventano vincoli applicabili, collegando le evidenze di sicurezza alla decisione di rilascio. Securing Generated Code and Agent Runtimes Mettere in sicurezza il codice generato e i runtime degli agent V06 {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.01","kind":"published_book_section","label":"Two attack surfaces, two threat models","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/chapters/chapter06.tex ITA/chapters/chapter06.tex published_book_section ch06-two-attack-surfaces-two-threat-models ["ch06-two-attack-surfaces-two-threat-models"] section 10 10 NDSE2_PUBLISHED_EDITION_20261018 6.1 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e EN/chapters/chapter06.tex 10 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a 13.7.1 false Two attack surfaces, two threat models Due superfici di attacco, due threat model {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.02","kind":"published_book_section","label":"Functional correctness is not security","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/chapters/chapter06.tex ITA/chapters/chapter06.tex published_book_section ch06-functional-correctness-is-not-security ["ch06-functional-correctness-is-not-security"] section 36 36 NDSE2_PUBLISHED_EDITION_20261018 6.2 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e EN/chapters/chapter06.tex 36 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a 13.7.1 false Functional correctness is not security La correttezza funzionale non basta per la sicurezza {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.03","kind":"published_book_section","label":"What vulnerability studies actually measure","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/chapters/chapter06.tex ITA/chapters/chapter06.tex published_book_section ch06-what-vulnerability-studies-actually-measure ["ch06-what-vulnerability-studies-actually-measure"] section 48 48 NDSE2_PUBLISHED_EDITION_20261018 6.3 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e EN/chapters/chapter06.tex 48 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a 13.7.1 false What vulnerability studies actually measure Che cosa misurano davvero gli studi sulle vulnerabilità {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.04","kind":"published_book_section","label":"Security-directed generation and remediation","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/chapters/chapter06.tex ITA/chapters/chapter06.tex published_book_section ch06-security-directed-generation-and-remediation ["ch06-security-directed-generation-and-remediation"] section 60 60 NDSE2_PUBLISHED_EDITION_20261018 6.4 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e EN/chapters/chapter06.tex 60 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a 13.7.1 false Security-directed generation and remediation Generazione e remediation guidate dalla sicurezza {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.05","kind":"published_book_section","label":"Dependency provenance and hallucinated packages","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/chapters/chapter06.tex ITA/chapters/chapter06.tex published_book_section ch06-dependency-provenance-and-hallucinated-packages ["ch06-dependency-provenance-and-hallucinated-packages"] section 76 76 NDSE2_PUBLISHED_EDITION_20261018 6.5 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e EN/chapters/chapter06.tex 76 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a 13.7.1 false Dependency provenance and hallucinated packages Provenienza delle dipendenze e package inventati {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.06","kind":"published_book_section","label":"Prompt injection through repository and tools","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/chapters/chapter06.tex ITA/chapters/chapter06.tex published_book_section ch06-prompt-injection-through-repository-and-tools ["ch06-prompt-injection-through-repository-and-tools"] section 92 92 NDSE2_PUBLISHED_EDITION_20261018 6.6 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e EN/chapters/chapter06.tex 92 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a 13.7.1 false Prompt injection through repository and tools Prompt injection attraverso repository e tool {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.07","kind":"published_book_section","label":"Harness configuration, skills and external services","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/chapters/chapter06.tex ITA/chapters/chapter06.tex published_book_section ch06-harness-configuration-skills-and-external-services ["ch06-harness-configuration-skills-and-external-services"] section 104 104 NDSE2_PUBLISHED_EDITION_20261018 6.7 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e EN/chapters/chapter06.tex 104 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a 13.7.1 false Harness configuration, skills and external services Configurazione dell'harness, skill e servizi esterni {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.08","kind":"published_book_section","label":"A secure agent execution profile","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/chapters/chapter06.tex ITA/chapters/chapter06.tex published_book_section ch06-a-secure-agent-execution-profile ["ch06-a-secure-agent-execution-profile"] section 126 126 NDSE2_PUBLISHED_EDITION_20261018 6.8 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e EN/chapters/chapter06.tex 126 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a 13.7.1 false A secure agent execution profile Un profilo di esecuzione sicura per gli agent {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.09","kind":"published_book_section","label":"Threats turned into enforceable boundaries","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/chapters/chapter06.tex ITA/chapters/chapter06.tex published_book_section ch06:threat-control-matrix ["ch06:threat-control-matrix"] section 150 150 NDSE2_PUBLISHED_EDITION_20261018 6.9 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e EN/chapters/chapter06.tex 150 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a 13.7.1 false Threats turned into enforceable boundaries Dalle minacce ai confini applicabili {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.10","kind":"published_book_section","label":"Security evidence and release decision","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/chapters/chapter06.tex ITA/chapters/chapter06.tex published_book_section ch06-security-evidence-and-release-decision ["ch06-security-evidence-and-release-decision"] section 167 167 NDSE2_PUBLISHED_EDITION_20261018 6.10 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e EN/chapters/chapter06.tex 167 3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a 13.7.1 false Security evidence and release decision Evidenze di sicurezza e decisione di release {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.11","kind":"published_book_section","label":"Worked engineering example: two threats, two defenses","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/didactics/worked06.tex ITA/didactics/worked06.tex published_book_section ch06:worked-example ["ch06:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 6.11 7d763e792837b358e7c6b8692ee0b17e597f636ca52b5917088fa9f45cbb1dbd 92978328a0df41169a6571ad52f64859066636f6d21d4639b1720fa732260c61 EN/didactics/worked06.tex 1 7d763e792837b358e7c6b8692ee0b17e597f636ca52b5917088fa9f45cbb1dbd 13.7.1 false Worked engineering example: two threats, two defenses Esempio ingegneristico svolto: due minacce, due difese {"actual":["C:C06"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S06.12","kind":"published_book_section","label":"Practice exercise: threat-model both the product and the agent","limitation":"","mapped":["C:C06"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C06 NDSE2:C06 EN/exercises/exercise06.tex ITA/exercises/exercise06.tex published_book_section ex:ch06 ["ex:ch06"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 6.12 ab9fe6292a08a493719181a1fbd3d5002b4b0c3282b2407037ef673a7223fb66 fb3cbd905678376593c0c0b0275c898e6672f64f59dacd76aca681ae6cd3e1fd EN/exercises/exercise06.tex 2 ab9fe6292a08a493719181a1fbd3d5002b4b0c3282b2407037ef673a7223fb66 13.7.1 false Practice exercise: threat-model both the product and the agent Esercizio pratico: costruire due threat model, per prodotto e agent {"actual":["C:C07"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C07","kind":"published_book_chapter","label":"Independent Verification and the Oracle Problem","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C07"],"printed":false,"streams":[],"summary":"Builds independent verification around authorized behavior. Regression cases, properties, counterexamples and mutants expose circular testing; correlated checker errors and benchmark limits motivate an evidence dossier that supports review without granting the maker acceptance authority.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C07 7 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter Independent Verification and the Oracle Problem ["ricavare un oracle indipendente dal comportamento autorizzato", "usare controesempi e mutant per smascherare i test circolari", "preparare un dossier di evidenze che consenta a un'altra persona di decidere se una modifica candidata sia pronta per la review"] ["derive an independent oracle from authorized behavior", "use counterexamples and mutants to reveal circular testing", "assemble a dossier that allows another person to decide whether a candidate is ready for review"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter07.tex ITA/chapters/chapter07.tex 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739 13.7.1 Builds independent verification around authorized behavior. Regression cases, properties, counterexamples and mutants expose circular testing; correlated checker errors and benchmark limits motivate an evidence dossier that supports review without granting the maker acceptance authority. Costruisce la verifica indipendente a partire dal comportamento autorizzato. Regressioni, proprietà, controesempi e mutanti rivelano i test circolari; errori correlati dei checker e limiti dei benchmark motivano un dossier di evidenze senza attribuire al maker l'autorità di accettazione. Independent Verification and the Oracle Problem Verifica indipendente e problema dell'oracle V06 {"actual":["C:C07"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S07.01","kind":"published_book_section","label":"The oracle problem in AI-generated software","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C07 NDSE2:C07 EN/chapters/chapter07.tex ITA/chapters/chapter07.tex published_book_section ch07-the-oracle-problem-in-ai-generated-software ["ch07-the-oracle-problem-in-ai-generated-software"] section 11 11 NDSE2_PUBLISHED_EDITION_20261018 7.1 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739 EN/chapters/chapter07.tex 11 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 13.7.1 false The oracle problem in AI-generated software Il problema dell'oracle nel software generato dall'AI {"actual":["C:C07"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S07.02","kind":"published_book_section","label":"A hierarchy of evidence","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C07 NDSE2:C07 EN/chapters/chapter07.tex ITA/chapters/chapter07.tex published_book_section ch07-a-hierarchy-of-evidence ["ch07-a-hierarchy-of-evidence"] section 25 25 NDSE2_PUBLISHED_EDITION_20261018 7.2 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739 EN/chapters/chapter07.tex 25 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 13.7.1 false A hierarchy of evidence Una gerarchia delle evidenze {"actual":["C:C07"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S07.03","kind":"published_book_section","label":"Preventing bug-shaped test generation","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C07 NDSE2:C07 EN/chapters/chapter07.tex ITA/chapters/chapter07.tex published_book_section ch07-preventing-bug-shaped-test-generation ["ch07-preventing-bug-shaped-test-generation"] section 35 35 NDSE2_PUBLISHED_EDITION_20261018 7.3 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739 EN/chapters/chapter07.tex 35 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 13.7.1 false Preventing bug-shaped test generation Evitare test modellati sui bug {"actual":["C:C07"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S07.04","kind":"published_book_section","label":"Regression tests for existing and changed behavior","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C07 NDSE2:C07 EN/chapters/chapter07.tex ITA/chapters/chapter07.tex published_book_section ch07-regression-tests-for-existing-and-changed-behavior ["ch07-regression-tests-for-existing-and-changed-behavior"] section 51 51 NDSE2_PUBLISHED_EDITION_20261018 7.4 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739 EN/chapters/chapter07.tex 51 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 13.7.1 false Regression tests for existing and changed behavior Regression test per comportamenti esistenti e modificati {"actual":["C:C07"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S07.05","kind":"published_book_section","label":"Properties and adversarial counterexamples","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C07 NDSE2:C07 EN/chapters/chapter07.tex ITA/chapters/chapter07.tex published_book_section ch07-properties-and-adversarial-counterexamples ["ch07-properties-and-adversarial-counterexamples"] section 65 65 NDSE2_PUBLISHED_EDITION_20261018 7.5 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739 EN/chapters/chapter07.tex 65 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 13.7.1 false Properties and adversarial counterexamples Proprietà e controesempi avversariali {"actual":["C:C07"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S07.06","kind":"published_book_section","label":"Benchmark success versus merge readiness","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C07 NDSE2:C07 EN/chapters/chapter07.tex ITA/chapters/chapter07.tex published_book_section ch07-benchmark-success-versus-merge-readiness ["ch07-benchmark-success-versus-merge-readiness"] section 83 83 NDSE2_PUBLISHED_EDITION_20261018 7.6 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739 EN/chapters/chapter07.tex 83 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 13.7.1 false Benchmark success versus merge readiness Successo nei benchmark e prontezza al merge {"actual":["C:C07"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S07.07","kind":"published_book_section","label":"Independent checkers and correlated error","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C07 NDSE2:C07 EN/chapters/chapter07.tex ITA/chapters/chapter07.tex published_book_section ch07-independent-checkers-and-correlated-error ["ch07-independent-checkers-and-correlated-error"] section 94 94 NDSE2_PUBLISHED_EDITION_20261018 7.7 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739 EN/chapters/chapter07.tex 94 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 13.7.1 false Independent checkers and correlated error Checker indipendenti ed errori correlati {"actual":["C:C07"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S07.08","kind":"published_book_section","label":"Bounded repair versus independent acceptance","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C07 NDSE2:C07 EN/chapters/chapter07.tex ITA/chapters/chapter07.tex published_book_section ch07-bounded-repair-versus-independent-acceptance ["ch07-bounded-repair-versus-independent-acceptance"] section 128 128 NDSE2_PUBLISHED_EDITION_20261018 7.8 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739 EN/chapters/chapter07.tex 128 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 13.7.1 false Bounded repair versus independent acceptance Correzione delimitata e accettazione indipendente {"actual":["C:C07"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S07.09","kind":"published_book_section","label":"The acceptance evidence dossier","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C07 NDSE2:C07 EN/chapters/chapter07.tex ITA/chapters/chapter07.tex published_book_section ch07-the-acceptance-evidence-dossier ["ch07-the-acceptance-evidence-dossier"] section 145 145 NDSE2_PUBLISHED_EDITION_20261018 7.9 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739 EN/chapters/chapter07.tex 145 0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00 13.7.1 false The acceptance evidence dossier Il dossier delle evidenze per l'accettazione {"actual":["C:C07"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S07.10","kind":"published_book_section","label":"Worked engineering example: make wrong behavior fail independently","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C07 NDSE2:C07 EN/didactics/worked07.tex ITA/didactics/worked07.tex published_book_section ch07:worked-example ["ch07:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 7.10 9e9e6ba0730240be5f7e150066b86a6efb15bd5375f7e17daf7b38c818cc6d00 51bea9ad7924ee0d4315dbaaf96a4cb048d7e83964b2fb0b03f3b1d08a7eb871 EN/didactics/worked07.tex 1 9e9e6ba0730240be5f7e150066b86a6efb15bd5375f7e17daf7b38c818cc6d00 13.7.1 false Worked engineering example: make wrong behavior fail independently Esempio svolto: far fallire autonomamente il comportamento errato {"actual":["C:C07"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S07.11","kind":"published_book_section","label":"Practice exercise: build an oracle the maker does not control","limitation":"","mapped":["C:C07"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C07 NDSE2:C07 EN/exercises/exercise07.tex ITA/exercises/exercise07.tex published_book_section ex:ch07 ["ex:ch07"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 7.11 6e8576e4a38f51718d623062fce3166c18b01a8eb87263c0ae848e9708730ecd 36d789eac206af9047fda709b984e732e4ec44857b62194bb92ac6e2603836a9 EN/exercises/exercise07.tex 2 6e8576e4a38f51718d623062fce3166c18b01a8eb87263c0ae848e9708730ecd 13.7.1 false Practice exercise: build an oracle the maker does not control Esercizio: costruire un oracle che il maker non controlla {"actual":["C:C08"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C08","kind":"published_book_chapter","label":"Code Review and Trust Calibration","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C08"],"printed":false,"streams":[],"summary":"Allocates review effort by consequence and uncertainty. It examines human and AI reviewers, false positives, shared blind spots and automation bias, then separates finding disposition, coverage of acceptance obligations and the accountable release verdict.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C08 8 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter Code Review and Trust Calibration ["distribuire l'impegno della review in base alle conseguenze e all'incertezza", "riconoscere quando due reviewer condividono la stessa fonte di errore", "distinguere l'esito di un finding di review, la copertura degli obblighi di accettazione e l'autorità necessaria per la release"] ["allocate review effort by consequence and uncertainty", "recognize when two reviewers share the same error source", "distinguish the disposition of a review finding, coverage of acceptance obligations and release authority"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter08.tex ITA/chapters/chapter08.tex b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824 13.7.1 Allocates review effort by consequence and uncertainty. It examines human and AI reviewers, false positives, shared blind spots and automation bias, then separates finding disposition, coverage of acceptance obligations and the accountable release verdict. Distribuisce il lavoro di revisione in base a conseguenze e incertezza. Esamina reviewer umani e AI, falsi positivi, punti ciechi condivisi e automation bias, distinguendo la gestione delle osservazioni, la copertura degli obblighi di accettazione e il verdetto di rilascio. Code Review and Trust Calibration Code review e calibrazione della fiducia V06 {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.01","kind":"published_book_section","label":"Why review becomes the scarce resource","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/chapters/chapter08.tex ITA/chapters/chapter08.tex published_book_section ch08-why-review-becomes-the-scarce-resource ["ch08-why-review-becomes-the-scarce-resource"] section 11 11 NDSE2_PUBLISHED_EDITION_20261018 8.1 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824 EN/chapters/chapter08.tex 11 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 13.7.1 false Why review becomes the scarce resource Perché la review diventa la risorsa scarsa {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.02","kind":"published_book_section","label":"The influence of code complexity and provenance","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/chapters/chapter08.tex ITA/chapters/chapter08.tex published_book_section ch08-the-influence-of-code-complexity-and-provenance ["ch08-the-influence-of-code-complexity-and-provenance"] section 29 29 NDSE2_PUBLISHED_EDITION_20261018 8.2 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824 EN/chapters/chapter08.tex 29 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 13.7.1 false The influence of code complexity and provenance L'impatto della complessità e della provenienza del codice {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.03","kind":"published_book_section","label":"Human intervention in agent pull requests","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/chapters/chapter08.tex ITA/chapters/chapter08.tex published_book_section ch08-human-intervention-in-agent-pull-requests ["ch08-human-intervention-in-agent-pull-requests"] section 39 39 NDSE2_PUBLISHED_EDITION_20261018 8.3 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824 EN/chapters/chapter08.tex 39 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 13.7.1 false Human intervention in agent pull requests Interventi umani nelle pull request degli agent {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.04","kind":"published_book_section","label":"What AI reviewers catch—and miss","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/chapters/chapter08.tex ITA/chapters/chapter08.tex published_book_section ch08-what-ai-reviewers-catchand-miss ["ch08-what-ai-reviewers-catchand-miss"] section 47 47 NDSE2_PUBLISHED_EDITION_20261018 8.4 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824 EN/chapters/chapter08.tex 47 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 13.7.1 false What AI reviewers catch—and miss Che cosa trovano, e che cosa non trovano, gli AI reviewer {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.05","kind":"published_book_section","label":"False positives, verbosity and developer response","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/chapters/chapter08.tex ITA/chapters/chapter08.tex published_book_section ch08-false-positives-verbosity-and-developer-response ["ch08-false-positives-verbosity-and-developer-response"] section 61 61 NDSE2_PUBLISHED_EDITION_20261018 8.5 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824 EN/chapters/chapter08.tex 61 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 13.7.1 false False positives, verbosity and developer response Falsi positivi, verbosità e risposta degli sviluppatori {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.06","kind":"published_book_section","label":"Self-review, cross-model review and shared blind spots","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/chapters/chapter08.tex ITA/chapters/chapter08.tex published_book_section ch08-self-review-cross-model-review-and-shared-blind-spots ["ch08-self-review-cross-model-review-and-shared-blind-spots"] section 89 89 NDSE2_PUBLISHED_EDITION_20261018 8.6 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824 EN/chapters/chapter08.tex 89 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 13.7.1 false Self-review, cross-model review and shared blind spots Self-review, review tra modelli diversi e punti ciechi condivisi {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.07","kind":"published_book_section","label":"Automation bias in software review","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/chapters/chapter08.tex ITA/chapters/chapter08.tex published_book_section ch08-automation-bias-in-software-review ["ch08-automation-bias-in-software-review"] section 115 115 NDSE2_PUBLISHED_EDITION_20261018 8.7 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824 EN/chapters/chapter08.tex 115 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 13.7.1 false Automation bias in software review Automation bias nella code review {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.08","kind":"published_book_section","label":"Risk-based review allocation","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/chapters/chapter08.tex ITA/chapters/chapter08.tex published_book_section ch08-risk-based-review-allocation ["ch08-risk-based-review-allocation"] section 127 127 NDSE2_PUBLISHED_EDITION_20261018 8.8 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824 EN/chapters/chapter08.tex 127 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 13.7.1 false Risk-based review allocation Assegnare la review in base al rischio {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.09","kind":"published_book_section","label":"The review verdict is an artifact, not a comment count","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/chapters/chapter08.tex ITA/chapters/chapter08.tex published_book_section ch08:verdict-card ["ch08:verdict-card"] section 155 155 NDSE2_PUBLISHED_EDITION_20261018 8.9 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824 EN/chapters/chapter08.tex 155 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 13.7.1 false The review verdict is an artifact, not a comment count Il verdetto della review è un artefatto, non un conteggio di commenti {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.10","kind":"published_book_section","label":"From comments to accountable acceptance","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/chapters/chapter08.tex ITA/chapters/chapter08.tex published_book_section ch08-from-comments-to-accountable-acceptance ["ch08-from-comments-to-accountable-acceptance"] section 175 175 NDSE2_PUBLISHED_EDITION_20261018 8.10 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824 EN/chapters/chapter08.tex 175 b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a 13.7.1 false From comments to accountable acceptance Dai commenti all'accettazione responsabile {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.11","kind":"published_book_section","label":"Worked engineering example: review the riskiest uncertainty first","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/didactics/worked08.tex ITA/didactics/worked08.tex published_book_section ch08:worked-example ["ch08:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 8.11 27951d2e98718efe9b76ed038be2354d02437868fae1027897a6bd0b6e3fdc53 e38d022080ed22b8adde173651a497ba2e191da1f5b162efe944a3488bf413f4 EN/didactics/worked08.tex 1 27951d2e98718efe9b76ed038be2354d02437868fae1027897a6bd0b6e3fdc53 13.7.1 false Worked engineering example: review the riskiest uncertainty first Esempio svolto: esaminare prima l'incertezza più rischiosa {"actual":["C:C08"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S08.12","kind":"published_book_section","label":"Practice exercise: review two plausible agent pull requests","limitation":"","mapped":["C:C08"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C08 NDSE2:C08 EN/exercises/exercise08.tex ITA/exercises/exercise08.tex published_book_section ex:ch08 ["ex:ch08"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 8.12 fb32997ff8348983fc45ec21028016f1289305d3fea0fee36eacb11a48513d0a eabedccadab16403a48ad7e955e286423de7f77be59678adf037cb57b45a3d4e EN/exercises/exercise08.tex 2 fb32997ff8348983fc45ec21028016f1289305d3fea0fee36eacb11a48513d0a 13.7.1 false Practice exercise: review two plausible agent pull requests Esercizio: esaminare due pull request plausibili create da agent {"actual":["C:C09"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C09","kind":"published_book_chapter","label":"System Understanding, Context and Persistent Memory","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C09"],"printed":false,"streams":[],"summary":"Treats context and persistent memory as claims with provenance, ownership and expiry. It develops software-specific knowledge records and invalidation rules, then uses a handoff and an explicitly limited retrieval comparison to test what a successor can reconstruct.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C09 9 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter System Understanding, Context and Persistent Memory ["distinguere il context recuperato dalle conoscenze affidabili sul sistema", "progettare una memoria versionata con regole esplicite di invalidation", "verificare un handoff chiedendo a un nuovo maintainer di ricostruire una decisione operativa a partire dalle evidenze conservate"] ["distinguish retrieved context from trusted system knowledge", "design versioned memory with explicit invalidation rules", "test a handoff by asking a new maintainer to reconstruct an operational decision from stored evidence"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter09.tex ITA/chapters/chapter09.tex ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea 13.7.1 Treats context and persistent memory as claims with provenance, ownership and expiry. It develops software-specific knowledge records and invalidation rules, then uses a handoff and an explicitly limited retrieval comparison to test what a successor can reconstruct. Tratta context e memoria persistente come affermazioni con provenienza, responsabilità e validità. Sviluppa registrazioni della conoscenza software e regole di invalidazione, usando un passaggio di consegne e un confronto di recupero esplicitamente limitato per verificare ciò che un successore può ricostruire. System Understanding, Context and Persistent Memory Comprensione del sistema, context e memoria persistente V06 {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.01","kind":"published_book_section","label":"Why comprehension dominates brownfield work","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/chapters/chapter09.tex ITA/chapters/chapter09.tex published_book_section null [] section 11 11 NDSE2_PUBLISHED_EDITION_20261018 9.1 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea EN/chapters/chapter09.tex 11 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 13.7.1 false Why comprehension dominates brownfield work Perché la comprensione del sistema è centrale nel lavoro brownfield {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.02","kind":"published_book_section","label":"Mental models, rationale and cognitive load","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/chapters/chapter09.tex ITA/chapters/chapter09.tex published_book_section ch09-mental-models-rationale-and-cognitive-load ["ch09-mental-models-rationale-and-cognitive-load"] section 57 57 NDSE2_PUBLISHED_EDITION_20261018 9.2 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea EN/chapters/chapter09.tex 57 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 13.7.1 false Mental models, rationale and cognitive load Modelli mentali, rationale e carico cognitivo {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.03","kind":"published_book_section","label":"Authorship, ownership and stewardship","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/chapters/chapter09.tex ITA/chapters/chapter09.tex published_book_section ch09-authorship-ownership-and-stewardship ["ch09-authorship-ownership-and-stewardship"] section 65 65 NDSE2_PUBLISHED_EDITION_20261018 9.3 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea EN/chapters/chapter09.tex 65 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 13.7.1 false Authorship, ownership and stewardship Authorship, ownership e stewardship {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.04","kind":"published_book_section","label":"Context assembly for an agent","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/chapters/chapter09.tex ITA/chapters/chapter09.tex published_book_section ch09-context-assembly-for-an-agent ["ch09-context-assembly-for-an-agent"] section 73 73 NDSE2_PUBLISHED_EDITION_20261018 9.4 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea EN/chapters/chapter09.tex 73 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 13.7.1 false Context assembly for an agent Comporre il context di un agent {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.05","kind":"published_book_section","label":"Different forms of persistent memory","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/chapters/chapter09.tex ITA/chapters/chapter09.tex published_book_section ch09-different-forms-of-persistent-memory ["ch09-different-forms-of-persistent-memory"] section 90 90 NDSE2_PUBLISHED_EDITION_20261018 9.5 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea EN/chapters/chapter09.tex 90 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 13.7.1 false Different forms of persistent memory Le diverse forme di memoria persistente {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.06","kind":"published_book_section","label":"Memory consistency, decay and invalidation","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/chapters/chapter09.tex ITA/chapters/chapter09.tex published_book_section ch09-memory-consistency-decay-and-invalidation ["ch09-memory-consistency-decay-and-invalidation"] section 104 104 NDSE2_PUBLISHED_EDITION_20261018 9.6 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea EN/chapters/chapter09.tex 104 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 13.7.1 false Memory consistency, decay and invalidation Coerenza, decadimento e invalidation della memoria {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.07","kind":"published_book_section","label":"A typed graph for software-specific knowledge","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/chapters/chapter09.tex ITA/chapters/chapter09.tex published_book_section ch09-a-typed-graph-for-software-specific-knowledge ["ch09-a-typed-graph-for-software-specific-knowledge"] section 138 138 NDSE2_PUBLISHED_EDITION_20261018 9.7 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea EN/chapters/chapter09.tex 138 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 13.7.1 false A typed graph for software-specific knowledge Un grafo tipizzato per la conoscenza del software {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.08","kind":"published_book_section","label":"Turnover, succession and long-term maintenance","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/chapters/chapter09.tex ITA/chapters/chapter09.tex published_book_section ch09-turnover-succession-and-long-term-maintenance ["ch09-turnover-succession-and-long-term-maintenance"] section 152 152 NDSE2_PUBLISHED_EDITION_20261018 9.8 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea EN/chapters/chapter09.tex 152 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 13.7.1 false Turnover, succession and long-term maintenance Turnover, successione e manutenzione di lungo periodo {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.09","kind":"published_book_section","label":"A verified memory handoff","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/chapters/chapter09.tex ITA/chapters/chapter09.tex published_book_section ch09-a-verified-memory-handoff ["ch09-a-verified-memory-handoff"] section 164 164 NDSE2_PUBLISHED_EDITION_20261018 9.9 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea EN/chapters/chapter09.tex 164 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 13.7.1 false A verified memory handoff Un handoff della memoria sottoposto a verifica {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.09.01","kind":"published_book_section","label":"A scripted evidence-retrieval comparison, not a comprehension experiment","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/chapters/chapter09.tex ITA/chapters/chapter09.tex published_book_section ch09-a-scripted-evidence-retrieval-comparison-not-a-comprehension-experiment ["ch09-a-scripted-evidence-retrieval-comparison-not-a-comprehension-experiment"] subsection 171 171 NDSE2_PUBLISHED_EDITION_20261018 9.9.1 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea EN/chapters/chapter09.tex 171 ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029 13.7.1 false A scripted evidence-retrieval comparison, not a comprehension experiment Un confronto di retrieval delle evidenze eseguito via script, non un esperimento sulla comprensione {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.10","kind":"published_book_section","label":"Worked engineering example: a memory fact needs a validity condition","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/didactics/worked09.tex ITA/didactics/worked09.tex published_book_section ch09:worked-example ["ch09:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 9.10 87b3f7f8e121f320a71b10753db25702074cdcab683d42010f7f9e3d6dc5dde5 8ef689ef3191ef8892c794aedf322d21819b488783fc21d2263c6be94528a795 EN/didactics/worked09.tex 1 87b3f7f8e121f320a71b10753db25702074cdcab683d42010f7f9e3d6dc5dde5 13.7.1 false Worked engineering example: a memory fact needs a validity condition Esempio svolto: un fatto di memoria richiede una condizione di validità {"actual":["C:C09"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S09.11","kind":"published_book_section","label":"Practice exercise: build a memory that can be invalidated","limitation":"","mapped":["C:C09"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C09 NDSE2:C09 EN/exercises/exercise09.tex ITA/exercises/exercise09.tex published_book_section ex:ch09 ["ex:ch09"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 9.11 45ad042feaf898fc949d5532a79bc78ad022afc19241c7805ca5bfbae33c7c03 9fe3c5994e7190180bf5421b7773342a38434638cebab4fc2928806ecbcd05a4 EN/exercises/exercise09.tex 2 45ad042feaf898fc949d5532a79bc78ad022afc19241c7805ca5bfbae33c7c03 13.7.1 false Practice exercise: build a memory that can be invalidated Esercizio pratico: costruire una memoria che possa essere invalidata {"actual":["C:C10"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C10","kind":"published_book_chapter","label":"Developer Learning, Mentoring and Comprehension Debt","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C10"],"printed":false,"streams":[],"summary":"Distinguishes assisted task completion from retained competence. Mentoring, explanations, repairs and deliberate practice lead to delayed retention and transfer checks; proposed competence measures remain instruments to validate rather than established scores.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C10 10 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter Developer Learning, Mentoring and Comprehension Debt ["distinguere il completamento di un task dall'apprendimento necessario per mantenerlo", "progettare verifiche differite della retention e del transfer", "assegnare responsabilità significative agli sviluppatori junior senza presentare punteggi di competenza non validati come misure consolidate"] ["distinguish finishing a task from learning to maintain it", "design delayed retention and transfer checks", "give junior developers meaningful responsibility without treating unvalidated competence scores as established measures"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter10.tex ITA/chapters/chapter10.tex 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f 13.7.1 Distinguishes assisted task completion from retained competence. Mentoring, explanations, repairs and deliberate practice lead to delayed retention and transfer checks; proposed competence measures remain instruments to validate rather than established scores. Distingue il completamento assistito di un compito dalla competenza conservata. Mentoring, spiegazioni, correzioni e pratica deliberata conducono a verifiche differite di ritenzione e trasferimento; le misure di competenza proposte restano strumenti da validare. Developer Learning, Mentoring and Comprehension Debt Apprendimento, mentoring e debito di comprensione degli sviluppatori V06 {"actual":["C:C10"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S10.01","kind":"published_book_section","label":"Short-term task success versus retained understanding","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C10 NDSE2:C10 EN/chapters/chapter10.tex ITA/chapters/chapter10.tex published_book_section ch10-short-term-task-success-versus-retained-understanding ["ch10-short-term-task-success-versus-retained-understanding"] section 11 11 NDSE2_PUBLISHED_EDITION_20261018 10.1 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f EN/chapters/chapter10.tex 11 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 13.7.1 false Short-term task success versus retained understanding Completare un task non significa conservarne la comprensione {"actual":["C:C10"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S10.02","kind":"published_book_section","label":"Comprehension debt is distinct from technical debt","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C10 NDSE2:C10 EN/chapters/chapter10.tex ITA/chapters/chapter10.tex published_book_section ch10-comprehension-debt-is-distinct-from-technical-debt ["ch10-comprehension-debt-is-distinct-from-technical-debt"] section 28 28 NDSE2_PUBLISHED_EDITION_20261018 10.2 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f EN/chapters/chapter10.tex 28 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 13.7.1 false Comprehension debt is distinct from technical debt Il debito di comprensione è diverso dal debito tecnico {"actual":["C:C10"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S10.03","kind":"published_book_section","label":"Novices, misconceptions and verification difficulty","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C10 NDSE2:C10 EN/chapters/chapter10.tex ITA/chapters/chapter10.tex published_book_section ch10-novices-misconceptions-and-verification-difficulty ["ch10-novices-misconceptions-and-verification-difficulty"] section 44 44 NDSE2_PUBLISHED_EDITION_20261018 10.3 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f EN/chapters/chapter10.tex 44 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 13.7.1 false Novices, misconceptions and verification difficulty Principianti, fraintendimenti e difficoltà di verifica {"actual":["C:C10"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S10.04","kind":"published_book_section","label":"Cognitive offloading, physiology and limitations","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C10 NDSE2:C10 EN/chapters/chapter10.tex ITA/chapters/chapter10.tex published_book_section ch10-cognitive-offloading-physiology-and-limitations ["ch10-cognitive-offloading-physiology-and-limitations"] section 55 55 NDSE2_PUBLISHED_EDITION_20261018 10.4 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f EN/chapters/chapter10.tex 55 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 13.7.1 false Cognitive offloading, physiology and limitations Cognitive offloading, fisiologia e limiti {"actual":["C:C10"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S10.05","kind":"published_book_section","label":"Learning through explanations, repairs and code tours","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C10 NDSE2:C10 EN/chapters/chapter10.tex ITA/chapters/chapter10.tex published_book_section ch10-learning-through-explanations-repairs-and-code-tours ["ch10-learning-through-explanations-repairs-and-code-tours"] section 66 66 NDSE2_PUBLISHED_EDITION_20261018 10.5 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f EN/chapters/chapter10.tex 66 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 13.7.1 false Learning through explanations, repairs and code tours Imparare attraverso spiegazioni, correzioni e code tour {"actual":["C:C10"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S10.06","kind":"published_book_section","label":"Onboarding is a long process, not a first PR","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C10 NDSE2:C10 EN/chapters/chapter10.tex ITA/chapters/chapter10.tex published_book_section ch10-onboarding-is-a-long-process-not-a-first-pr ["ch10-onboarding-is-a-long-process-not-a-first-pr"] section 79 79 NDSE2_PUBLISHED_EDITION_20261018 10.6 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f EN/chapters/chapter10.tex 79 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 13.7.1 false Onboarding is a long process, not a first PR Onboarding: un percorso, non la prima PR {"actual":["C:C10"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S10.07","kind":"published_book_section","label":"Mentoring and apprenticeship in a team with agents","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C10 NDSE2:C10 EN/chapters/chapter10.tex ITA/chapters/chapter10.tex published_book_section ch10-mentoring-and-apprenticeship-in-a-team-with-agents ["ch10-mentoring-and-apprenticeship-in-a-team-with-agents"] section 88 88 NDSE2_PUBLISHED_EDITION_20261018 10.7 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f EN/chapters/chapter10.tex 88 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 13.7.1 false Mentoring and apprenticeship in a team with agents Mentoring e apprendistato in un team con agent {"actual":["C:C10"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S10.08","kind":"published_book_section","label":"Measuring retention and engineering fluency","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C10 NDSE2:C10 EN/chapters/chapter10.tex ITA/chapters/chapter10.tex published_book_section ch10-measuring-retention-and-engineering-fluency ["ch10-measuring-retention-and-engineering-fluency"] section 106 106 NDSE2_PUBLISHED_EDITION_20261018 10.8 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f EN/chapters/chapter10.tex 106 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 13.7.1 false Measuring retention and engineering fluency Misurare retention e padronanza ingegneristica {"actual":["C:C10"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S10.09","kind":"published_book_section","label":"A practical capability-development contract","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C10 NDSE2:C10 EN/chapters/chapter10.tex ITA/chapters/chapter10.tex published_book_section ch10-a-practical-capability-development-contract ["ch10-a-practical-capability-development-contract"] section 136 136 NDSE2_PUBLISHED_EDITION_20261018 10.9 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f EN/chapters/chapter10.tex 136 8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f 13.7.1 false A practical capability-development contract Un contratto pratico per lo sviluppo delle competenze {"actual":["C:C10"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S10.10","kind":"published_book_section","label":"Worked engineering example: measure what the engineer remembers","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C10 NDSE2:C10 EN/didactics/worked10.tex ITA/didactics/worked10.tex published_book_section ch10:worked-example ["ch10:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 10.10 f35e5088cdb4148aaec6dadf81038a778b72a7754f514bfa9e83ceed6ec4970a 1e4b480e4035af7467a16075ce8494ee4a769223f49c1cb8b0041fc30bd762fe EN/didactics/worked10.tex 1 f35e5088cdb4148aaec6dadf81038a778b72a7754f514bfa9e83ceed6ec4970a 13.7.1 false Worked engineering example: measure what the engineer remembers Esempio svolto: misurare ciò che l'ingegnere ricorda {"actual":["C:C10"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S10.11","kind":"published_book_section","label":"Practice exercise: test whether competence survives the assistant","limitation":"","mapped":["C:C10"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C10 NDSE2:C10 EN/exercises/exercise10.tex ITA/exercises/exercise10.tex published_book_section ex:ch10 ["ex:ch10"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 10.11 8388ebea4e525258101dd089808d44b6228b22cbe47a386e64706d027eb1f6b5 9a79bd1840dbdb69e12dc8263fd293cfe247b65b83727494339f345ac111204f EN/exercises/exercise10.tex 2 8388ebea4e525258101dd089808d44b6228b22cbe47a386e64706d027eb1f6b5 13.7.1 false Practice exercise: test whether competence survives the assistant Esercizio: verifica se la competenza rimane quando l'assistente non c'è {"actual":["C:C11"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C11","kind":"published_book_chapter","label":"Teams, Governance and the Engineering Organization","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C11"],"printed":false,"streams":[],"summary":"Moves from individual output to team throughput and decision rights. Policy owners, makers, checkers and release authorities coordinate parallel work and late intention changes, with operational feedback and review capacity governing staged, reversible adoption.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C11 11 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter Teams, Governance and the Engineering Organization ["assegnare responsabilità su policy, maker, checker e release", "coordinare in sicurezza agent paralleli e revisioni tardive della policy", "scegliere un gate di adozione reversibile a livello di team in base al carico di review e agli esiti operativi"] ["assign policy, maker, checker and release responsibilities", "coordinate parallel agents and late policy revisions safely", "choose a reversible team-level adoption gate based on review load and operational outcomes"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter11.tex ITA/chapters/chapter11.tex 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1 13.7.1 Moves from individual output to team throughput and decision rights. Policy owners, makers, checkers and release authorities coordinate parallel work and late intention changes, with operational feedback and review capacity governing staged, reversible adoption. Passa dall'output individuale alla capacità di consegna del team e ai diritti decisionali. Responsabili delle policy, maker, checker e autorità di rilascio coordinano lavoro parallelo e cambiamenti tardivi delle intenzioni, governando un'adozione graduale e reversibile con feedback operativo e capacità di revisione. Teams, Governance and the Engineering Organization Team, governance e organizzazione dell'ingegneria del software V06 {"actual":["C:C11"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S11.01","kind":"published_book_section","label":"From individual productivity to team throughput","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C11 NDSE2:C11 EN/chapters/chapter11.tex ITA/chapters/chapter11.tex published_book_section ch11-from-individual-productivity-to-team-throughput ["ch11-from-individual-productivity-to-team-throughput"] section 13 13 NDSE2_PUBLISHED_EDITION_20261018 11.1 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1 EN/chapters/chapter11.tex 13 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 13.7.1 false From individual productivity to team throughput Dalla produttività individuale al throughput del team {"actual":["C:C11"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S11.02","kind":"published_book_section","label":"New division of labor in engineering teams","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C11 NDSE2:C11 EN/chapters/chapter11.tex ITA/chapters/chapter11.tex published_book_section ch11-new-division-of-labor-in-engineering-teams ["ch11-new-division-of-labor-in-engineering-teams"] section 50 50 NDSE2_PUBLISHED_EDITION_20261018 11.2 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1 EN/chapters/chapter11.tex 50 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 13.7.1 false New division of labor in engineering teams Una nuova divisione del lavoro nei team di ingegneria {"actual":["C:C11"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S11.03","kind":"published_book_section","label":"Policies that make expectations visible","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C11 NDSE2:C11 EN/chapters/chapter11.tex ITA/chapters/chapter11.tex published_book_section ch11-policies-that-make-expectations-visible ["ch11-policies-that-make-expectations-visible"] section 79 79 NDSE2_PUBLISHED_EDITION_20261018 11.3 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1 EN/chapters/chapter11.tex 79 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 13.7.1 false Policies that make expectations visible Policy che rendono esplicite le aspettative {"actual":["C:C11"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S11.04","kind":"published_book_section","label":"Executable policy as an engineering proposal","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C11 NDSE2:C11 EN/chapters/chapter11.tex ITA/chapters/chapter11.tex published_book_section ch11-executable-policy-as-an-engineering-proposal ["ch11-executable-policy-as-an-engineering-proposal"] section 100 100 NDSE2_PUBLISHED_EDITION_20261018 11.4 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1 EN/chapters/chapter11.tex 100 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 13.7.1 false Executable policy as an engineering proposal Una policy eseguibile come proposta ingegneristica {"actual":["C:C11"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S11.05","kind":"published_book_section","label":"Agile team work with agent-produced increments","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C11 NDSE2:C11 EN/chapters/chapter11.tex ITA/chapters/chapter11.tex published_book_section ch11-agile-team-work-with-agent-produced-increments ["ch11-agile-team-work-with-agent-produced-increments"] section 121 121 NDSE2_PUBLISHED_EDITION_20261018 11.5 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1 EN/chapters/chapter11.tex 121 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 13.7.1 false Agile team work with agent-produced increments Lavoro agile con incrementi prodotti dagli agent {"actual":["C:C11"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S11.06","kind":"published_book_section","label":"Human accountability, conflicts and escalation","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C11 NDSE2:C11 EN/chapters/chapter11.tex ITA/chapters/chapter11.tex published_book_section ch11-human-accountability-conflicts-and-escalation ["ch11-human-accountability-conflicts-and-escalation"] section 152 152 NDSE2_PUBLISHED_EDITION_20261018 11.6 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1 EN/chapters/chapter11.tex 152 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 13.7.1 false Human accountability, conflicts and escalation Responsabilità umana, conflitti ed escalation {"actual":["C:C11"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S11.07","kind":"published_book_section","label":"Maintainer load and newcomer participation","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C11 NDSE2:C11 EN/chapters/chapter11.tex ITA/chapters/chapter11.tex published_book_section ch11-maintainer-load-and-newcomer-participation ["ch11-maintainer-load-and-newcomer-participation"] section 172 172 NDSE2_PUBLISHED_EDITION_20261018 11.7 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1 EN/chapters/chapter11.tex 172 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 13.7.1 false Maintainer load and newcomer participation Carico dei maintainer e partecipazione dei nuovi contributori {"actual":["C:C11"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S11.08","kind":"published_book_section","label":"Knowledge handoff and stewardship rights","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C11 NDSE2:C11 EN/chapters/chapter11.tex ITA/chapters/chapter11.tex published_book_section ch11-knowledge-handoff-and-stewardship-rights ["ch11-knowledge-handoff-and-stewardship-rights"] section 184 184 NDSE2_PUBLISHED_EDITION_20261018 11.8 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1 EN/chapters/chapter11.tex 184 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 13.7.1 false Knowledge handoff and stewardship rights Handoff della conoscenza e diritti di stewardship {"actual":["C:C11"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S11.09","kind":"published_book_section","label":"Staged deployment gates, not a guaranteed ROI","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C11 NDSE2:C11 EN/chapters/chapter11.tex ITA/chapters/chapter11.tex published_book_section ch11-staged-deployment-gates-not-a-guaranteed-roi ["ch11-staged-deployment-gates-not-a-guaranteed-roi"] section 193 193 NDSE2_PUBLISHED_EDITION_20261018 11.9 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1 EN/chapters/chapter11.tex 193 18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300 13.7.1 false Staged deployment gates, not a guaranteed ROI Gate di deployment graduali, non un ROI garantito {"actual":["C:C11"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S11.10","kind":"published_book_section","label":"Worked engineering example: coordinate parallel work under a new policy","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C11 NDSE2:C11 EN/didactics/worked11.tex ITA/didactics/worked11.tex published_book_section ch11:worked-example ["ch11:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 11.10 6563a013f2efbcfa8c4bb8fed6f3d9046712e3f97127b760ffb7e0223a8dc395 8b0c990c4ef63b7b22a4a01290d28f08ab49bc5ff2a0011a9d11a3ff2e3de3c9 EN/didactics/worked11.tex 1 6563a013f2efbcfa8c4bb8fed6f3d9046712e3f97127b760ffb7e0223a8dc395 13.7.1 false Worked engineering example: coordinate parallel work under a new policy Esempio ingegneristico svolto: coordinare il lavoro parallelo dopo una nuova policy {"actual":["C:C11"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S11.11","kind":"published_book_section","label":"Practice exercise: govern concurrent agents after intention changes","limitation":"","mapped":["C:C11"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C11 NDSE2:C11 EN/exercises/exercise11.tex ITA/exercises/exercise11.tex published_book_section ex:ch11 ["ex:ch11"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 11.11 94a4e98d922d102a83b5d98591f2b6e3efd509a0608dba6f5bb241632d11e043 0573432cf24ef22f359c19b6b8a575fd3e8dc857b11dc9de841eddfc1fe51229 EN/exercises/exercise11.tex 2 94a4e98d922d102a83b5d98591f2b6e3efd509a0608dba6f5bb241632d11e043 13.7.1 false Practice exercise: govern concurrent agents after intention changes Esercizio pratico: governare agent concorrenti dopo un cambiamento dell'intenzione {"actual":["C:C12"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C12","kind":"published_book_chapter","label":"Economics, Jobs, Risk and Evidence-Based Adoption","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C12"],"printed":false,"streams":[],"summary":"Evaluates the economics of the whole engineering loop, including human effort, failed attempts, maintenance and risk. Employment evidence and alternative explanations remain separate from forecasts; adoption requires a counterfactual, uncertainty bounds and a reversal condition.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C12 12 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter Economics, Jobs, Risk and Evidence-Based Adoption ["calcolare il costo dell'intero loop, e non soltanto quello dei token", "distinguere le osservazioni sull'occupazione dalle previsioni causali", "formulare una decisione di adozione dell'AI con controfattuale, incertezza e condizione di rollback espliciti"] ["calculate full-loop rather than token-only cost", "separate employment observations from causal forecasts", "frame an AI adoption decision with an explicit counterfactual, uncertainty and rollback condition"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter12.tex ITA/chapters/chapter12.tex 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924 13.7.1 Evaluates the economics of the whole engineering loop, including human effort, failed attempts, maintenance and risk. Employment evidence and alternative explanations remain separate from forecasts; adoption requires a counterfactual, uncertainty bounds and a reversal condition. Valuta l'economia dell'intero ciclo ingegneristico, includendo lavoro umano, tentativi falliti, manutenzione e rischio. Mantiene separate evidenze sul lavoro, spiegazioni alternative e previsioni; l'adozione richiede un controfattuale, limiti d'incertezza e una condizione di reversibilità. Economics, Jobs, Risk and Evidence-Based Adoption Economia, lavoro, rischio e adozione basata sulle evidenze V06 {"actual":["C:C12"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S12.01","kind":"published_book_section","label":"Economics of the entire engineering loop","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C12 NDSE2:C12 EN/chapters/chapter12.tex ITA/chapters/chapter12.tex published_book_section ch12-economics-of-the-entire-engineering-loop ["ch12-economics-of-the-entire-engineering-loop"] section 16 16 NDSE2_PUBLISHED_EDITION_20261018 12.1 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924 EN/chapters/chapter12.tex 16 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe 13.7.1 false Economics of the entire engineering loop L'economia dell'intero loop ingegneristico {"actual":["C:C12"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S12.02","kind":"published_book_section","label":"Why cheap generation may increase total cost","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C12 NDSE2:C12 EN/chapters/chapter12.tex ITA/chapters/chapter12.tex published_book_section ch12-why-cheap-generation-may-increase-total-cost ["ch12-why-cheap-generation-may-increase-total-cost"] section 48 48 NDSE2_PUBLISHED_EDITION_20261018 12.2 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924 EN/chapters/chapter12.tex 48 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe 13.7.1 false Why cheap generation may increase total cost Perché una generazione economica può aumentare il costo totale {"actual":["C:C12"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S12.03","kind":"published_book_section","label":"Choosing the least-cost adequate level of autonomy","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C12 NDSE2:C12 EN/chapters/chapter12.tex ITA/chapters/chapter12.tex published_book_section ch12-choosing-the-least-cost-adequate-level-of-autonomy ["ch12-choosing-the-least-cost-adequate-level-of-autonomy"] section 64 64 NDSE2_PUBLISHED_EDITION_20261018 12.3 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924 EN/chapters/chapter12.tex 64 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe 13.7.1 false Choosing the least-cost adequate level of autonomy Scegliere il livello di autonomia adeguato al costo minimo {"actual":["C:C12"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S12.04","kind":"published_book_section","label":"Estimating return without fabricated certainty","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C12 NDSE2:C12 EN/chapters/chapter12.tex ITA/chapters/chapter12.tex published_book_section ch12-estimating-return-without-fabricated-certainty ["ch12-estimating-return-without-fabricated-certainty"] section 86 86 NDSE2_PUBLISHED_EDITION_20261018 12.4 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924 EN/chapters/chapter12.tex 86 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe 13.7.1 false Estimating return without fabricated certainty Stimare il ritorno senza inventare certezze {"actual":["C:C12"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S12.05","kind":"published_book_section","label":"Jobs, hiring, vacancy flows and unequal cohorts","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C12 NDSE2:C12 EN/chapters/chapter12.tex ITA/chapters/chapter12.tex published_book_section ch12-jobs-hiring-vacancy-flows-and-unequal-cohorts ["ch12-jobs-hiring-vacancy-flows-and-unequal-cohorts"] section 126 126 NDSE2_PUBLISHED_EDITION_20261018 12.5 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924 EN/chapters/chapter12.tex 126 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe 13.7.1 false Jobs, hiring, vacancy flows and unequal cohorts Occupazione, assunzioni, flussi di vacancy e coorti differenti {"actual":["C:C12"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S12.06","kind":"published_book_section","label":"Alternative causes of junior-market change","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C12 NDSE2:C12 EN/chapters/chapter12.tex ITA/chapters/chapter12.tex published_book_section ch12-alternative-causes-of-junior-market-change ["ch12-alternative-causes-of-junior-market-change"] section 138 138 NDSE2_PUBLISHED_EDITION_20261018 12.6 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924 EN/chapters/chapter12.tex 138 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe 13.7.1 false Alternative causes of junior-market change Cause alternative del cambiamento nel mercato junior {"actual":["C:C12"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S12.07","kind":"published_book_section","label":"The apprenticeship and long-term skill economy","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C12 NDSE2:C12 EN/chapters/chapter12.tex ITA/chapters/chapter12.tex published_book_section ch12-the-apprenticeship-and-long-term-skill-economy ["ch12-the-apprenticeship-and-long-term-skill-economy"] section 150 150 NDSE2_PUBLISHED_EDITION_20261018 12.7 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924 EN/chapters/chapter12.tex 150 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe 13.7.1 false The apprenticeship and long-term skill economy L'apprendistato e l'economia delle competenze nel lungo periodo {"actual":["C:C12"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S12.08","kind":"published_book_section","label":"Distributional effects and quality of forecasts","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C12 NDSE2:C12 EN/chapters/chapter12.tex ITA/chapters/chapter12.tex published_book_section ch12-distributional-effects-and-quality-of-forecasts ["ch12-distributional-effects-and-quality-of-forecasts"] section 166 166 NDSE2_PUBLISHED_EDITION_20261018 12.8 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924 EN/chapters/chapter12.tex 166 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe 13.7.1 false Distributional effects and quality of forecasts Effetti distributivi e qualità delle previsioni {"actual":["C:C12"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S12.09","kind":"published_book_section","label":"A reversible, risk-adjusted adoption decision","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C12 NDSE2:C12 EN/chapters/chapter12.tex ITA/chapters/chapter12.tex published_book_section ch12-a-reversible-risk-adjusted-adoption-decision ["ch12-a-reversible-risk-adjusted-adoption-decision"] section 178 178 NDSE2_PUBLISHED_EDITION_20261018 12.9 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924 EN/chapters/chapter12.tex 178 86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe 13.7.1 false A reversible, risk-adjusted adoption decision Una decisione di adozione reversibile e corretta per il rischio {"actual":["C:C12"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S12.10","kind":"published_book_section","label":"Worked engineering example: calculate a reversible adoption choice","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C12 NDSE2:C12 EN/didactics/worked12.tex ITA/didactics/worked12.tex published_book_section ch12:worked-example ["ch12:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 12.10 8021a2bae2cdf60233fc738f34e3ed74e684d86e7cb440b2f16667a45b4bf19e d87bb17437ed98c2ca270493a1b1ff4204a04d70f49e2e96d522cfc7074e2d62 EN/didactics/worked12.tex 1 8021a2bae2cdf60233fc738f34e3ed74e684d86e7cb440b2f16667a45b4bf19e 13.7.1 false Worked engineering example: calculate a reversible adoption choice Esempio ingegneristico svolto: calcolare una scelta di adozione reversibile {"actual":["C:C12"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S12.11","kind":"published_book_section","label":"Practice exercise: write the adoption decision, not an ROI slogan","limitation":"","mapped":["C:C12"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C12 NDSE2:C12 EN/exercises/exercise12.tex ITA/exercises/exercise12.tex published_book_section ex:ch12 ["ex:ch12"] section 2 2 NDSE2_PUBLISHED_EDITION_20261018 12.11 83d662bc0b0ab88eb17c145937513fd87727266409d1b10e96be69d9d901825b d18148be881a6dcb48c89c876a75fed39bc38ea5562c6949a1d8e0873a6d8d9c EN/exercises/exercise12.tex 2 83d662bc0b0ab88eb17c145937513fd87727266409d1b10e96be69d9d901825b 13.7.1 false Practice exercise: write the adoption decision, not an ROI slogan Esercizio pratico: scrivere una decisione di adozione, non uno slogan sul ROI {"actual":["C:C13"],"authors":"Enrico Papalini","category":null,"collection":"N","id":"NDSE2:C13","kind":"published_book_chapter","label":"Choosing Practices and Recognizing Their Limits","limitation":"Author engineering synthesis and teaching material; publication is not independent empirical validation.","mapped":["C:C13"],"printed":false,"streams":[],"summary":"Selects and combines practices from the observed problem rather than a fixed workflow. It compares proportionate responses, exposes over-engineering and unsafe shortcuts, and connects earlier volumes while asking which mechanisms can be omitted without losing the change obligations.","topics":[],"url":"","volumes":["V06"],"year":"2026"} Enrico Papalini C:C13 13 EDITION:NDSE2:13.7.1 Published author chapter; engineering synthesis published_book_chapter Choosing Practices and Recognizing Their Limits ["scegliere una pratica a partire da un problema osservato", "combinare pratiche senza creare conflitti di autorità o usare evidenze obsolete", "giustificare l'omissione di un meccanismo, preservando gli obblighi del task"] ["select a practice from an observed problem", "combine practices without conflicting authority or stale evidence", "justify omitting a mechanism while preserving the task's obligations"] Author engineering synthesis and teaching material; publication is not independent empirical validation. NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUBLISHED_AUTHOR_CONFIRMED EN/chapters/chapter13.tex ITA/chapters/chapter13.tex 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b 13.7.1 Selects and combines practices from the observed problem rather than a fixed workflow. It compares proportionate responses, exposes over-engineering and unsafe shortcuts, and connects earlier volumes while asking which mechanisms can be omitted without losing the change obligations. Seleziona e combina le pratiche a partire dal problema osservato. Confronta risposte proporzionate, rende visibili sovraingegnerizzazione e scorciatoie rischiose e collega i volumi precedenti, chiedendo quali meccanismi si possano omettere preservando gli obblighi del cambiamento. Choosing Practices and Recognizing Their Limits Scegliere le pratiche e riconoscerne i limiti V06 {"actual":["C:C13"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S13.01","kind":"published_book_section","label":"Five decisions, one accountable outcome","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C13 NDSE2:C13 EN/chapters/chapter13.tex ITA/chapters/chapter13.tex published_book_section ch13:composition ["ch13:composition","ch13:depth"] section 7 7 NDSE2_PUBLISHED_EDITION_20261018 13.1 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b EN/chapters/chapter13.tex 7 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa 13.7.1 false Five decisions, one accountable outcome Cinque decisioni, un unico risultato di cui rispondere {"actual":["C:C13"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S13.02","kind":"published_book_section","label":"Compare two changes before building a workflow","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C13 NDSE2:C13 EN/chapters/chapter13.tex ITA/chapters/chapter13.tex published_book_section ch13:practice-map ["ch13:practice-map"] section 24 24 NDSE2_PUBLISHED_EDITION_20261018 13.2 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b EN/chapters/chapter13.tex 24 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa 13.7.1 false Compare two changes before building a workflow Confrontare due modifiche prima di costruire un workflow {"actual":["C:C13"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S13.03","kind":"published_book_section","label":"A compact symptom-to-action map","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C13 NDSE2:C13 EN/chapters/chapter13.tex ITA/chapters/chapter13.tex published_book_section ch13:selection-map ["ch13:selection-map"] section 41 41 NDSE2_PUBLISHED_EDITION_20261018 13.3 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b EN/chapters/chapter13.tex 41 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa 13.7.1 false A compact symptom-to-action map Una mappa sintetica dai sintomi alle azioni {"actual":["C:C13"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S13.04","kind":"published_book_section","label":"Recognize over-engineering and unsafe shortcuts","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C13 NDSE2:C13 EN/chapters/chapter13.tex ITA/chapters/chapter13.tex published_book_section ch13:anti-cases ["ch13:anti-cases"] section 60 60 NDSE2_PUBLISHED_EDITION_20261018 13.4 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b EN/chapters/chapter13.tex 60 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa 13.7.1 false Recognize over-engineering and unsafe shortcuts Riconoscere l'over-engineering e le scorciatoie insicure {"actual":["C:C13"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S13.05","kind":"published_book_section","label":"Working vocabulary","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C13 NDSE2:C13 EN/didactics/series_glossary.tex ITA/didactics/series_glossary.tex published_book_section app:series-vocabulary ["app:series-vocabulary"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 13.5 434c30c8c2b8e4826fadd679e77dd2888136d92da16bb76905c6965c1b7eb2bd 25145be72dc63e85b2ec9a3efec9ebe4831fb3f596fce3c8a0f820668fa70a95 EN/didactics/series_glossary.tex 1 434c30c8c2b8e4826fadd679e77dd2888136d92da16bb76905c6965c1b7eb2bd 13.7.1 false Working vocabulary Vocabolario operativo {"actual":["C:C13"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S13.06","kind":"published_book_section","label":"Further reading through the Non-Deterministic series","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C13 NDSE2:C13 EN/chapters/chapter13.tex ITA/chapters/chapter13.tex published_book_section ch13:series-reading ["ch13:series-reading"] section 70 70 NDSE2_PUBLISHED_EDITION_20261018 13.6 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b EN/chapters/chapter13.tex 70 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa 13.7.1 false Further reading through the Non-Deterministic series Per approfondire: la serie Non-Deterministic {"actual":["C:C13"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S13.07","kind":"published_book_section","label":"Worked engineering example: leave out what the change does not need","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C13 NDSE2:C13 EN/didactics/worked13.tex ITA/didactics/worked13.tex published_book_section ch13:worked-example ["ch13:worked-example"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 13.7 e35d54e401f7a5b5e9b1a15cff3c8f1248b2129e853b93a319bf121b047a2a93 aeb18a6cd4a02c96a92917e0a67961ab146a65b5e8c250765b2f8f2ca650fd06 EN/didactics/worked13.tex 1 e35d54e401f7a5b5e9b1a15cff3c8f1248b2129e853b93a319bf121b047a2a93 13.7.1 false Worked engineering example: leave out what the change does not need Esempio ingegneristico svolto: lasciare fuori ciò che non serve alla modifica {"actual":["C:C13"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S13.08","kind":"published_book_section","label":"Practice exercise: design the smallest adequate workflow","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C13 NDSE2:C13 EN/exercises/exercise13.tex ITA/exercises/exercise13.tex published_book_section ex:ch13 ["ex:ch13"] section 1 1 NDSE2_PUBLISHED_EDITION_20261018 13.8 4f928cd8f1ac422b071cfebd8965bd25cb48cf6a68c57bc323c331d69d03536c 260b71215a149109238101319476774992eecc4e932b15783b5c94c1c3b373f1 EN/exercises/exercise13.tex 1 4f928cd8f1ac422b071cfebd8965bd25cb48cf6a68c57bc323c331d69d03536c 13.7.1 false Practice exercise: design the smallest adequate workflow Esercizio pratico: progettare il workflow minimo adeguato {"actual":["C:C13"],"authors":"Enrico Papalini","category":"sections","collection":null,"id":"NDSE2:S13.s09","kind":"published_book_section","label":"The last engineering decision: what can safely be left out?","limitation":"","mapped":["C:C13"],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} C:C13 NDSE2:C13 EN/chapters/chapter13.tex ITA/chapters/chapter13.tex published_book_section ch13:closing ["ch13:closing"] section 78 78 NDSE2_PUBLISHED_EDITION_20261018 null 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b EN/chapters/chapter13.tex 78 3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa 13.7.1 true The last engineering decision: what can safely be left out? 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PUB:NDSE2 13.7.1 Introduzione {"actual":[],"authors":"Enrico Papalini","category":"reader","collection":null,"id":"NDSE2:APP:A","kind":"published_book_document","label":"Working Through the Engineering Decisions","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} published_book_document Working Through the Engineering Decisions NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUB:NDSE2 13.7.1 Ragionare sulle decisioni ingegneristiche {"actual":[],"authors":"Enrico Papalini","category":"reader","collection":null,"id":"NDSE2:APP:B","kind":"published_book_document","label":"Using the Knowledge Atlas","limitation":"","mapped":[],"printed":false,"streams":[],"summary":"","topics":[],"url":"","volumes":["V06"],"year":"2026"} published_book_document Using the Knowledge Atlas NDSE2_PUBLISHED_EDITION_20261018 Author-supplied final EN/ITA 13.7.1 LaTeX sources; publication confirmed by the author on 2026-10-18. PUB:NDSE2 13.7.1 Usare il Knowledge Atlas e00000 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00001 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00002 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00003 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00004 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00005 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00006 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00007 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00008 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00009 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00010 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00011 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00012 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Both report increased code activity alongside growing complexity or static-analysis warnings. convergent finding 1.3 e00013 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00014 dependency 2 W001 Section 2; W004 Methods, MSR 2026 W001 cites and extends W004 methodology; not a proven identical empirical sample. SHARES_RESEARCHER_AND_DID_APPROACH e00015 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00016 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00017 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00018 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00019 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00020 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00021 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.9 From generated output to an evidence question EDITORIAL_SUPPORTS_SECTION core 0.9 e00022 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.4 Observational adoption and its confounders EDITORIAL_SUPPORTS_SECTION core 0.9 e00023 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 5.3 Code smells are signals, not incidents EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00024 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 12.2 Why cheap generation may increase total cost EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00025 mapping 0 2026-10-09 revised editorial plan; not present in original graph 12.2 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00026 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00027 evidence 0 audit/pass2/claim_evidence_pass2.csv Methods Section 3.1 primary arXiv 2601.13597v2 REPORTS_ORIGINAL_FINDING e00028 evidence 0 audit/pass2/claim_evidence_pass2.csv Table 2 Section 4 original arXiv 2601.13597v2 REPORTS_ORIGINAL_FINDING e00029 dependency 0 W001 Section 3.1 arXiv 2601.13597 v2 Uses AIDev v3; record-level overlap with W068/W071 not quantified. REUSES_DATASET e00030 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e00031 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00032 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x00033 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00032 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00033 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00034 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00035 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00036 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00037 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00038 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00039 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00040 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00041 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00042 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00043 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00044 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00045 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00046 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00047 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00048 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00049 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00050 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.2 From autocomplete to delegated execution EDITORIAL_SUPPORTS_SECTION core 0.9 e00051 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.5 The autonomy–accountability boundary EDITORIAL_SUPPORTS_SECTION core 0.9 e00052 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 3.1 From suggestion to a permission-bounded agent EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00053 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.2 What an agent actually observes EDITORIAL_SUPPORTS_SECTION core 0.9 e00054 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 4.9 The approval-rule contract across two iterations EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00055 mapping 0 2026-10-09 revised editorial plan; not present in original graph 3.1 (counterpoint); 3.2 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00056 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00057 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00058 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00059 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00060 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00061 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00062 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00063 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00064 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00065 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e00066 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00067 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00068 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e00069 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00070 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00071 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e00072 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00073 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00074 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Two enterprise experimental settings support task-level speed improvements. convergent finding 1.3 e00075 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00076 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Controlled results differ by task, developer familiarity and model generation; they are not direct contradictory estimands. context-dependent tension 1.3 e00077 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Field-experimental estimates vary by developer experience and tool generation. controlled study comparison 1.3 e00078 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00079 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00080 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00081 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00082 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00083 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00084 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00085 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00086 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00087 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.7 What the research can and cannot tell us EDITORIAL_SUPPORTS_SECTION core 0.9 e00088 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 2.1 The productivity denominator problem EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00089 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.2 How to read causal evidence EDITORIAL_SUPPORTS_SECTION core 0.9 e00090 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.8 Designing a coding-specific field pilot EDITORIAL_SUPPORTS_SECTION core 0.9 e00091 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.9 From metrics to an evidence-based pilot decision EDITORIAL_SUPPORTS_SECTION core 0.9 e00092 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.4 Estimating return without fabricated certainty EDITORIAL_SUPPORTS_SECTION core 0.9 e00093 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM PR endpoint and heterogeneous uncertainty e00094 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Aggregate arithmetic only; not original regression replication e00095 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Published final table not independently compared e00096 provenance 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW OFFICIAL_SUPPLEMENT e00097 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e00098 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e00099 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00102 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00100 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00101 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00102 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00103 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00104 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00105 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00106 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00107 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00108 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00109 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00110 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00111 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00112 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00113 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00114 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00115 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Both observe complexity growth; point estimates differ with unit and cohort. partial replication with changed metric 1.3 e00116 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00117 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Repository-level trends and matched units differ in denominator, outcome and selection. apparently conflicting measurements 1.3 e00118 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00119 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00120 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00121 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00122 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00123 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00124 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.4 Observational adoption and its confounders EDITORIAL_SUPPORTS_SECTION core 0.9 e00125 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.6 Quality-adjusted productivity EDITORIAL_SUPPORTS_SECTION core 0.9 e00126 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.3 Code smells are signals, not incidents EDITORIAL_SUPPORTS_SECTION core 0.9 e00127 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.2 Why cheap generation may increase total cost EDITORIAL_SUPPORTS_SECTION core 0.9 e00128 evidence 0 audit/pass2/claim_evidence_pass2.csv Printed p7 Table2 19pp author PDF MSR 2026 REPORTS_ORIGINAL_FINDING e00129 evidence 0 audit/pass2/claim_evidence_pass2.csv Printed p16 Appendix Table6 19pp author PDF MSR 2026 REPORTS_ORIGINAL_FINDING e00130 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00134 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00131 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00132 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00133 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00134 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00135 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00136 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00137 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00138 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00139 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00140 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00141 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00142 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00143 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00144 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00145 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00146 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00147 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00148 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00149 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 3.3 The task envelope EDITORIAL_SUPPORTS_SECTION supplement 0.35 e00150 mapping 0 2026-10-09 revised editorial plan; not present in original graph 3.3 (supplement) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00151 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00152 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00153 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00154 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00155 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00156 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00157 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00158 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00159 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00160 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00161 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00162 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 2.4 Observational adoption and its confounders EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00163 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00164 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00165 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00166 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00167 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00168 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00169 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00170 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00171 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00172 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00173 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 1.3 The engineer's work before and after AI EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00174 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e00175 evidence 0 PRIMARY_ORIGINAL_MANUSCRIPT_SECTION_CHECKED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS SUPPORTS_CLAIM_AT_RECORDED_DEPTH e00176 evidence 0 PRIMARY_MANUSCRIPT_DENOMINATOR_CHECKED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS SUPPORTS_CLAIM_AT_RECORDED_DEPTH e00177 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00182 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00178 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00179 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00180 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00181 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00182 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00183 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00184 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00185 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00186 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00187 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00188 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00189 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00190 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00191 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00192 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00193 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.2 How to read causal evidence EDITORIAL_SUPPORTS_SECTION core 0.9 e00194 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.3 Why controlled studies disagree EDITORIAL_SUPPORTS_SECTION core 0.9 e00195 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.8 Designing a coding-specific field pilot EDITORIAL_SUPPORTS_SECTION core 0.9 e00196 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00197 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00198 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00199 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00200 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00201 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00202 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00203 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00204 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00205 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00206 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00207 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00208 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00209 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.1 The productivity denominator problem EDITORIAL_SUPPORTS_SECTION core 0.9 e00210 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00211 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00212 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00213 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00214 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00215 audit 1 PUBLISHER_REVISION_ABSTRACT_AND_EARLIER_SSRN_ABSTRACT_ONLY PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT PASS5_SCOPED_PRIMARY_RELEVANT_TO_CHAPTER e00216 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00217 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00218 audit 1 PUBLISHER_REVISION_ABSTRACT_AND_EARLIER_SSRN_ABSTRACT_ONLY PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT PASS5_SCOPED_PRIMARY_RELEVANT_TO_CHAPTER e00219 audit 2 NBER_PRIMARY_INSTITUTIONAL_REVISED_RECORD PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC PASS6_SOURCE_VERIFICATION_RELEVANCE e00220 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00221 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00222 audit 1 PUBLISHER_REVISION_ABSTRACT_AND_EARLIER_SSRN_ABSTRACT_ONLY PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT PASS5_SCOPED_PRIMARY_RELEVANT_TO_CHAPTER e00223 audit 2 NBER_PRIMARY_INSTITUTIONAL_REVISED_RECORD PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC PASS6_SOURCE_VERIFICATION_RELEVANCE e00224 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00225 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00226 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Econometric activity/release differences should bound broad industry transformation claims. claims require measurement 1.3 e00227 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Enterprise PR count and GitHub release count should be reported together, not conflated. outcome proxy triangulation 1.3 e00228 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00229 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00230 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00231 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00232 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00233 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00234 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00235 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00236 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00237 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00238 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00239 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00240 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.9 From generated output to an evidence question EDITORIAL_SUPPORTS_SECTION core 0.9 e00241 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.1 The productivity denominator problem EDITORIAL_SUPPORTS_SECTION core 0.9 e00242 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.5 Writing code versus shipping code EDITORIAL_SUPPORTS_SECTION core 0.9 e00243 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 8.1 Why review becomes the scarce resource EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00244 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 11.1 From individual productivity to team throughput EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00245 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.2 Why cheap generation may increase total cost EDITORIAL_SUPPORTS_SECTION core 0.9 e00246 mapping 0 2026-10-09 revised editorial plan; not present in original graph 8.1 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00247 audit 1 PUBLISHER_REVISION_ABSTRACT_AND_EARLIER_SSRN_ABSTRACT_ONLY PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT PASS5_SCOPED_PRIMARY_RELEVANT_TO_CHAPTER e00248 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00249 mapping 0 2026-10-09 revised editorial plan; not present in original graph 11.1 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00250 audit 1 PUBLISHER_REVISION_ABSTRACT_AND_EARLIER_SSRN_ABSTRACT_ONLY PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT PASS5_SCOPED_PRIMARY_RELEVANT_TO_CHAPTER e00251 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00252 evidence 0 audit/pass2/claim_evidence_pass2.csv Institutional NBER WP35275 September 2026 abstract REPORTS_ORIGINAL_FINDING e00253 evidence 0 VERSION_COMPARISON_ABSTRACT_NOT_TABLE PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SUPPORTS_VERSION_SCOPED_CLAIM e00254 evidence 0 OBSERVATIONAL_MATCHED_EVENT_STUDY PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SUPPORTS_VERSION_SCOPED_CLAIM e00255 provenance 0 ABSTRACT_ONLY PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT HAS_PUBLICATION_VERSION e00256 provenance 0 ABSTRACT_ONLY PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT HAS_PUBLICATION_VERSION e00257 evidence 0 PUBLISHER_DISCLOSURE_NOT_CAUSAL_CHALLENGE PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e00258 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00264 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00259 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00260 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00261 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00262 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00263 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00264 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00265 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00266 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00267 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00268 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00269 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00270 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00271 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00272 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00273 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00274 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00275 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00276 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.4 The lifecycle of a trustworthy change EDITORIAL_SUPPORTS_SECTION core 0.9 e00277 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.9 Agent capability as a testable hypothesis EDITORIAL_SUPPORTS_SECTION core 0.9 e00278 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.1 Separate intention determination from design EDITORIAL_SUPPORTS_SECTION core 0.9 e00279 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.8 Native intent gates and optional compatibility adapters EDITORIAL_SUPPORTS_SECTION core 0.9 e00280 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 11.4 Executable policy as an engineering proposal EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00281 mapping 0 2026-10-09 revised editorial plan; not present in original graph 3.9 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00282 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00283 mapping 0 2026-10-09 revised editorial plan; not present in original graph 4.1 (core); 4.8 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00284 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00285 evidence 0 audit/pass2/claim_evidence_pass2.csv Sections 3 and 7.4 arXiv 2605.01160 REPORTS_ORIGINAL_FINDING e00286 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00287 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00288 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00289 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00290 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00291 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00292 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00293 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00294 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00295 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00296 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00297 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00298 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00299 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.2 From autocomplete to delegated execution EDITORIAL_SUPPORTS_SECTION core 0.9 e00300 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.1 From suggestion to a permission-bounded agent EDITORIAL_SUPPORTS_SECTION core 0.9 e00301 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.6 A bounded propose–act–observe loop EDITORIAL_SUPPORTS_SECTION core 0.9 e00302 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 3.7 When parallel agents help and hurt EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00303 mapping 0 2026-10-09 revised editorial plan; not present in original graph 3.1 (core); 3.6 (core); 3.7 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00304 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00305 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00306 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00307 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00308 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00309 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00310 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00311 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00312 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00313 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00314 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00315 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00316 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00317 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00318 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00319 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 1.7 What the research can and cannot tell us EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00320 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 3.9 Agent capability as a testable hypothesis EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00321 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00322 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00323 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00324 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00325 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00326 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00327 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00328 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00329 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00330 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00331 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00332 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00333 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00334 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00335 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 1.2 From autocomplete to delegated execution EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00336 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.5 Writing code versus shipping code EDITORIAL_SUPPORTS_SECTION core 0.9 e00337 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00338 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00339 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00340 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00341 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00342 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00343 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00344 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00345 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00346 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00347 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 10.1 Short-term task success versus retained understanding EDITORIAL_SUPPORTS_SECTION supplement 0.35 e00348 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e00349 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00350 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00351 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00352 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00353 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00354 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00355 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00356 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00357 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00358 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00359 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00360 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00361 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00362 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00363 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00364 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.7 Developer experience and hidden time EDITORIAL_SUPPORTS_SECTION core 0.9 e00365 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00366 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00367 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00368 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00369 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00370 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00371 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00372 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00373 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00374 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00375 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00376 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00377 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00378 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 2.8 Designing a coding-specific field pilot EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00379 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 12.3 Choosing the least-cost adequate level of autonomy EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00380 mapping 0 2026-10-09 revised editorial plan; not present in original graph 12.3 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00381 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00382 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00383 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00384 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00385 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00386 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00387 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00388 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00389 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00390 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00391 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00392 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00393 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00394 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00395 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00396 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00397 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00398 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 2.6 Quality-adjusted productivity EDITORIAL_SUPPORTS_SECTION supplement 0.35 e00399 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e00400 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00401 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00402 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00403 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00404 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00405 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00406 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00407 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00408 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00409 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; 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not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00420 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00421 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00422 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00423 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00424 audit 1 PRIMARY_METHODS_SURVEY_QUESTION_WORDING_FILTERING_AND_RESULTS PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT PASS5_SCOPED_PRIMARY_RELEVANT_TO_CHAPTER e00425 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00426 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00427 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00428 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00429 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00430 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00431 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00432 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00433 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00434 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00435 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.7 Developer experience and hidden time EDITORIAL_SUPPORTS_SECTION core 0.9 e00436 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 12.4 Estimating return without fabricated certainty EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00437 mapping 0 2026-10-09 revised editorial plan; not present in original graph 12.4 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00438 audit 1 PRIMARY_METHODS_SURVEY_QUESTION_WORDING_FILTERING_AND_RESULTS PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT PASS5_SCOPED_PRIMARY_RELEVANT_TO_CHAPTER e00439 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00440 evidence 0 PRIMARY_HTML_METHODS_NOT_RCT PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SUPPORTS_VERSION_SCOPED_CLAIM e00441 evidence 0 SELF_REPORTED_NOT_CAUSAL PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SUPPORTS_VERSION_SCOPED_CLAIM e00442 provenance 0 HTML_METHODS_RESULTS PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT HAS_PUBLICATION_VERSION e00443 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00444 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00445 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00446 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00447 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00448 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00449 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00450 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00451 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Both associate more AI throughput with negative downstream stability or review signals. observational convergence 1.3 e00452 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Modeled ROI needs review, incidents and deployment costs observed in real operations. financial model versus measured cost 1.3 e00453 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00454 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00455 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00456 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00457 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00458 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 1.9 From generated output to an evidence question EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00459 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 2.6 Quality-adjusted productivity EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00460 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 12.1 Economics of the entire engineering loop EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00461 mapping 0 2026-10-09 revised editorial plan; not present in original graph 12.1 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00462 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e00463 evidence 0 PRIMARY_VENDOR_REPORT_METADATA_AND_METHOD_SUMMARY PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS SUPPORTS_CLAIM_AT_RECORDED_DEPTH e00464 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00472 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00465 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00466 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00467 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00468 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00469 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00470 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00471 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00472 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00473 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00474 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00475 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00476 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00477 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00478 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 2.4 Observational adoption and its confounders EDITORIAL_SUPPORTS_SECTION supplement 0.35 e00479 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e00480 evidence 0 PRIMARY_PRODUCER_PRIMARY_SURVEY_REPORT PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS SUPPORTS_CLAIM_AT_RECORDED_DEPTH e00481 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00490 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00482 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00483 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00484 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00485 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00486 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00487 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00488 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00489 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00490 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00491 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00492 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00493 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00494 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00495 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00496 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00497 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00498 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00499 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.7 What the research can and cannot tell us EDITORIAL_SUPPORTS_SECTION core 0.9 e00500 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 2.2 How to read causal evidence EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00501 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.3 Why controlled studies disagree EDITORIAL_SUPPORTS_SECTION core 0.9 x00511 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x00512 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x00513 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00502 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00503 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00504 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00505 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00506 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00507 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00508 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00509 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00510 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00511 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation DORA changes across cohorts, tool eras, outcomes and model specification. repeated measurement with shifts 1.3 e00512 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00513 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00514 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.9 A reversible, risk-adjusted adoption decision EDITORIAL_SUPPORTS_SECTION core 0.9 e00515 mapping 0 2026-10-09 revised editorial plan; not present in original graph 12.9 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00516 evidence 0 PUBLISHER_REPORT_INDEX_ONLY PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e00517 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_VERIFIED_DIRECT_LOCATOR e00518 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00531 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00519 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00520 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00521 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00522 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00523 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00524 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00525 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00526 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00527 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00528 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00529 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00530 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00531 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00532 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00533 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 2.5 Writing code versus shipping code EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00534 evidence 0 RESEARCH_NOTE_NOT_EXPERIMENT PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e00535 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_VERIFIED_DIRECT_LOCATOR e00536 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00550 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00537 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00538 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00539 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00540 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00541 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00542 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00543 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00544 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00545 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 2.5 Writing code versus shipping code EDITORIAL_SUPPORTS_SECTION supplement 0.35 e00546 evidence 0 PUBLISHER_REPORT_INDEX_ONLY PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e00547 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_VERIFIED_DIRECT_LOCATOR e00548 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00563 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00549 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00550 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00551 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00552 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00553 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00554 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00555 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00556 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00557 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00558 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00559 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 11.9 Staged deployment gates, not a guaranteed ROI EDITORIAL_SUPPORTS_SECTION supplement 0.35 e00560 mapping 0 2026-10-09 revised editorial plan; not present in original graph 11.9 (supplement) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00561 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e00562 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00563 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00564 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00565 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00566 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00567 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00568 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00569 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00570 audit 1 PRIMARY_FULL_NINE_PAGE_PDF_SELECT_METRIC_CONTEXT PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT PASS5_SCOPED_PRIMARY_RELEVANT_TO_CHAPTER e00571 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00572 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00573 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00574 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00575 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00576 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00577 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00578 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00579 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 11.9 Staged deployment gates, not a guaranteed ROI EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00580 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.3 Choosing the least-cost adequate level of autonomy EDITORIAL_SUPPORTS_SECTION core 0.9 e00581 mapping 0 2026-10-09 revised editorial plan; not present in original graph 11.9 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00582 audit 1 PRIMARY_FULL_NINE_PAGE_PDF_SELECT_METRIC_CONTEXT PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT PASS5_SCOPED_PRIMARY_RELEVANT_TO_CHAPTER e00583 evidence 0 ILLUSTRATIVE_NOT_CONTROLLED PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SUPPORTS_VERSION_SCOPED_CLAIM e00584 evidence 0 CASE_REPORT_NOT_REPLICATED PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SUPPORTS_VERSION_SCOPED_CLAIM e00585 provenance 0 FULL_9_PAGE_PDF PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT HAS_PUBLICATION_VERSION e00586 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00602 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00587 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00588 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00589 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00590 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00591 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00592 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00593 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00594 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00595 dependency 0 Bibliography stated or known AIDev use SHARED_DATASET 1.0 e00596 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00597 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00598 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00599 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 5.1 What counts as code quality? EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00600 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.6 Post-merge evolution and maintenance burden EDITORIAL_SUPPORTS_SECTION core 0.9 e00601 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00618 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00602 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00603 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00604 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00605 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00606 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00607 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00608 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00609 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00610 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00611 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00612 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00613 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00614 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Modularity evidence offers a possible structural defense against adversarial workspace instructions. mitigation to threat 1.3 e00615 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00616 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00617 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00618 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00619 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00620 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00621 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 6.1 Two attack surfaces, two threat models EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00622 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.6 Prompt injection through repository and tools EDITORIAL_SUPPORTS_SECTION core 0.9 e00623 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 6.7 Harness configuration, skills and external services EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00624 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00625 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00626 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00627 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00628 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00629 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00630 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00631 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00632 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00633 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00634 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00635 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00636 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00637 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00638 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00639 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00640 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.4 Generated duplication and missed reuse EDITORIAL_SUPPORTS_SECTION core 0.9 e00641 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.5 Architectural fit in a living codebase EDITORIAL_SUPPORTS_SECTION core 0.9 e00642 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.9 Architecture fitness in the approval service EDITORIAL_SUPPORTS_SECTION core 0.9 e00643 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00661 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00644 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00645 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00646 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00647 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00648 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00649 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00650 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00651 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00652 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00653 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00654 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00655 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00656 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00657 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00658 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00659 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00660 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00661 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00662 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.2 Functional correctness is not security EDITORIAL_SUPPORTS_SECTION core 0.9 e00663 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00664 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00665 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00666 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00667 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00668 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00669 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00670 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00671 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00672 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00673 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00674 dependency 0 Bibliography stated or known AIDev use SHARED_DATASET 1.0 e00675 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00676 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00677 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00678 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00679 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 5.7 Tracing quality across agents and projects EDITORIAL_SUPPORTS_SECTION supplement 0.35 e00680 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00681 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00682 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00683 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00684 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00685 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00686 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00687 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00688 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00689 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00690 dependency 0 Bibliography stated or known AIDev use SHARED_DATASET 1.0 e00691 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Task acceptance and rejection taxonomy analyze related AIDev PR populations. same research substrate 1.3 e00692 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00693 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00694 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00695 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00696 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00697 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00698 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00699 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.3 The task envelope EDITORIAL_SUPPORTS_SECTION core 0.9 e00700 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.7 Tracing quality across agents and projects EDITORIAL_SUPPORTS_SECTION core 0.9 e00701 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00702 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00703 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00704 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00705 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00706 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00707 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00708 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00709 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00710 dependency 0 Bibliography stated or known AIDev use SHARED_DATASET 1.0 e00711 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00712 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00713 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00714 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00715 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 6.9 Security evidence and release decision EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00716 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00717 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00718 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00719 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00720 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00721 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00722 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00723 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00724 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00725 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Actual human-reviewed GitHub merging and blind benchmark-patch mergeability are different outcomes. distinct merge endpoints 1.3 e00726 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00727 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00728 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00729 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 5.6 Post-merge evolution and maintenance burden EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00730 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.3 Human intervention in agent pull requests EDITORIAL_SUPPORTS_SECTION core 0.9 e00731 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00750 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00732 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00733 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00734 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00735 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00736 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00737 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00738 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00739 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00740 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00741 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00742 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00743 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00744 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00745 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Scanner disagreement and permissive tool configuration support defense-in-depth. complementary supply-chain risks 1.3 e00746 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00747 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00748 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00749 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00750 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00751 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00752 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00753 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 6.5 Dependency provenance and hallucinated packages EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00754 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.7 Harness configuration, skills and external services EDITORIAL_SUPPORTS_SECTION core 0.9 e00755 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00756 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00757 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00758 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00759 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00760 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00761 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00762 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00763 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00764 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Externally derived findings and spec-derived tests help avoid self-reinforcing mistakes. independent oracle lesson 1.3 e00765 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00766 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00767 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00768 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00769 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00770 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00771 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.4 Security-directed generation and remediation EDITORIAL_SUPPORTS_SECTION core 0.9 e00772 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.5 Properties and adversarial counterexamples EDITORIAL_SUPPORTS_SECTION core 0.9 e00773 mapping 0 2026-10-09 revised editorial plan; not present in original graph 7.5 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e00774 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00775 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00776 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00777 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00778 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00779 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00780 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00781 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00782 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00783 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00784 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00785 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00786 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Both find language- and metric-dependent quality differences; normalization changes interpretation. methodological refinement 1.3 e00787 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00788 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00789 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00790 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.1 What counts as code quality? EDITORIAL_SUPPORTS_SECTION core 0.9 e00791 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.2 Reading AI-versus-human studies correctly EDITORIAL_SUPPORTS_SECTION core 0.9 e00792 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00793 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00794 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00795 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00796 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00797 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00798 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00799 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00800 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00801 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00802 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 6.4 Security-directed generation and remediation EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00803 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00804 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00805 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00806 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00807 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00808 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00809 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00810 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00811 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00812 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00813 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00814 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00815 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00816 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.3 What vulnerability studies actually measure EDITORIAL_SUPPORTS_SECTION core 0.9 e00817 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x00837 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e00818 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00819 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00820 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00821 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00822 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00823 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00824 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00825 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00826 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00827 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00828 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00829 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00830 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00831 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00832 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00833 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 6.9 Security evidence and release decision EDITORIAL_SUPPORTS_SECTION supplement 0.35 e00834 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00835 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00836 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00837 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00838 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00839 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00840 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00841 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00842 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00843 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00844 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00845 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00846 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation A newer model cohort revisits the same hallucinated-dependency threat. replication and temporal update 1.3 e00847 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00848 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00849 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00850 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00851 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00852 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00853 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00854 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.5 Dependency provenance and hallucinated packages EDITORIAL_SUPPORTS_SECTION core 0.9 x00875 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION e00855 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00856 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00857 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00858 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00859 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00860 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00861 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00862 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00863 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00864 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00865 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00866 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.4 Generated duplication and missed reuse EDITORIAL_SUPPORTS_SECTION core 0.9 e00867 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00868 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00869 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00870 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00871 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00872 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00873 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00874 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00875 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00876 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00877 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00878 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00879 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Security failures persist across generations but rates are not directly comparable. historical capability extension 1.3 e00880 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00881 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00882 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00883 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00884 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00885 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00886 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00887 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00888 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.2 Functional correctness is not security EDITORIAL_SUPPORTS_SECTION core 0.9 e00889 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.9 Security evidence and release decision EDITORIAL_SUPPORTS_SECTION core 0.9 e00890 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.5 Properties and adversarial counterexamples EDITORIAL_SUPPORTS_SECTION core 0.9 e00891 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00892 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00893 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00894 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00895 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00896 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00897 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00898 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00899 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00900 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00901 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00902 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00903 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00904 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00905 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00906 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00907 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00908 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00909 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00910 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00911 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00912 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.3 What vulnerability studies actually measure EDITORIAL_SUPPORTS_SECTION core 0.9 e00913 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00914 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00915 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00916 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00917 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00918 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00919 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00920 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00921 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 6.3 What vulnerability studies actually measure EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00922 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00923 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00924 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00925 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00926 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00927 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00928 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00929 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00930 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00931 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.4 Security-directed generation and remediation EDITORIAL_SUPPORTS_SECTION core 0.9 e00932 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00933 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00934 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00935 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00936 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00937 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00938 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00939 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00940 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00941 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00942 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00943 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00944 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.5 Dependency provenance and hallucinated packages EDITORIAL_SUPPORTS_SECTION core 0.9 e00945 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00946 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00947 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00948 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00949 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00950 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00951 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 6.8 A secure agent execution profile EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00952 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00953 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00954 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00955 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00956 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00957 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00958 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00959 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00960 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00961 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00962 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Observed repository quality stability and per-commit debt accumulation reflect distinct designs. context-dependent tension 1.3 e00963 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00964 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00965 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 5.6 Post-merge evolution and maintenance burden EDITORIAL_SUPPORTS_SECTION supplement 0.35 e00966 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00967 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00968 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00969 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00970 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00971 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00972 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00973 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00974 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00975 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00976 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00977 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.1 What counts as code quality? EDITORIAL_SUPPORTS_SECTION core 0.9 e00978 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 5.2 Reading AI-versus-human studies correctly EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e00979 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00980 classification 0 Source bibliography SECONDARY_STREAM 0.8 e00981 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00982 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00983 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00984 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00985 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00986 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e00987 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e00988 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e00989 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Malicious context and permissive tool configurations can compound security risk. complementary attack surfaces 1.3 e00990 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e00991 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.1 Two attack surfaces, two threat models EDITORIAL_SUPPORTS_SECTION core 0.9 e00992 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.7 Harness configuration, skills and external services EDITORIAL_SUPPORTS_SECTION core 0.9 e00993 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.8 A secure agent execution profile EDITORIAL_SUPPORTS_SECTION core 0.9 e00994 classification 0 Source bibliography PRIMARY_STREAM 1.0 e00995 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00996 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00997 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00998 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e00999 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01000 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01001 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01002 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01003 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01004 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01005 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01006 mapping 0 Revised editorial plan; NOT an author-citation edge core: 2.6 Quality-adjusted productivity EDITORIAL_SUPPORTS_SECTION core 0.9 e01007 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.6 Post-merge evolution and maintenance burden EDITORIAL_SUPPORTS_SECTION core 0.9 e01008 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.7 Tracing quality across agents and projects EDITORIAL_SUPPORTS_SECTION core 0.9 e01009 mapping 0 2026-10-09 revised editorial plan; not present in original graph 2.6 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01010 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01011 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01033 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x01034 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01012 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01013 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01014 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01015 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01016 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01017 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01018 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01019 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01020 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01021 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01022 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Issue introduction without human controls cannot be directly compared to human-matched density. apparently conflicting measurements 1.3 e01023 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01024 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01025 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.3 Code smells are signals, not incidents EDITORIAL_SUPPORTS_SECTION core 0.9 e01026 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01027 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01028 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01029 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01030 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01031 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01032 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01033 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01034 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.2 Reading AI-versus-human studies correctly EDITORIAL_SUPPORTS_SECTION core 0.9 e01035 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 5.4 Generated duplication and missed reuse EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01036 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01037 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01038 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01039 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01040 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01041 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01042 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01043 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01044 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01045 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01046 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01047 dependency 0 Bibliography stated or known AIDev use SHARED_DATASET 1.0 e01048 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01049 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01050 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01051 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 5.7 Tracing quality across agents and projects EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01052 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01053 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01054 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01055 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01056 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01057 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01058 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01059 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01060 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01061 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01062 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01063 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01064 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01065 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01066 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01067 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01068 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01069 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 5.8 Authorship is not stewardship EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01070 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.7 Maintainer load and newcomer participation EDITORIAL_SUPPORTS_SECTION core 0.9 e01071 mapping 0 2026-10-09 revised editorial plan; not present in original graph 11.7 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01072 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01073 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01074 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01075 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01076 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01077 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01078 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01079 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01080 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01081 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01082 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01083 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01084 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01085 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01086 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01087 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01088 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01089 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01090 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01091 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.5 Architectural fit in a living codebase EDITORIAL_SUPPORTS_SECTION core 0.9 e01092 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.9 Architecture fitness in the approval service EDITORIAL_SUPPORTS_SECTION core 0.9 e01093 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01094 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01095 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01096 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01097 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01098 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01099 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01100 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01101 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01102 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01103 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01104 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.1 From suggestion to a permission-bounded agent EDITORIAL_SUPPORTS_SECTION core 0.9 e01105 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.1 Two attack surfaces, two threat models EDITORIAL_SUPPORTS_SECTION core 0.9 e01106 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.6 Prompt injection through repository and tools EDITORIAL_SUPPORTS_SECTION core 0.9 e01107 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.8 A secure agent execution profile EDITORIAL_SUPPORTS_SECTION core 0.9 x01131 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION e01108 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01109 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01110 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01111 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01112 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01113 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01114 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01115 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01116 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01117 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01118 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01119 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01120 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01121 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01122 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01123 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 6.2 Functional correctness is not security EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01124 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e01125 evidence 0 PRIMARY_REPORT_DESIGN_AND_ABSTRACT_CHECKED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS SUPPORTS_CLAIM_AT_RECORDED_DEPTH e01126 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01151 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01127 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01128 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01129 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01130 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01131 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01132 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01133 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01134 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01135 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01136 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01137 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01138 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01139 mapping 0 Revised editorial plan; NOT an author-citation edge core: 6.9 Security evidence and release decision EDITORIAL_SUPPORTS_SECTION core 0.9 e01140 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e01141 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01142 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01143 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01144 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01145 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01146 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01147 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01148 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01149 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01150 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01151 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01152 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Forum perceptions align with repository-scale maintainer burden investigations. qualitative and empirical complement 1.3 e01153 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01154 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01155 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01156 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01157 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01158 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01159 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.1 Why review becomes the scarce resource EDITORIAL_SUPPORTS_SECTION core 0.9 e01160 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.1 From individual productivity to team throughput EDITORIAL_SUPPORTS_SECTION core 0.9 e01161 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.7 Maintainer load and newcomer participation EDITORIAL_SUPPORTS_SECTION core 0.9 e01162 mapping 0 2026-10-09 revised editorial plan; not present in original graph 11.1 (core); 11.7 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01163 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01164 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01165 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01166 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01167 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01168 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01169 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Both report considerable nonactionable review output; reviewer outcomes must be measured. convergent review usefulness 1.3 e01170 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01171 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01172 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01173 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01174 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01175 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01176 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.5 False positives, verbosity and developer response EDITORIAL_SUPPORTS_SECTION core 0.9 e01177 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01178 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01179 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01180 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01181 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01182 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01183 dependency 0 Bibliography stated or known AIDev use SHARED_DATASET 1.0 e01184 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Both infer human review behavior from AIDev PR traces, which omit unrecorded inspection. same research substrate 1.3 e01185 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01186 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Both rely on GitHub review metadata and should not be counted as independent observations. same research substrate 1.3 e01187 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 8.3 Human intervention in agent pull requests EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01188 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01214 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01189 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01190 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01191 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01192 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01193 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01194 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01195 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01196 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01197 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01198 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01199 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01200 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01201 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01202 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.7 Automation bias in software review EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01203 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e01204 evidence 0 AUTHOR_PREPRINT_ABSTRACT_METHODS_AND_AGGREGATES PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS SUPPORTS_CLAIM_AT_RECORDED_DEPTH e01205 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01232 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01206 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01207 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01208 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01209 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01210 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01211 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01212 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01213 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01214 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01215 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01216 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01217 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01218 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01219 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 10.3 Novices, misconceptions and verification difficulty EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01220 mapping 0 2026-10-09 revised editorial plan; not present in original graph 10.3 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01221 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01222 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01223 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01224 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01225 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01226 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01227 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01228 audit 2 PUBLISHED_ACM_PROCEEDINGS_TABLE1_P2 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC PASS6_SOURCE_VERIFICATION_RELEVANCE e01229 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01230 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01231 audit 2 PUBLISHED_ACM_PROCEEDINGS_TABLE1_P2 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC PASS6_SOURCE_VERIFICATION_RELEVANCE e01232 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01233 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01234 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01235 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01236 dependency 0 Bibliography stated or known AIDev use SHARED_DATASET 1.0 e01237 dependency 1 2026-10-10 original paper inspection Study uses AIDev observational records COHORT_DERIVED_FROM 1.0 e01238 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01239 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01240 dependency 1 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO POTENTIALLY_OVERLAPPING_STUDY_POPULATIONS e01241 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01242 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01243 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.3 Human intervention in agent pull requests EDITORIAL_SUPPORTS_SECTION core 0.9 e01244 dependency 0 2026-10-10 original paper inspection AIDev-derived, avoid double counting as independent samples PARTIAL_DATA_OVERLAP_NOT_INDEPENDENT 1.0 e01245 dependency 1 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO SHARES_AIDEV_BASE_CORPUS e01246 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Self-selected matched observational source e01247 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Unresolved until data release re-executed e01248 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Denominator discrepancy precludes clean parity claim e01249 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Not active reviewer minutes or causal cost e01250 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 HAS_UNRECONCILED_NUMERICAL_TABLE e01251 evidence 0 PUBLISHED_TABLE_ARITHMETIC_INFERRED_CORRECTION_NO_RAW_DATA PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e01252 evidence 0 PUBLISHED_COUNTS_RECHECKED_NO_CAUSAL_REPLICATION PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e01253 evidence 0 PUBLISHED_DESCRIPTIVES_NOT_REVIEWER_MINUTES PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e01254 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_VERSION PUBLISHED_TABLE e01255 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_VERSION UNVERIFIED_RAW_RECORDS e01256 evidence 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_PUBLISHED_OR_INFERRED_CELL published e01257 evidence 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_PUBLISHED_OR_INFERRED_CELL arithmetic_inferred e01258 audit 0 PUBLISHED_PAGE_OR_REPORTED_COUNTS PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_VERSIONED_PRIMARY_EVIDENCE_OR_CHECK e01259 audit 0 PUBLISHED_PAGE_OR_REPORTED_COUNTS PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_VERSIONED_PRIMARY_EVIDENCE_OR_CHECK e01260 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e01261 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e01262 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01290 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01263 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01264 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01265 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01266 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01267 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01268 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01269 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01270 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01271 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01272 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01273 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01274 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01275 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01276 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01277 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.2 The influence of code complexity and provenance EDITORIAL_SUPPORTS_SECTION core 0.9 e01278 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01279 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01280 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01281 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01282 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01283 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01284 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01285 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01286 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.5 False positives, verbosity and developer response EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01287 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01288 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01289 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01290 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01291 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01292 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01293 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01294 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01295 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01296 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01297 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01298 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01299 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01300 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01301 dependency 0 Bibliography stated or known AIDev use SHARED_DATASET 1.0 e01302 dependency 1 2026-10-10 original paper inspection Section 3 Data Collection explicitly begins from AIDev COHORT_DERIVED_FROM 1.0 e01303 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Failure and rejection studies share AIDev provenance and therefore are not independent samples. same research substrate 1.3 e01304 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01305 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.5 Common failure modes in real changes EDITORIAL_SUPPORTS_SECTION core 0.9 e01306 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.6 A delta-driven iterative brownfield lifecycle EDITORIAL_SUPPORTS_SECTION core 0.9 e01307 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.5 Agile team work with agent-produced increments EDITORIAL_SUPPORTS_SECTION core 0.9 e01308 mapping 0 2026-10-09 revised editorial plan; not present in original graph 11.5 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01309 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01310 dependency 0 2026-10-10 original paper inspection AIDev-derived, avoid double counting as independent samples PARTIAL_DATA_OVERLAP_NOT_INDEPENDENT 1.0 e01311 evidence 0 2026-10-10 Primary source inspection/known scope HAS_AUDITED_CLAIM 1.0 e01312 evidence 0 2026-10-10 Primary source inspection/known scope HAS_AUDITED_CLAIM 1.0 e01313 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e01314 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01343 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01315 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01316 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01317 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01318 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01319 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01320 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01321 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01322 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01323 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01324 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01325 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01326 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01327 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01328 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01329 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01330 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.6 Self-review, cross-model review and shared blind spots EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01331 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e01332 evidence 0 PUBLISHED_SOURCE_GROUP_COUNTS_AND_ARITHMETIC PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS SUPPORTS_CLAIM_AT_RECORDED_DEPTH e01333 evidence 0 PUBLISHED_DESIGN_SELECTED_SECTION_CHECK PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS SUPPORTS_CLAIM_AT_RECORDED_DEPTH e01334 provenance 0 PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_DISTINCT_SOURCE_VERSION e01335 audit 0 PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS REPORTED_AGGREGATE_SUPPORTS_ARITHMETIC_CHECK e01336 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01366 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01337 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01338 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01339 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01340 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01341 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01342 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01343 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01344 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01345 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01346 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01347 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01348 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01349 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.2 The influence of code complexity and provenance EDITORIAL_SUPPORTS_SECTION core 0.9 e01350 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01351 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01352 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01353 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01354 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01355 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01356 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01357 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01358 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Benchmark detection precision/recall and production PR cycle time measure different things. different evaluation endpoint 1.3 e01359 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation One trial finds more reviewer time; enterprise rollout finds lower cycle time, with different interventions. apparently conflicting measurements 1.3 e01360 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01361 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01362 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01363 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01364 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.4 What AI reviewers catch—and miss EDITORIAL_SUPPORTS_SECTION core 0.9 e01365 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01366 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01367 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01368 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01369 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01370 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01371 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01372 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01373 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation General self-correction blind spots have an analogous concrete failure in code migration. cross-domain convergence 1.3 e01374 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01375 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01376 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01377 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 7.7 Independent checkers and correlated error EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01378 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01379 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01380 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01381 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01382 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01383 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01384 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01385 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01386 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01387 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01388 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01389 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01390 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Different suites expose limited actionable defect coverage by AI reviewers. convergent benchmark findings 1.3 e01391 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01392 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Weak model-only review precision challenges claims that human inspection can already be eliminated. empirical challenge to vision 1.3 e01393 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01394 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Snippet-level seeded bug critique success need not predict finding real PR problems. different evaluation endpoint 1.3 e01395 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01396 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01397 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01398 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.4 What AI reviewers catch—and miss EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01399 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01400 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01401 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01402 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01403 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01404 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01405 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01406 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01407 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01408 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01409 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01410 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01411 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01412 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01413 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01414 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01415 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01416 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01417 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01418 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.3 Write behavioral examples before implementation EDITORIAL_SUPPORTS_SECTION core 0.9 e01419 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.4 Executable contracts without circular oracles EDITORIAL_SUPPORTS_SECTION core 0.9 e01420 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.1 The oracle problem in AI-generated software EDITORIAL_SUPPORTS_SECTION core 0.9 e01421 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.3 Preventing bug-shaped test generation EDITORIAL_SUPPORTS_SECTION core 0.9 e01422 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.4 Regression tests for existing and changed behavior EDITORIAL_SUPPORTS_SECTION core 0.9 e01423 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 7.5 Properties and adversarial counterexamples EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01424 mapping 0 2026-10-09 revised editorial plan; not present in original graph 4.3 (core); 4.4 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01425 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01426 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01427 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01428 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01429 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01430 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01431 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01432 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01433 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01434 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01435 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01436 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01437 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01438 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 7.3 Preventing bug-shaped test generation EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01439 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01440 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01441 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01442 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01443 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01444 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01445 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01446 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01447 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01448 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01449 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01450 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01451 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01452 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01453 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation A reviewer from a different model family may still share errors and can regress working code. limits model independence 1.3 e01454 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01455 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01456 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01457 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01458 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01459 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.7 When parallel agents help and hurt EDITORIAL_SUPPORTS_SECTION core 0.9 e01460 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.7 Independent checkers and correlated error EDITORIAL_SUPPORTS_SECTION core 0.9 e01461 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 8.6 Self-review, cross-model review and shared blind spots EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01462 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Not probability of two code reviewers missing same bug e01463 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Model-specific performance/dataset change e01464 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01495 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x01496 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01465 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01466 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01467 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01468 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01469 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01470 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01471 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01472 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01473 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01474 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01475 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01476 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01477 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01478 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01479 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 7.2 A hierarchy of evidence EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01480 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.4 Regression tests for existing and changed behavior EDITORIAL_SUPPORTS_SECTION core 0.9 e01481 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01482 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01483 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01484 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01485 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01486 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01487 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01488 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01489 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01490 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01491 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01492 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01493 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 8.4 What AI reviewers catch—and miss EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01494 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01495 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01496 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01497 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01498 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01499 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01500 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01501 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01502 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Later analysis distinguishes justified preference from harmful preference for wrong outputs. temporal refinement 1.3 e01503 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01504 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01505 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01506 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01507 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 7.7 Independent checkers and correlated error EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01508 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01509 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01510 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01511 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01512 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01513 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01514 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01515 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01516 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01517 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01518 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01519 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01520 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01521 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01522 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01523 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.7 Automation bias in software review EDITORIAL_SUPPORTS_SECTION core 0.9 e01524 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01525 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01526 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01527 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01528 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01529 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01530 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01531 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01532 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01533 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01534 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.6 Self-review, cross-model review and shared blind spots EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01535 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01536 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01537 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01538 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01539 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01540 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01541 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01542 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01543 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01544 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01545 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01546 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01547 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.7 Automation bias in software review EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01548 evidence 0 CROSS_DOMAIN_EXPERIMENT_NOT_CODE_REVIEW PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e01549 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_VERIFIED_DIRECT_LOCATOR e01550 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01583 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01551 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01552 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01553 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01554 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01555 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01556 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01557 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01558 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01559 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01560 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01561 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01562 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01563 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01564 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01565 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01566 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01567 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01568 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01569 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01570 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.2 The influence of code complexity and provenance EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01571 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e01572 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01573 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01574 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01575 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01576 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01577 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01578 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01579 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01580 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01581 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01582 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.7 Automation bias in software review EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01583 evidence 0 CROSS_DOMAIN_EXPERIMENT_NOT_CODE_REVIEW PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e01584 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_VERIFIED_DIRECT_LOCATOR e01585 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01619 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01586 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01587 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01588 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01589 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01590 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01591 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01592 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01593 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01594 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01595 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01596 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01597 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01598 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01599 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01600 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01601 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 8.2 The influence of code complexity and provenance EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01602 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.7 Automation bias in software review EDITORIAL_SUPPORTS_SECTION core 0.9 e01603 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01604 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01605 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01606 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01607 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01608 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01609 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01610 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01611 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01612 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01613 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01614 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.7 Automation bias in software review EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01615 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e01616 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01617 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01618 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01619 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01620 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01621 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01622 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01623 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01624 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01625 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01626 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01627 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01628 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01629 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01630 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01631 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01632 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01633 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01634 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01635 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 9.2 Mental models, rationale and cognitive load EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01636 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e01637 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01638 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01639 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01640 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01641 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01642 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01643 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01644 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01645 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01646 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01647 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01648 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 8.7 Automation bias in software review EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01649 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01650 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01651 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01652 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01653 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01654 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01655 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01656 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01657 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01658 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.7 Automation bias in software review EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01659 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e01660 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01661 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01662 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01663 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01664 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01665 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01666 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01667 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01668 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01669 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01670 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01671 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Risk-selected automation is a narrower, more falsifiable proposition than abandoning review. bounded alternative 1.3 e01672 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01673 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.8 Risk-based review allocation EDITORIAL_SUPPORTS_SECTION core 0.9 e01674 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01675 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01676 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01677 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01678 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01679 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01680 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01681 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01682 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01683 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01684 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01685 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01686 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01687 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01688 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01689 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01690 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01691 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.1 Why review becomes the scarce resource EDITORIAL_SUPPORTS_SECTION core 0.9 e01692 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.1 From individual productivity to team throughput EDITORIAL_SUPPORTS_SECTION core 0.9 e01693 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.7 Maintainer load and newcomer participation EDITORIAL_SUPPORTS_SECTION core 0.9 e01694 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01695 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01696 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01697 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01698 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01699 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01700 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01701 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01702 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01703 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01704 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01705 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01706 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01707 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01708 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01709 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01710 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01711 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 1.4 The lifecycle of a trustworthy change EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01712 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 2.9 From metrics to an evidence-based pilot decision EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01713 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 3.8 Stopping rules versus acceptance authority EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01714 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.9 Agent capability as a testable hypothesis EDITORIAL_SUPPORTS_SECTION core 0.9 e01715 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.2 A hierarchy of evidence EDITORIAL_SUPPORTS_SECTION core 0.9 e01716 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.8 Bounded repair versus independent acceptance EDITORIAL_SUPPORTS_SECTION core 0.9 e01717 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.6 Human accountability, conflicts and escalation EDITORIAL_SUPPORTS_SECTION core 0.9 e01718 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.1 Economics of the entire engineering loop EDITORIAL_SUPPORTS_SECTION core 0.9 e01719 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.3 Choosing the least-cost adequate level of autonomy EDITORIAL_SUPPORTS_SECTION core 0.9 e01720 mapping 0 2026-10-09 revised editorial plan; not present in original graph 1.4 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01721 mapping 0 2026-10-09 revised editorial plan; not present in original graph 2.9 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01722 mapping 0 2026-10-09 revised editorial plan; not present in original graph 3.8 (counterpoint); 3.9 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01723 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01724 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01725 mapping 0 2026-10-09 revised editorial plan; not present in original graph 11.6 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01726 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Cites W003, not independent evidence of 26.08 percent e01727 dependency 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 NO REUSES_STUDY_NOT_INDEPENDENT_REPLICATION e01728 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01763 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x01764 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x01765 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01729 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01730 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01731 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01732 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01733 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01734 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01735 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01736 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01737 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01738 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01739 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01740 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01741 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 8.5 False positives, verbosity and developer response EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01742 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01743 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01744 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01745 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01746 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01747 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01748 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01749 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01750 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01751 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01752 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.3 Write behavioral examples before implementation EDITORIAL_SUPPORTS_SECTION core 0.9 e01753 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.1 The oracle problem in AI-generated software EDITORIAL_SUPPORTS_SECTION core 0.9 e01754 mapping 0 2026-10-09 revised editorial plan; not present in original graph 4.3 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01755 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01756 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01757 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01758 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01759 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01760 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01761 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01762 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01763 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01764 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01765 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.5 False positives, verbosity and developer response EDITORIAL_SUPPORTS_SECTION core 0.9 e01766 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01767 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01768 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01769 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01770 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01771 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01772 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01773 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01774 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01775 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01776 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01777 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01778 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01779 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01780 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01781 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01782 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01783 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01784 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01785 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01786 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 1.8 A teaching case, not a reported field experiment EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01787 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 4.2 From a request to a versioned intention ledger EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01788 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.5 Architecture decision versus acceptance contract EDITORIAL_SUPPORTS_SECTION core 0.9 e01789 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.7 Late intentions and explicit impact analysis EDITORIAL_SUPPORTS_SECTION core 0.9 e01790 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.9 The approval-rule contract across two iterations EDITORIAL_SUPPORTS_SECTION core 0.9 e01791 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.9 The acceptance evidence dossier EDITORIAL_SUPPORTS_SECTION core 0.9 e01792 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.8 Risk-based review allocation EDITORIAL_SUPPORTS_SECTION core 0.9 e01793 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 11.6 Human accountability, conflicts and escalation EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01794 mapping 0 2026-10-09 revised editorial plan; not present in original graph 1.8 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01795 mapping 0 2026-10-09 revised editorial plan; not present in original graph 11.6 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01796 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Budget/latency meaningful for only 121 diffs e01797 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Balance artificial; not natural prevalence e01798 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM No randomized deployment comparator e01799 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Not a ground-truth intent contract e01800 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e01801 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01839 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01802 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01803 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01804 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01805 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01806 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01807 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01808 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01809 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01810 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.9 From comments to accountable acceptance EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01811 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01812 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01813 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01814 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01815 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01816 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01817 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01818 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01819 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01820 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01821 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01822 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01823 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01824 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01825 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01826 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01827 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01828 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01829 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.8 Stopping rules versus acceptance authority EDITORIAL_SUPPORTS_SECTION core 0.9 e01830 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 4.4 Executable contracts without circular oracles EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01831 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.3 Preventing bug-shaped test generation EDITORIAL_SUPPORTS_SECTION core 0.9 e01832 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.8 Bounded repair versus independent acceptance EDITORIAL_SUPPORTS_SECTION core 0.9 e01833 mapping 0 2026-10-09 revised editorial plan; not present in original graph 4.4 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01834 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01835 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01836 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01837 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01838 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01839 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01840 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01841 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01842 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01843 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01844 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01845 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01846 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.7 Independent checkers and correlated error EDITORIAL_SUPPORTS_SECTION core 0.9 e01847 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.6 Self-review, cross-model review and shared blind spots EDITORIAL_SUPPORTS_SECTION core 0.9 e01848 evidence 0 audit/pass2/claim_evidence_pass2.csv arXiv v1 2607.21656 Table2 and Table4 REPORTS_ORIGINAL_FINDING e01849 evidence 0 audit/pass2/claim_evidence_pass2.csv arXiv v1 2607.21656 Table2 Section 3.3 REPORTS_ORIGINAL_FINDING e01850 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x01889 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x01890 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x01891 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01851 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01852 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01853 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01854 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01855 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01856 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01857 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01858 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01859 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01860 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01861 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01862 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01863 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01864 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.2 The influence of code complexity and provenance EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01865 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01866 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01867 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01868 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01869 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01870 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01871 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01872 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01873 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01874 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01875 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01876 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01877 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01878 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 6.6 Prompt injection through repository and tools EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01879 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 8.8 Risk-based review allocation EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01880 mapping 0 2026-10-09 revised editorial plan; not present in original graph 6.6 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01881 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01882 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01883 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01884 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01885 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01886 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01887 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01888 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01889 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01890 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01891 dependency 0 Bibliography stated or known AIDev use SHARED_DATASET 1.0 e01892 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01893 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01894 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 8.9 From comments to accountable acceptance EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01895 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01896 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01897 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01898 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01899 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01900 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01901 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01902 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01903 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01904 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01905 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01906 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01907 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01908 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.4 What AI reviewers catch—and miss EDITORIAL_SUPPORTS_SECTION core 0.9 e01909 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01910 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01911 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01912 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01913 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01914 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01915 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01916 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01917 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.9 From comments to accountable acceptance EDITORIAL_SUPPORTS_SECTION core 0.9 e01918 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01919 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01920 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01921 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01922 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01923 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01924 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01925 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01926 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01927 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01928 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.6 Self-review, cross-model review and shared blind spots EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01929 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01930 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01931 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01932 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01933 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01934 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01935 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01936 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01937 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01938 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01939 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01940 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.6 Self-review, cross-model review and shared blind spots EDITORIAL_SUPPORTS_SECTION core 0.9 e01941 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01942 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01943 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01944 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01945 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01946 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e01947 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 8.7 Automation bias in software review EDITORIAL_SUPPORTS_SECTION supplement 0.35 e01948 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e01949 evidence 0 INSTITUTIONAL_PUBLICATION_IDENTITY PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS SUPPORTS_CLAIM_AT_RECORDED_DEPTH e01950 provenance 0 PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_DISTINCT_SOURCE_VERSION e01951 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01952 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01953 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01954 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01955 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01956 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01957 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01958 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01959 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01960 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01961 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01962 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01963 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e01964 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01965 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01966 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 3.4 Agent benchmarks and observed pull requests EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01967 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.8 Stopping rules versus acceptance authority EDITORIAL_SUPPORTS_SECTION core 0.9 e01968 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 4.3 Write behavioral examples before implementation EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01969 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.4 Executable contracts without circular oracles EDITORIAL_SUPPORTS_SECTION core 0.9 e01970 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 7.1 The oracle problem in AI-generated software EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01971 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.2 A hierarchy of evidence EDITORIAL_SUPPORTS_SECTION core 0.9 e01972 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.6 Benchmark success versus merge readiness EDITORIAL_SUPPORTS_SECTION core 0.9 e01973 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.9 The acceptance evidence dossier EDITORIAL_SUPPORTS_SECTION core 0.9 e01974 mapping 0 Revised editorial plan; NOT an author-citation edge core: 8.9 From comments to accountable acceptance EDITORIAL_SUPPORTS_SECTION core 0.9 e01975 mapping 0 2026-10-09 revised editorial plan; not present in original graph 4.3 (counterpoint); 4.4 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e01976 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Not representative of all code review e01977 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Review lacks CI and feedback iterations; golden 68 percent baseline e01978 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e01979 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02021 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e01980 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01981 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01982 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01983 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01984 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01985 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01986 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01987 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01988 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01989 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e01990 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e01991 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e01992 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Novice comprehension limitations may help explain review burden, but the link is unproven. capability-to-externality link 1.3 e01993 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.3 Novices, misconceptions and verification difficulty EDITORIAL_SUPPORTS_SECTION core 0.9 e01994 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 11.7 Maintainer load and newcomer participation EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e01995 classification 0 Source bibliography PRIMARY_STREAM 1.0 e01996 classification 0 Source bibliography SECONDARY_STREAM 0.8 e01997 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01998 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e01999 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02000 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02001 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02002 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02003 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02004 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02005 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02006 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02007 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02008 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02009 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02010 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02011 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02012 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02013 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.1 Short-term task success versus retained understanding EDITORIAL_SUPPORTS_SECTION core 0.9 e02014 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.3 Novices, misconceptions and verification difficulty EDITORIAL_SUPPORTS_SECTION core 0.9 e02015 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02016 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02017 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02018 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02019 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02020 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02021 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02022 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02023 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02024 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02025 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02026 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02027 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02028 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02029 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 10.8 Measuring retention and engineering fluency EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02030 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02031 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02032 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02033 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02034 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02035 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02036 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02037 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02038 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02039 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02040 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02041 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02042 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02043 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02044 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02045 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 10.7 Mentoring and apprenticeship in a team with agents EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02046 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02089 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02047 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02048 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02049 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02050 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02051 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02052 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02053 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02054 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02055 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02056 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02057 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02058 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02059 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02060 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02061 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02062 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02063 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02064 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02065 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02066 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.4 Cognitive offloading, physiology and limitations EDITORIAL_SUPPORTS_SECTION core 0.9 e02067 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02068 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02069 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02070 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02071 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02072 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02073 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02074 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02075 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02076 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02077 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02078 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02079 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation A controlled learning penalty is consistent with a model of cognitive offloading. empirical test of theory 1.3 e02080 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02081 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02082 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02083 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.4 Cognitive offloading, physiology and limitations EDITORIAL_SUPPORTS_SECTION core 0.9 e02084 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02085 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02086 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02087 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02088 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02089 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02090 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02091 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02092 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02093 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02094 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02095 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02096 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02097 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Essay EEG and code-skills experiments must be kept distinct. analogy with different domain 1.3 e02098 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02099 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Comprehension debt framing gains plausible mechanism from experimental learning loss. concept and measured learning 1.3 e02100 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02101 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.1 Short-term task success versus retained understanding EDITORIAL_SUPPORTS_SECTION core 0.9 x02145 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x02146 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02102 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02103 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02104 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02105 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02106 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02107 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02108 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02109 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02110 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02111 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02112 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02113 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02114 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02115 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02116 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02117 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02118 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02119 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.7 Mentoring and apprenticeship in a team with agents EDITORIAL_SUPPORTS_SECTION core 0.9 e02120 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.7 The apprenticeship and long-term skill economy EDITORIAL_SUPPORTS_SECTION core 0.9 e02121 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02122 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02123 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02124 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02125 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02126 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02127 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02128 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02129 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02130 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02131 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02132 audit 1 PRIMARY_VERSIONED_PDFS_INTRO_AND_CURRENT_MODEL_PROPOSITION_4_EQUATION_11 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT PASS5_SCOPED_PRIMARY_RELEVANT_TO_CHAPTER e02133 audit 2 ARXIV_HISTORY_V9_PDF_V9_EXPERIMENTAL_HTML PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC PASS6_SOURCE_VERIFICATION_RELEVANCE e02134 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02135 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02136 audit 1 PRIMARY_VERSIONED_PDFS_INTRO_AND_CURRENT_MODEL_PROPOSITION_4_EQUATION_11 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT PASS5_SCOPED_PRIMARY_RELEVANT_TO_CHAPTER e02137 audit 2 ARXIV_HISTORY_V9_PDF_V9_EXPERIMENTAL_HTML PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC PASS6_SOURCE_VERIFICATION_RELEVANCE e02138 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02139 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02140 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02141 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02142 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02143 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.7 Mentoring and apprenticeship in a team with agents EDITORIAL_SUPPORTS_SECTION core 0.9 e02144 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.7 The apprenticeship and long-term skill economy EDITORIAL_SUPPORTS_SECTION core 0.9 e02145 evidence 0 audit/pass2/claim_evidence_pass2.csv arXiv 2507.16078v9 abstract theoretical assumptions and appendices REPORTS_ORIGINAL_FINDING e02146 evidence 0 VERSION_SPECIFIC_THEORY PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SUPPORTS_VERSION_SCOPED_CLAIM e02147 evidence 0 INDEPENDENT_EQUATION_ARITHMETIC_NO_EMPIRICAL_OBSERVATION PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SUPPORTS_VERSION_SCOPED_CLAIM e02148 evidence 0 METADATA_INCONSISTENCY_CITE_PDF PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SUPPORTS_VERSION_SCOPED_CLAIM e02149 provenance 0 PDF_ABSTRACT_AND_INTRO PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT HAS_PUBLICATION_VERSION e02150 provenance 0 PDF_SELECTED_THEORY PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT HAS_PUBLICATION_VERSION e02151 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT HAS_RENDERED_VERSION_WARNING e02152 evidence 0 ARXIV_HISTORY_VERIFIED_EXPERIMENTAL_HTML_UNEXPLAINED PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e02153 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_VERSION OFFICIAL_VERSION_HISTORY e02154 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02200 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x02201 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02155 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02156 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02157 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02158 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02159 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02160 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02161 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02162 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02163 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02164 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02165 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02166 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02167 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02168 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02169 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 10.1 Short-term task success versus retained understanding EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02170 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 10.4 Cognitive offloading, physiology and limitations EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02171 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02172 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02173 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02174 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02175 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02176 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02177 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02178 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02179 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02180 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02181 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02182 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02183 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02184 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02185 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02186 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.3 The engineer's work before and after AI EDITORIAL_SUPPORTS_SECTION core 0.9 e02187 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 10.2 Comprehension debt is distinct from technical debt EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02188 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 11.2 New division of labor in engineering teams EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02189 mapping 0 2026-10-09 revised editorial plan; not present in original graph 1.3 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e02190 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02191 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02192 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02193 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02194 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02195 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02196 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02197 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02198 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02199 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02200 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Firm adoption and postings show different junior outcomes; recruitment and staffing measures differ. apparent hiring tension 1.3 e02201 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02202 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02203 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02204 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02205 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02206 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02207 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02208 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02209 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.5 Jobs, hiring, vacancy flows and unequal cohorts EDITORIAL_SUPPORTS_SECTION core 0.9 e02210 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02211 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02212 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02213 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02214 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02215 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02216 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02217 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02218 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02219 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02220 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02221 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02222 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02223 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 12.8 Distributional effects and quality of forecasts EDITORIAL_SUPPORTS_SECTION supplement 0.35 e02224 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e02225 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02226 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02227 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02228 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02229 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02230 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02231 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02232 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02233 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Different US data/designs reach different conclusions on early AI labor impacts. country-method tension 1.3 e02234 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02235 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Vacancy weakness predating AI release complicates narratives of attributable junior displacement. causal timing caution 1.3 e02236 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02237 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02238 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02239 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02240 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02241 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.5 Jobs, hiring, vacancy flows and unequal cohorts EDITORIAL_SUPPORTS_SECTION core 0.9 e02242 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02243 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02244 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02245 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02246 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02247 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02248 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02249 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02250 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02251 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02252 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02253 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02254 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02255 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.8 Distributional effects and quality of forecasts EDITORIAL_SUPPORTS_SECTION core 0.9 e02256 evidence 0 2026-10-10 Primary source inspection/known scope HAS_AUDITED_CLAIM 1.0 e02257 evidence 0 audit/pass2/claim_evidence_pass2.csv Stanford September 2026 manuscript abstract pp2-3 Figure3 printed p28 and surrounding Sec4 REPORTS_ORIGINAL_FINDING e02258 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02306 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02259 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02260 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02261 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02262 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02263 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02264 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02265 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02266 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02267 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02268 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02269 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02270 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02271 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Remote work offers a competing explanation for changes in junior hiring. alternative causal mechanism 1.3 e02272 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02273 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02274 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02275 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 12.6 Alternative causes of junior-market change EDITORIAL_SUPPORTS_SECTION supplement 0.35 e02276 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e02277 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02326 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02278 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02279 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02280 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02281 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02282 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02283 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02284 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02285 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02286 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Nordic administrative analyses find limited early disruption under their measured horizons. multi-country convergence 1.3 e02287 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02288 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02289 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02290 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02291 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02292 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02293 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.5 Jobs, hiring, vacancy flows and unequal cohorts EDITORIAL_SUPPORTS_SECTION core 0.9 e02294 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02295 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02296 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02297 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02298 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02299 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02300 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02301 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02302 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02303 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02304 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02305 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 12.5 Jobs, hiring, vacancy flows and unequal cohorts EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02306 evidence 0 audit/pass2/claim_evidence_pass2.csv ETLA WP135 figs 3 7 8 printed pp10 15 16 REPORTS_ORIGINAL_FINDING e02307 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02308 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02309 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02310 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02311 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02312 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02313 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02314 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02315 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02316 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02317 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02318 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02319 mapping 0 Revised editorial plan; NOT an author-citation edge core: 12.8 Distributional effects and quality of forecasts EDITORIAL_SUPPORTS_SECTION core 0.9 e02320 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02370 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02321 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02322 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02323 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02324 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02325 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02326 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02327 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02328 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02329 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02330 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02331 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02332 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02333 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 12.6 Alternative causes of junior-market change EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02334 evidence 0 audit/pass2/claim_evidence_pass2.csv CEP LSE DP2193 abstract and continuous-exposure methods printed pp12-13 REPORTS_ORIGINAL_FINDING e02335 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02336 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02337 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02338 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02339 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02340 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02341 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02342 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02343 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02344 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02345 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02346 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02347 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 12.8 Distributional effects and quality of forecasts EDITORIAL_SUPPORTS_SECTION supplement 0.35 e02348 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e02349 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02350 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02351 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02352 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02353 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02354 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02355 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; 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not present in original graph 11.9 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e02518 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02573 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02519 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02520 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02521 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02522 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02523 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02524 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02525 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02526 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02527 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02528 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02529 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02530 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02531 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02532 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02533 mapping 0 Revised editorial plan; 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NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02549 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02550 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02551 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.3 Policies that make expectations visible EDITORIAL_SUPPORTS_SECTION core 0.9 e02552 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02553 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02554 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02555 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02556 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02557 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02558 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02559 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02560 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02561 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02562 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02563 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02564 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02565 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02566 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02567 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02568 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02569 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Both favor structured orchestration over unrestricted agent action on small tests. process-constrained agent convergence 1.3 e02570 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02571 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 4.5 Architecture decision versus acceptance contract EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02572 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 4.6 A delta-driven iterative brownfield lifecycle EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02573 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 7.4 Regression tests for existing and changed behavior EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02574 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 11.5 Agile team work with agent-produced increments EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02575 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Abstract only; not an organizational process effectiveness experiment e02576 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Original author-version, no original-run data; final ICSE version table parity open e02577 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Paper authors describe the case; no independent source dataset trial here e02578 provenance 0 PASS4_SELECTED_PRIMARY_2026-10-10 HAS_PUBLICATION_VERSION e02579 provenance 0 PASS4_SELECTED_PRIMARY_2026-10-10 HAS_PUBLICATION_VERSION e02580 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e02581 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e02582 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02638 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02583 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02584 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02585 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02586 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02587 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02588 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02589 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02590 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02591 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02592 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02593 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02594 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02595 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Repository policy associations offer partial evaluation of policy patterns described cross-sectionally. observational evaluation of practice 1.3 e02596 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02597 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.7 Late intentions and explicit impact analysis EDITORIAL_SUPPORTS_SECTION core 0.9 e02598 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.9 The approval-rule contract across two iterations EDITORIAL_SUPPORTS_SECTION core 0.9 e02599 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 5.9 Architecture fitness in the approval service EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02600 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 11.3 Policies that make expectations visible EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02601 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.4 Executable policy as an engineering proposal EDITORIAL_SUPPORTS_SECTION core 0.9 e02602 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.5 Agile team work with agent-produced increments EDITORIAL_SUPPORTS_SECTION core 0.9 e02603 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.9 Staged deployment gates, not a guaranteed ROI EDITORIAL_SUPPORTS_SECTION core 0.9 e02604 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02605 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02606 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02607 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02608 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02609 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02610 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02611 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02612 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02613 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02614 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02615 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02616 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02617 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 1.5 The autonomy–accountability boundary EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02618 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.2 From a request to a versioned intention ledger EDITORIAL_SUPPORTS_SECTION core 0.9 e02619 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 4.8 Native intent gates and optional compatibility adapters EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02620 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 7.9 The acceptance evidence dossier EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02621 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.3 Policies that make expectations visible EDITORIAL_SUPPORTS_SECTION core 0.9 e02622 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.6 Human accountability, conflicts and escalation EDITORIAL_SUPPORTS_SECTION core 0.9 e02623 mapping 0 2026-10-09 revised editorial plan; not present in original graph 1.5 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e02624 mapping 0 2026-10-09 revised editorial plan; not present in original graph 7.9 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e02625 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02626 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02627 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Not population-representative e02628 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Difference is 13 explicit not-required policies e02629 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Inter-rater sample only, not outcome validation e02630 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Autonomous agent bans may coexist with AI permission e02631 provenance 0 PASS4_SELECTED_PRIMARY_2026-10-10 HAS_PUBLICATION_VERSION e02632 provenance 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW DATASET_LOCATOR_NOT_REPLICATION e02633 evidence 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW REPORTS_CLASSIFICATION_METHOD e02634 evidence 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW REPORTS_CLASSIFICATION_METHOD e02635 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e02636 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e02637 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02694 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x02695 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x02696 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02638 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02639 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02640 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02641 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02642 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02643 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02644 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02645 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02646 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02647 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02648 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02649 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02650 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02651 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02652 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02653 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02654 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02655 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02656 audit 1 partial_not_full_original_replication PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02657 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02658 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02659 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 3.6 A bounded propose–act–observe loop EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02660 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 4.7 Late intentions and explicit impact analysis EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02661 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.8 Native intent gates and optional compatibility adapters EDITORIAL_SUPPORTS_SECTION core 0.9 e02662 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 7.8 Bounded repair versus independent acceptance EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02663 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.4 Executable policy as an engineering proposal EDITORIAL_SUPPORTS_SECTION core 0.9 e02664 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Version pinned; not a v1 τ-bench result e02665 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM 1000 TravelPlanner tasks not software dev CI e02666 evidence 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Commonsense gain cannot be generalized across constraint categories e02667 provenance 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 HAS_PUBLICATION_VERSION e02668 provenance 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 HAS_PUBLICATION_VERSION e02669 provenance 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW HAS_ARCHIVED_VERSION e02670 provenance 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW HAS_ARCHIVED_VERSION e02671 evidence 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW REPORTS_TABLE e02672 evidence 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW REPORTS_TABLE e02673 evidence 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW REPORTS_TABLE e02674 evidence 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW REPORTS_INFERENCE_NOT_REPLICATED e02675 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e02676 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02736 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x02737 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x02738 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02677 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02678 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02679 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02680 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02681 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02682 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02683 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02684 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02685 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02686 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02687 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02688 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02689 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02690 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation One frames beyond-code values while the other offers engineering pillars. complementary research agenda 1.3 e02691 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02692 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 1.1 Software engineering begins before the code EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02693 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.7 When parallel agents help and hurt EDITORIAL_SUPPORTS_SECTION core 0.9 e02694 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.2 From a request to a versioned intention ledger EDITORIAL_SUPPORTS_SECTION core 0.9 e02695 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.5 Architecture decision versus acceptance contract EDITORIAL_SUPPORTS_SECTION core 0.9 e02696 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.6 A delta-driven iterative brownfield lifecycle EDITORIAL_SUPPORTS_SECTION core 0.9 e02697 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 9.4 Context assembly for an agent EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02698 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.2 New division of labor in engineering teams EDITORIAL_SUPPORTS_SECTION core 0.9 e02699 mapping 0 2026-10-09 revised editorial plan; not present in original graph 1.1 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e02700 mapping 0 2026-10-09 revised editorial plan; not present in original graph 3.7 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e02701 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02702 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02703 mapping 0 2026-10-09 revised editorial plan; not present in original graph 9.4 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e02704 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Not a causal evaluation e02705 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e02706 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02769 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x02770 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02707 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02708 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02709 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02710 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02711 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02712 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02713 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02714 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02715 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02716 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02717 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02718 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 1.1 Software engineering begins before the code EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02719 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.3 The engineer's work before and after AI EDITORIAL_SUPPORTS_SECTION core 0.9 e02720 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.5 The autonomy–accountability boundary EDITORIAL_SUPPORTS_SECTION core 0.9 e02721 mapping 0 Revised editorial plan; NOT an author-citation edge core: 4.1 Separate intention determination from design EDITORIAL_SUPPORTS_SECTION core 0.9 e02722 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.2 New division of labor in engineering teams EDITORIAL_SUPPORTS_SECTION core 0.9 e02723 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 12.9 A reversible, risk-adjusted adoption decision EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02724 mapping 0 2026-10-09 revised editorial plan; not present in original graph 1.1 (counterpoint); 1.3 (core); 1.5 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e02725 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e02726 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02727 mapping 0 2026-10-09 revised editorial plan; not present in original graph 12.9 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e02728 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM No validation cohort e02729 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e02730 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02795 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x02796 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x02797 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02731 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02732 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02733 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02734 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02735 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02736 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02737 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02738 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02739 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02740 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02741 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02742 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02743 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02744 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02745 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02746 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02747 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02748 audit 0 Editorial correction overlay; original source class preserved AUDITED_METHOD_CLASS 0.65 e02749 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.9 A verified memory handoff EDITORIAL_SUPPORTS_SECTION core 0.9 e02750 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.2 Comprehension debt is distinct from technical debt EDITORIAL_SUPPORTS_SECTION core 0.9 e02751 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02752 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02753 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02754 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02755 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02756 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02757 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02758 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02759 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02760 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02761 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02762 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02763 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02764 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02765 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 9.1 Why comprehension dominates brownfield work EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02766 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.4 Context assembly for an agent EDITORIAL_SUPPORTS_SECTION core 0.9 e02767 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.2 Comprehension debt is distinct from technical debt EDITORIAL_SUPPORTS_SECTION core 0.9 e02768 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.5 Learning through explanations, repairs and code tours EDITORIAL_SUPPORTS_SECTION core 0.9 e02769 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02770 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02771 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02772 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02773 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02774 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02775 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02776 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02777 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02778 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02779 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02780 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02781 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Expert-guided contextual tours instantiate established onboarding needs. design response to prior evidence 1.3 e02782 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02783 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02784 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02785 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02786 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 9.9 A verified memory handoff EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02787 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.5 Learning through explanations, repairs and code tours EDITORIAL_SUPPORTS_SECTION core 0.9 e02788 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.9 A practical capability-development contract EDITORIAL_SUPPORTS_SECTION core 0.9 x02856 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION e02789 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02790 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02791 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02792 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02793 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02794 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02795 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02796 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02797 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02798 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02799 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02800 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02801 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02802 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02803 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02804 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02805 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Typed harness state and episodic/semantic retrieval address different long-horizon failure modes. complementary memory patterns 1.3 e02806 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02807 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Graph relations and runtime persistence mechanisms can be combined but were tested in different tasks. complementary memory representations 1.3 e02808 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02809 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02810 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.5 Different forms of persistent memory EDITORIAL_SUPPORTS_SECTION core 0.9 e02811 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.6 Memory consistency, decay and invalidation EDITORIAL_SUPPORTS_SECTION core 0.9 x02880 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION e02812 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02813 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02814 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02815 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02816 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02817 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02818 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02819 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02820 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02821 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02822 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02823 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02824 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02825 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02826 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 3.2 What an agent actually observes EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02827 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 3.5 Common failure modes in real changes EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02828 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.4 Context assembly for an agent EDITORIAL_SUPPORTS_SECTION core 0.9 e02829 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02830 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02831 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02832 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02833 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02834 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02835 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02836 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02837 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02838 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02839 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02840 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02841 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02842 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02843 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02844 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.5 Different forms of persistent memory EDITORIAL_SUPPORTS_SECTION core 0.9 e02845 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02846 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02847 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02848 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02849 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02850 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02851 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02852 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02853 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02854 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02855 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02856 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 9.5 Different forms of persistent memory EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02857 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.7 A typed graph for software-specific knowledge EDITORIAL_SUPPORTS_SECTION core 0.9 x02927 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION e02858 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02859 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02860 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02861 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02862 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02863 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02864 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02865 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02866 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02867 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation A later review/replication challenges the universality of classic ownership-defect relations. replication with disagreement 1.3 e02868 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02869 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02870 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02871 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02872 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02873 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 9.3 Authorship, ownership and stewardship EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02874 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e02875 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02946 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02876 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02877 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02878 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02879 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02880 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02881 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02882 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02883 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02884 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02885 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02886 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02887 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02888 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02889 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02890 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02891 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02892 audit 0 Editorial correction overlay; original source class preserved AUDITED_METHOD_CLASS 0.65 e02893 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.8 Measuring retention and engineering fluency EDITORIAL_SUPPORTS_SECTION core 0.9 e02894 audit 0 2026-10-10 original paper inspection 95 primary-study identifiers S1-S95 were misaligned in original article references CORRECTED_BY 1.0 e02895 evidence 0 2026-10-10 Primary source inspection/known scope HAS_AUDITED_CLAIM 1.0 e02896 evidence 0 2026-10-10 Primary source inspection/known scope HAS_AUDITED_CLAIM 1.0 e02897 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02898 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02899 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02900 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02901 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02902 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02903 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02904 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02905 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02906 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02907 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02908 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02909 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02910 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02911 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02912 audit 0 Editorial correction overlay; original source class preserved AUDITED_METHOD_CLASS 0.65 e02913 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 10.5 Learning through explanations, repairs and code tours EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02914 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.9 A practical capability-development contract EDITORIAL_SUPPORTS_SECTION core 0.9 e02915 evidence 0 2026-10-10 Primary source inspection/known scope HAS_AUDITED_CLAIM 1.0 e02916 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x02988 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02917 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02918 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02919 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02920 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02921 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02922 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02923 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02924 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02925 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02926 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02927 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02928 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02929 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02930 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02931 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.2 Mental models, rationale and cognitive load EDITORIAL_SUPPORTS_SECTION core 0.9 e02932 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e02933 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x03006 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02934 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02935 classification 0 Source bibliography SECONDARY_STREAM 0.8 e02936 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02937 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02938 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02939 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02940 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02941 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02942 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02943 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02944 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02945 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 10.6 Onboarding is a long process, not a first PR EDITORIAL_SUPPORTS_SECTION supplement 0.35 e02946 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02947 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02948 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02949 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02950 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02951 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02952 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02953 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02954 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02955 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02956 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02957 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02958 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 9.2 Mental models, rationale and cognitive load EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e02959 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e02960 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x03034 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02961 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02962 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02963 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02964 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02965 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02966 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02967 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02968 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02969 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02970 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02971 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02972 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 9.2 Mental models, rationale and cognitive load EDITORIAL_SUPPORTS_SECTION supplement 0.35 e02973 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e02974 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x03049 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e02975 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02976 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02977 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02978 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e02979 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02980 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02981 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Authorship-based familiarity signals may change as generators produce commits. assumption challenge 1.3 e02982 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.6 Memory consistency, decay and invalidation EDITORIAL_SUPPORTS_SECTION core 0.9 e02983 classification 0 Source bibliography PRIMARY_STREAM 1.0 e02984 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02985 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02986 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e02987 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02988 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e02989 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e02990 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02991 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02992 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02993 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02994 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02995 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02996 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02997 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e02998 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 9.2 Mental models, rationale and cognitive load EDITORIAL_SUPPORTS_SECTION supplement 0.35 e02999 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e03000 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x03076 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e03001 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03002 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03003 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03004 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03005 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03006 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03007 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03008 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e03009 audit 2 AUTHOR_23_PAGE_PDF_AND_PUBLISHED_ABSTRACT PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC PASS6_SOURCE_VERIFICATION_RELEVANCE e03010 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03011 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03012 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e03013 audit 2 AUTHOR_23_PAGE_PDF_AND_PUBLISHED_ABSTRACT PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC PASS6_SOURCE_VERIFICATION_RELEVANCE e03014 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03015 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03016 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Two differently instrumented studies find comprehension dominates developer time. historical convergence 1.3 e03017 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03018 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03019 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03020 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03021 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.1 Software engineering begins before the code EDITORIAL_SUPPORTS_SECTION core 0.9 e03022 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.4 The lifecycle of a trustworthy change EDITORIAL_SUPPORTS_SECTION core 0.9 e03023 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.6 Why brownfield change starts with system comprehension EDITORIAL_SUPPORTS_SECTION core 0.9 e03024 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.8 A teaching case, not a reported field experiment EDITORIAL_SUPPORTS_SECTION core 0.9 e03025 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.1 Why comprehension dominates brownfield work EDITORIAL_SUPPORTS_SECTION core 0.9 e03026 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.8 Measuring retention and engineering fluency EDITORIAL_SUPPORTS_SECTION core 0.9 e03027 mapping 0 2026-10-09 revised editorial plan; not present in original graph 1.1 (core); 1.4 (core); 1.6 (core); 1.8 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e03028 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e03029 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03030 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Final version tables not inspected; 1 developer and 96 hours differ e03031 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Not universal or AI-specific; coding inferred via instrument e03032 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Limited ability to generalize classifier error e03033 provenance 0 PASS4_SELECTED_PRIMARY_2026-10-10 HAS_PUBLICATION_VERSION e03034 provenance 0 PASS4_SELECTED_PRIMARY_2026-10-10 HAS_PUBLICATION_VERSION e03035 evidence 0 VERSION_DIFFERENCE_NO_CAUSE_IDENTIFIED PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e03036 evidence 0 PUBLISHED_ABSTRACT_NOT_FINAL_TABLE PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC SUPPORTS_SCOPED_CLAIM e03037 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_VERSION AUTHOR_23_PAGE_PDF e03038 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC HAS_VERSION PUBLISHED_INSTITUTIONAL_ABSTRACT_NOT_FINAL_TABLE e03039 audit 0 PUBLISHED_PAGE_OR_REPORTED_COUNTS PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_VERSIONED_PRIMARY_EVIDENCE_OR_CHECK e03040 audit 0 PUBLISHED_PAGE_OR_REPORTED_COUNTS PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_VERSIONED_PRIMARY_EVIDENCE_OR_CHECK e03041 audit 0 PUBLISHED_PAGE_OR_REPORTED_COUNTS PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_VERSIONED_PRIMARY_EVIDENCE_OR_CHECK e03042 audit 0 PUBLISHED_PAGE_OR_REPORTED_COUNTS PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_VERSIONED_PRIMARY_EVIDENCE_OR_CHECK e03043 audit 0 PUBLISHED_PAGE_OR_REPORTED_COUNTS PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_VERSIONED_PRIMARY_EVIDENCE_OR_CHECK e03044 audit 0 PUBLISHED_PAGE_OR_REPORTED_COUNTS PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_VERSIONED_PRIMARY_EVIDENCE_OR_CHECK e03045 audit 0 PUBLISHED_PAGE_OR_REPORTED_COUNTS PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_VERSIONED_PRIMARY_EVIDENCE_OR_CHECK e03046 audit 0 PUBLISHED_PAGE_OR_REPORTED_COUNTS PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_VERSIONED_PRIMARY_EVIDENCE_OR_CHECK e03047 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e03048 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e03049 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x03126 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e03050 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03051 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03052 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03053 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03054 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03055 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03056 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03057 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03058 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03059 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03060 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03061 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03062 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03063 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 9.6 Memory consistency, decay and invalidation EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03064 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 9.8 Turnover, succession and long-term maintenance EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03065 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e03066 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03067 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03068 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03069 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03070 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03071 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03072 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03073 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03074 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03075 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03076 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03077 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03078 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03079 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03080 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03081 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 9.2 Mental models, rationale and cognitive load EDITORIAL_SUPPORTS_SECTION supplement 0.35 e03082 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e03083 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03084 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03085 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03086 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03087 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03088 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03089 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03090 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03091 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation Code-blame knowledge-loss estimators need redefinition under agent-authored commits. metric validity challenge 1.3 e03092 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03093 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03094 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.7 A typed graph for software-specific knowledge EDITORIAL_SUPPORTS_SECTION core 0.9 e03095 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.8 Turnover, succession and long-term maintenance EDITORIAL_SUPPORTS_SECTION core 0.9 e03096 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 11.8 Knowledge handoff and stewardship rights EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03097 mapping 0 2026-10-09 revised editorial plan; not present in original graph 11.8 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e03098 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03099 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03100 classification 0 Source bibliography SECONDARY_STREAM 0.8 e03101 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03102 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03103 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03104 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03105 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03106 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03107 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03108 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 9.8 Turnover, succession and long-term maintenance EDITORIAL_SUPPORTS_SECTION supplement 0.35 e03109 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e03110 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03111 classification 0 Source bibliography SECONDARY_STREAM 0.8 e03112 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03113 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03114 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03115 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03116 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03117 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03118 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03119 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03120 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03121 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03122 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03123 comparison 0 Editorial inference from bibliography abstracts, not a measured bibliographic citation File-level replication reproduces aspects of the earlier ownership association. replication 1.3 e03124 similarity 1 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03125 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03126 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03127 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.8 A teaching case, not a reported field experiment EDITORIAL_SUPPORTS_SECTION core 0.9 e03128 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 5.5 Architectural fit in a living codebase EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03129 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 9.7 A typed graph for software-specific knowledge EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03130 mapping 0 2026-10-09 revised editorial plan; not present in original graph 1.8 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e03131 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03132 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03133 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03134 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03135 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03136 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03137 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03138 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03139 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03140 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03141 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.1 Software engineering begins before the code EDITORIAL_SUPPORTS_SECTION core 0.9 e03142 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.1 Why comprehension dominates brownfield work EDITORIAL_SUPPORTS_SECTION core 0.9 e03143 mapping 0 2026-10-09 revised editorial plan; not present in original graph 1.1 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e03144 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03145 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x03223 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e03146 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03147 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03148 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03149 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03150 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03151 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03152 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03153 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03154 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03155 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03156 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03157 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 2.7 Developer experience and hidden time EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03158 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e03159 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03160 classification 0 Source bibliography SECONDARY_STREAM 0.8 e03161 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03162 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03163 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03164 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03165 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03166 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03167 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03168 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.6 Onboarding is a long process, not a first PR EDITORIAL_SUPPORTS_SECTION core 0.9 e03169 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03170 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03171 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03172 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03173 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03174 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03175 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03176 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03177 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 9.2 Mental models, rationale and cognitive load EDITORIAL_SUPPORTS_SECTION supplement 0.35 e03178 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e03179 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03180 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03181 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03182 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03183 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03184 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03185 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03186 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03187 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 10.4 Cognitive offloading, physiology and limitations EDITORIAL_SUPPORTS_SECTION supplement 0.35 e03188 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e03189 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03190 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03191 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03192 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03193 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03194 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03195 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03196 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 9.2 Mental models, rationale and cognitive load EDITORIAL_SUPPORTS_SECTION supplement 0.35 e03197 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e03198 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03199 classification 0 Source bibliography SECONDARY_STREAM 0.8 e03200 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03201 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03202 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03203 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03204 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03205 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03206 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03207 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03208 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03209 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03210 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.8 Authorship is not stewardship EDITORIAL_SUPPORTS_SECTION core 0.9 e03211 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.3 Authorship, ownership and stewardship EDITORIAL_SUPPORTS_SECTION core 0.9 e03212 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03213 classification 0 Source bibliography SECONDARY_STREAM 0.8 e03214 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03215 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03216 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03217 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03218 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03219 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03220 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03221 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03222 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 10.6 Onboarding is a long process, not a first PR EDITORIAL_SUPPORTS_SECTION supplement 0.35 e03223 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e03224 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03225 classification 0 Source bibliography SECONDARY_STREAM 0.8 e03226 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03227 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03228 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03229 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03230 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03231 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03232 mapping 0 Revised editorial plan; NOT an author-citation edge core: 10.6 Onboarding is a long process, not a first PR EDITORIAL_SUPPORTS_SECTION core 0.9 e03233 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03234 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03235 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03236 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03237 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03238 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03239 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03240 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03241 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03242 similarity 0 Algorithmically inferred Algorithmic similarity of bibliographic title, topic tags, study design and editorial summary; NOT a citation or evidence of replication. inferred_topic_similarity 0.18 e03243 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.8 Turnover, succession and long-term maintenance EDITORIAL_SUPPORTS_SECTION core 0.9 e03244 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 10.9 A practical capability-development contract EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03245 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.8 Knowledge handoff and stewardship rights EDITORIAL_SUPPORTS_SECTION core 0.9 e03246 mapping 0 2026-10-09 revised editorial plan; not present in original graph 11.8 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e03247 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03248 evidence 0 2026-10-10 Primary source inspection/known scope HAS_AUDITED_CLAIM 1.0 e03249 evidence 0 2026-10-10 Primary source inspection/known scope HAS_AUDITED_CLAIM 1.0 e03250 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x03329 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e03251 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03252 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03253 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03254 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03255 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03256 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03257 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03258 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03259 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03260 audit 0 Editorial correction overlay; original source class preserved AUDITED_METHOD_CLASS 0.65 e03261 mapping 0 Revised editorial plan; NOT an author-citation edge core: 1.6 Why brownfield change starts with system comprehension EDITORIAL_SUPPORTS_SECTION core 0.9 e03262 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.2 Mental models, rationale and cognitive load EDITORIAL_SUPPORTS_SECTION core 0.9 e03263 mapping 0 2026-10-09 revised editorial plan; not present in original graph 1.6 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e03264 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03265 evidence 0 2026-10-10 Primary source inspection/known scope HAS_AUDITED_CLAIM 1.0 e03266 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03267 classification 0 Source bibliography SECONDARY_STREAM 0.8 e03268 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03269 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03270 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03271 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03272 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03273 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03274 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03275 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 10.6 Onboarding is a long process, not a first PR EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03276 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03277 classification 0 Source bibliography SECONDARY_STREAM 0.8 e03278 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03279 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03280 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03281 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03282 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03283 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03284 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03285 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03286 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03287 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03288 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 10.6 Onboarding is a long process, not a first PR EDITORIAL_SUPPORTS_SECTION supplement 0.35 e03289 audit 0 IDENTITY_ONLY_METHODS_NOT_REPLICATED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS HAS_LOCATED_PRIMARY_ORIGINAL_SOURCE e03290 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03291 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03292 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03293 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03294 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03295 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e03296 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03297 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03298 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03299 mapping 0 Revised editorial plan; NOT an author-citation edge core: 5.8 Authorship is not stewardship EDITORIAL_SUPPORTS_SECTION core 0.9 e03300 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.3 Authorship, ownership and stewardship EDITORIAL_SUPPORTS_SECTION core 0.9 e03301 mapping 0 Revised editorial plan; NOT an author-citation edge core: 9.9 A verified memory handoff EDITORIAL_SUPPORTS_SECTION core 0.9 e03302 mapping 0 Revised editorial plan; NOT an author-citation edge core: 11.8 Knowledge handoff and stewardship rights EDITORIAL_SUPPORTS_SECTION core 0.9 e03303 mapping 0 2026-10-09 revised editorial plan; not present in original graph 5.8 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e03304 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e03305 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03306 mapping 0 2026-10-09 revised editorial plan; not present in original graph 11.8 (core) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e03307 audit 1 partial_not_full_original_replication PASS4_SELECTED_PRIMARY_2026-10-10 PASS4_SCOPED_PRIMARY_LINK e03308 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03309 evidence 0 PASS4_SELECTED_PRIMARY_2026-10-10 SUPPORTS_SOURCE_SCOPED_CLAIM Must directly test comprehension instead of declaring every legacy metric invalid e03310 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B e03311 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x03391 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e03312 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03313 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03314 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03315 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03316 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03317 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03318 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03319 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03320 mapping 0 Revised editorial plan; NOT an author-citation edge supplement: 9.2 Mental models, rationale and cognitive load EDITORIAL_SUPPORTS_SECTION supplement 0.35 e03321 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03322 classification 0 Source bibliography SECONDARY_STREAM 0.8 e03323 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03324 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03325 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03326 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03327 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03328 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03329 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03330 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03331 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03332 dependency 0 Bibliography stated or known AIDev use SHARED_DATASET 1.0 e03333 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 1.6 Why brownfield change starts with system comprehension EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03334 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.2 What an agent actually observes EDITORIAL_SUPPORTS_SECTION core 0.9 e03335 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.3 The task envelope EDITORIAL_SUPPORTS_SECTION core 0.9 e03336 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.5 Common failure modes in real changes EDITORIAL_SUPPORTS_SECTION core 0.9 e03337 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.6 A bounded propose–act–observe loop EDITORIAL_SUPPORTS_SECTION core 0.9 e03338 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 4.1 Separate intention determination from design EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03339 mapping 0 2026-10-09 revised editorial plan; not present in original graph 1.6 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e03340 mapping 0 2026-10-09 revised editorial plan; not present in original graph 4.1 (counterpoint) DOCUMENTED_EDITORIAL_EXTENSION 0.14 e03341 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE x03422 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION e03342 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03343 classification 0 Source bibliography SECONDARY_STREAM 0.8 e03344 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03345 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03346 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03347 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03348 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03349 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03350 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03351 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03352 dependency 0 Bibliography stated or known AIDev use SHARED_DATASET 1.0 e03353 provenance 1 2026-10-10 original paper inspection Original AIDev corpus and curated subset DATASET_INTRODUCED_BY 1.0 e03354 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.4 Agent benchmarks and observed pull requests EDITORIAL_SUPPORTS_SECTION core 0.9 e03355 mapping 0 Revised editorial plan; NOT an author-citation edge core: 7.6 Benchmark success versus merge readiness EDITORIAL_SUPPORTS_SECTION core 0.9 e03356 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x03438 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e03357 classification 0 Source bibliography PRIMARY_STREAM 1.0 e03358 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03359 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03360 classification 0 Editorial and keyword classification ADDRESSES_TOPIC 0.48 e03361 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03362 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03363 mapping 0 Editorial classification INFORMS_CHAPTER 0.25 e03364 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e03365 classification 0 Analytical classification EVIDENCE_CLASS 0.22 e03366 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 3.3 The task envelope EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03367 mapping 0 Revised editorial plan; NOT an author-citation edge core: 3.4 Agent benchmarks and observed pull requests EDITORIAL_SUPPORTS_SECTION core 0.9 e03368 mapping 0 Revised editorial plan; NOT an author-citation edge counterpoint: 7.6 Benchmark success versus merge readiness EDITORIAL_SUPPORTS_SECTION counterpoint 0.6 e03369 audit 0 PASS11 cited-research commentary QUALIFIED_IN_APPENDIX_B x03452 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e03370 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03371 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03372 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03373 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03374 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03375 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03376 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03377 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03378 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03379 mapping 0 PASS11 editorial; no new empirical claims HAS_LEARNING_OUTCOMES e03380 mapping 0 PASS11 editorial; no new empirical claims HAS_WORKED_EXAMPLE e03381 mapping 0 PASS11 editorial; no new empirical claims HAS_EVIDENCE_COMMENTARY x03465 provenance "V10-f36bde531eaa25424c46" Current canonical chapter inclusion, not author-to-author citation. V10_CHAPTER_IN_VOLUME x03466 provenance "V11-c8a288ecabfdb8249b19a03c" EDITION:V11 V11_CHAPTER_IN_EDITION e03382 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03383 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03384 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03385 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03386 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03387 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03388 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03389 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03390 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03391 mapping 0 PASS11 editorial; no new empirical claims HAS_LEARNING_OUTCOMES e03392 mapping 0 PASS11 editorial; no new empirical claims HAS_WORKED_EXAMPLE e03393 mapping 0 PASS11 editorial; no new empirical claims HAS_EVIDENCE_COMMENTARY x03479 provenance "V10-55872c64938a96ddb3d6" Current canonical chapter inclusion, not author-to-author citation. V10_CHAPTER_IN_VOLUME x03480 provenance "V11-dc58d4d8ac16daf0350bc386" EDITION:V11 V11_CHAPTER_IN_EDITION e03394 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03395 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03396 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03397 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03398 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03399 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03400 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03401 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03402 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03403 mapping 0 PASS11 editorial; no new empirical claims HAS_LEARNING_OUTCOMES e03404 mapping 0 PASS11 editorial; no new empirical claims HAS_WORKED_EXAMPLE e03405 mapping 0 PASS11 editorial; no new empirical claims HAS_EVIDENCE_COMMENTARY x03493 provenance "V10-a09d8c821419e06fa606" Current canonical chapter inclusion, not author-to-author citation. V10_CHAPTER_IN_VOLUME x03494 provenance "V11-b349948d8ffcecfefd366b9d" EDITION:V11 V11_CHAPTER_IN_EDITION e03406 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03407 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03408 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03409 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03410 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03411 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03412 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03413 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03414 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03415 mapping 0 PASS11 editorial; no new empirical claims HAS_LEARNING_OUTCOMES e03416 mapping 0 PASS11 editorial; no new empirical claims HAS_WORKED_EXAMPLE e03417 mapping 0 PASS11 editorial; no new empirical claims HAS_EVIDENCE_COMMENTARY x03507 provenance "V10-1581812fda841d0e6d62" Current canonical chapter inclusion, not author-to-author citation. V10_CHAPTER_IN_VOLUME x03508 provenance "V11-e0e4c827072794a7aed425bb" EDITION:V11 V11_CHAPTER_IN_EDITION e03418 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03419 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03420 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03421 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03422 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03423 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03424 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03425 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03426 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03427 mapping 0 PASS11 editorial; no new empirical claims HAS_LEARNING_OUTCOMES e03428 mapping 0 PASS11 editorial; no new empirical claims HAS_WORKED_EXAMPLE e03429 mapping 0 PASS11 editorial; no new empirical claims HAS_EVIDENCE_COMMENTARY x03521 provenance "V10-be3e85ddbea8ff7f27d5" Current canonical chapter inclusion, not author-to-author citation. V10_CHAPTER_IN_VOLUME x03522 provenance "V11-ab40f8e0dc50a47ca5de023a" EDITION:V11 V11_CHAPTER_IN_EDITION e03430 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03431 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03432 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03433 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03434 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03435 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03436 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03437 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03438 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03439 mapping 0 PASS11 editorial; no new empirical claims HAS_LEARNING_OUTCOMES e03440 mapping 0 PASS11 editorial; no new empirical claims HAS_WORKED_EXAMPLE e03441 mapping 0 PASS11 editorial; no new empirical claims HAS_EVIDENCE_COMMENTARY x03535 provenance "V10-4bbe14b5ec5958a7a6aa" Current canonical chapter inclusion, not author-to-author citation. V10_CHAPTER_IN_VOLUME x03536 provenance "V11-f3a0926ef5159833409da89e" EDITION:V11 V11_CHAPTER_IN_EDITION e03442 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03443 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03444 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03445 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03446 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03447 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03448 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03449 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03450 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03451 mapping 0 PASS11 editorial; no new empirical claims HAS_LEARNING_OUTCOMES e03452 mapping 0 PASS11 editorial; no new empirical claims HAS_WORKED_EXAMPLE e03453 mapping 0 PASS11 editorial; no new empirical claims HAS_EVIDENCE_COMMENTARY x03549 provenance "V10-a13898a693039689c2bf" Current canonical chapter inclusion, not author-to-author citation. V10_CHAPTER_IN_VOLUME x03550 provenance "V11-a09b25af6346927609d1a3f8" EDITION:V11 V11_CHAPTER_IN_EDITION e03454 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03455 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03456 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03457 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03458 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03459 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03460 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03461 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03462 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03463 mapping 0 PASS11 editorial; no new empirical claims HAS_LEARNING_OUTCOMES e03464 mapping 0 PASS11 editorial; no new empirical claims HAS_WORKED_EXAMPLE e03465 mapping 0 PASS11 editorial; no new empirical claims HAS_EVIDENCE_COMMENTARY x03563 provenance "V10-297b86b9407c31cfa40f" Current canonical chapter inclusion, not author-to-author citation. V10_CHAPTER_IN_VOLUME x03564 provenance "V11-70fefacd4c42d975ab21ddcb" EDITION:V11 V11_CHAPTER_IN_EDITION e03466 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03467 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03468 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03469 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03470 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03471 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03472 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03473 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03474 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03475 mapping 0 PASS11 editorial; no new empirical claims HAS_LEARNING_OUTCOMES e03476 mapping 0 PASS11 editorial; no new empirical claims HAS_WORKED_EXAMPLE e03477 mapping 0 PASS11 editorial; no new empirical claims HAS_EVIDENCE_COMMENTARY x03577 provenance "V10-b557b781d6a0b77f1409" Current canonical chapter inclusion, not author-to-author citation. V10_CHAPTER_IN_VOLUME x03578 provenance "V11-7b662bbf00324749be8bab90" EDITION:V11 V11_CHAPTER_IN_EDITION e03478 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03479 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03480 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03481 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03482 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03483 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03484 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03485 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03486 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03487 mapping 0 PASS11 editorial; no new empirical claims HAS_LEARNING_OUTCOMES e03488 mapping 0 PASS11 editorial; no new empirical claims HAS_WORKED_EXAMPLE e03489 mapping 0 PASS11 editorial; no new empirical claims HAS_EVIDENCE_COMMENTARY x03591 provenance "V10-0e0b970dee3d23c29dc1" Current canonical chapter inclusion, not author-to-author citation. 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V10_CHAPTER_IN_VOLUME x03606 provenance "V11-48897396888bfc286b20534b" EDITION:V11 V11_CHAPTER_IN_EDITION e03502 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03503 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03504 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03505 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03506 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03507 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03508 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03509 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03510 mapping 0 Revised editorial plan 2026-10-09 CHAPTER_HAS_SECTION 0.60 e03511 mapping 0 PASS11 editorial; no new empirical claims HAS_LEARNING_OUTCOMES e03512 mapping 0 PASS11 editorial; no new empirical claims HAS_WORKED_EXAMPLE e03513 mapping 0 PASS11 editorial; no new empirical claims HAS_EVIDENCE_COMMENTARY x03619 provenance "V10-48ec42993081c22e1396" Current canonical chapter inclusion, not author-to-author citation. 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author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03528 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03529 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03530 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03531 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03532 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03533 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03534 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03535 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03536 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03537 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03538 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03539 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03540 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03541 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03542 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03543 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03544 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03545 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03546 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03547 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03548 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03549 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03550 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03551 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03552 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03553 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03554 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03555 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03556 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03557 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03558 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03559 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03560 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03561 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03562 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03563 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03564 evidence 0 Pre-Writing Baseline v1.0 Primary abstract or author/publisher research summary checked; not full-text verification ANCHORED_TO_PAPER_ABSTRACT 1.0 e03565 mapping 0 Baseline editorial judgement Proposed citation placement; author must confirm claim scope during drafting CANDIDATE_FOR_SECTION 1.0 e03566 mapping 0 Author synthesis Author proposal; no causal evaluation in this baseline. PROPOSED_FOR_CHAPTER 1.0 e03567 mapping 0 Author synthesis Author proposal; scoped by a dependency impact graph. PROPOSED_FOR_CHAPTER 1.0 e03568 mapping 0 Author synthesis Reference implementation is instructional, not a validated universal policy. PROPOSED_FOR_CHAPTER 1.0 e03569 mapping 0 Author synthesis Governance proposal, not a measured empirical result. PROPOSED_FOR_CHAPTER 1.0 e03570 mapping 0 Author synthesis Escalate repeated non-actionable rejection instead of retrying indefinitely. PROPOSED_FOR_CHAPTER 1.0 e03571 mapping 0 Author synthesis Synthesis informed by W003/W010/W014; specific dashboard requires validation. PROPOSED_FOR_CHAPTER 1.0 e03572 mapping 0 Author synthesis Proposed operational memory design, not demonstrated by every cited memory study. PROPOSED_FOR_CHAPTER 1.0 e03573 mapping 0 Author synthesis Context-dependent intervention suggested by skill-formation literature. PROPOSED_FOR_CHAPTER 1.0 e03574 mapping 0 Author synthesis Model proposal; unit costs and effects must come from a local pilot. PROPOSED_FOR_CHAPTER 1.0 e03575 mapping 0 Author synthesis Evidence-synthesis rule, not an intervention effect. PROPOSED_FOR_CHAPTER 1.0 e03576 audit 0 2026-10-10 Narrowed claim and evidence boundary QUALIFIES_CHAPTER 1.0 e03577 audit 0 2026-10-10 Narrowed claim and evidence boundary QUALIFIES_CHAPTER 1.0 e03578 audit 0 2026-10-10 Narrowed claim and evidence boundary QUALIFIES_CHAPTER 1.0 e03579 audit 0 2026-10-10 Narrowed claim and evidence boundary QUALIFIES_CHAPTER 1.0 e03580 audit 0 2026-10-10 Narrowed claim and evidence boundary QUALIFIES_CHAPTER 1.0 e03581 audit 0 2026-10-10 Narrowed claim and evidence boundary QUALIFIES_CHAPTER 1.0 e03582 audit 0 2026-10-10 Narrowed claim and evidence boundary QUALIFIES_CHAPTER 1.0 e03583 audit 0 2026-10-10 Narrowed claim and evidence boundary QUALIFIES_CHAPTER 1.0 e03584 audit 0 2026-10-10 Narrowed claim and evidence boundary QUALIFIES_CHAPTER 1.0 e03585 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03586 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03587 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03588 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03589 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03590 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03591 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03592 audit 0 audit/pass2/primary_inspections_pass2.csv Sections 3.1--3.3 and Table 2 and design limitations PASS2_SCOPED_INSPECTION e03593 audit 0 audit/pass2/primary_inspections_pass2.csv Methods sections 3 and evaluation sections 7.4.1--7.4.5 PASS2_SCOPED_INSPECTION e03594 audit 0 audit/pass2/primary_inspections_pass2.csv Sections 3.5 and 4.1 Table 2 printed page 7; Appendix B.3 Table 6 printed page 16 PASS2_SCOPED_INSPECTION e03595 audit 0 audit/pass2/primary_inspections_pass2.csv Sections 3.1--3.4 4.1--4.4 Tables 2 and 4 PASS2_SCOPED_INSPECTION e03596 audit 0 audit/pass2/primary_inspections_pass2.csv Abstract and task-learning OLG model mechanism and appendix headings; frozen PDF-date check pending PASS2_SCOPED_INSPECTION e03597 audit 0 audit/pass2/primary_inspections_pass2.csv Institutional metadata and abstract; complete Sept manuscript not independently inspected PASS2_SCOPED_INSPECTION e03598 audit 0 audit/pass2/primary_inspections_pass2.csv Abstract pp 2-3 Sections 4-5 and Figure 3 printed pp 27-28 PASS2_SCOPED_INSPECTION e03599 audit 0 audit/pass2/primary_inspections_pass2.csv Original figures 3 7 8 and methods and conclusions printed pp 10 15 16 18 PASS2_SCOPED_INSPECTION e03600 audit 0 audit/pass2/primary_inspections_pass2.csv Abstract plus original identification printed around pp 12-13 and joint treatment caution PASS2_SCOPED_INSPECTION e03601 audit 0 audit/pass2/primary_inspections_pass2.csv Original institutional publication summary for revision; full numerical tables not independently inspected PASS2_SCOPED_INSPECTION e03602 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03603 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03604 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03605 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03606 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03607 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03608 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03609 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03610 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03611 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03612 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03613 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03614 audit 0 NOT_CLOSED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS 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audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03626 audit 0 audit/pass2/primary_inspections_pass2.csv Table 2 aggregate arithmetic, not model reruns PASS2_EVIDENCE_BOUNDARY e03627 audit 0 NOT_CLOSED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS STILL_TRACKS_RESEARCH_VERIFICATION e03628 audit 0 NOT_CLOSED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS STILL_TRACKS_RESEARCH_VERIFICATION e03629 audit 0 NOT_CLOSED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS STILL_TRACKS_RESEARCH_VERIFICATION e03630 audit 0 NOT_CLOSED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS STILL_TRACKS_RESEARCH_VERIFICATION e03631 audit 0 PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS COUNT_CHECK_NOT_ORIGINAL_DATA_REPLICATION e03632 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03633 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03634 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03635 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03636 audit 0 audit/pass2/primary_inspections_pass2.csv Sections 3.1--3.3 and Table 2 and design limitations PASS2_SCOPED_INSPECTION e03637 audit 0 audit/pass2/primary_inspections_pass2.csv Methods sections 3 and evaluation sections 7.4.1--7.4.5 PASS2_SCOPED_INSPECTION e03638 audit 0 audit/pass2/primary_inspections_pass2.csv Sections 3.5 and 4.1 Table 2 printed page 7; Appendix B.3 Table 6 printed page 16 PASS2_SCOPED_INSPECTION e03639 audit 0 audit/pass2/primary_inspections_pass2.csv Sections 3.1--3.4 4.1--4.4 Tables 2 and 4 PASS2_SCOPED_INSPECTION e03640 audit 0 audit/pass2/primary_inspections_pass2.csv Abstract and task-learning OLG model mechanism and appendix headings; frozen PDF-date check pending PASS2_SCOPED_INSPECTION e03641 audit 0 audit/pass2/primary_inspections_pass2.csv Institutional metadata and abstract; complete Sept manuscript not independently inspected PASS2_SCOPED_INSPECTION e03642 audit 0 audit/pass2/primary_inspections_pass2.csv Abstract pp 2-3 Sections 4-5 and Figure 3 printed pp 27-28 PASS2_SCOPED_INSPECTION e03643 audit 0 audit/pass2/primary_inspections_pass2.csv Original figures 3 7 8 and methods and conclusions printed pp 10 15 16 18 PASS2_SCOPED_INSPECTION e03644 audit 0 audit/pass2/primary_inspections_pass2.csv Abstract plus original identification printed around pp 12-13 and joint treatment caution PASS2_SCOPED_INSPECTION e03645 audit 0 audit/pass2/primary_inspections_pass2.csv Original institutional publication summary for revision; full numerical tables not independently inspected PASS2_SCOPED_INSPECTION e03646 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03647 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03648 audit 0 NOT_CLOSED 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TRACKS_CLAIM_NO_PREMATURE_CLOSURE e03657 audit 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC TRACKS_CLAIM_NO_PREMATURE_CLOSURE e03658 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC CLOSES_LOCATOR_SUBTASK_ONLY e03659 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC CLOSES_LOCATOR_SUBTASK_ONLY e03660 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC CLOSES_LOCATOR_SUBTASK_ONLY e03661 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC CLOSES_LOCATOR_SUBTASK_ONLY e03662 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC CLOSES_LOCATOR_SUBTASK_ONLY e03663 provenance 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC CLOSES_LOCATOR_SUBTASK_ONLY e03664 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03665 provenance 0 OPEN 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PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03673 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03674 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03675 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03676 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03677 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03678 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03679 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03680 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03681 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03682 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03683 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03684 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03685 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03686 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03687 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03688 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03689 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03690 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03691 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03692 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03693 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03694 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03695 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03696 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03697 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03698 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03699 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03700 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03701 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03702 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03703 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03704 provenance 0 OPEN PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS LOCATOR_SUBTASK_CLOSED_PARENT_METHOD_GATE_OPEN e03705 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03706 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03707 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03708 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03709 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03710 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03711 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03712 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03713 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03714 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03715 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03716 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03717 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03718 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03719 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03720 audit 0 audit/pass2/primary_inspections_pass2.csv AIDev v3 cohort lineage PASS2_EVIDENCE_BOUNDARY e03721 audit 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC TRACKS_CLAIM_NO_PREMATURE_CLOSURE e03722 audit 0 NOT_CLOSED PASS7_2026-10-10_PRIMARY_SOURCE_LOCATORS_AND_SELECTED_SOURCE_CLAIMS STILL_TRACKS_RESEARCH_VERIFICATION e03723 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03724 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03725 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03726 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03727 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03728 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03729 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03730 audit 1 audit/pass2/primary_inspections_pass2.csv International non-divergence comparison PASS2_EVIDENCE_BOUNDARY e03731 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03732 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03733 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03734 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03735 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03736 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03737 audit 0 audit/pass2/claim_evidence_pass2.csv ISSUE_SCOPED_BY_CLAIM e03738 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03739 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03740 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03741 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03742 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03743 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03744 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03745 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03746 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03747 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03748 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03749 audit 0 2026-10-10 Primary source and issue register cross-reference AUDIT_SCOPE 1.0 e03750 audit 0 chapters/chapter01.tex Matched nonrandom samples; data not independent of AIDev QUALIFIED_IN_MANUSCRIPT e03751 audit 0 chapters/chapter02.tex Matched nonrandom samples; data not independent of AIDev QUALIFIED_IN_MANUSCRIPT e03752 audit 0 chapters/chapter05.tex Matched nonrandom samples; data not independent of AIDev QUALIFIED_IN_MANUSCRIPT e03753 audit 0 chapters/chapter12.tex Matched nonrandom samples; data not independent of AIDev QUALIFIED_IN_MANUSCRIPT e03754 audit 0 chapters/chapter01.tex IDE-first warning coefficient non-significant; no pooled percent estimated QUALIFIED_IN_MANUSCRIPT e03755 audit 0 chapters/chapter05.tex IDE-first warning coefficient non-significant; no pooled percent estimated QUALIFIED_IN_MANUSCRIPT e03756 audit 0 chapters/chapter12.tex IDE-first warning coefficient non-significant; no pooled percent estimated QUALIFIED_IN_MANUSCRIPT e03757 audit 0 chapters/chapter01.tex No randomization or controlled comparison QUALIFIED_IN_MANUSCRIPT e03758 audit 0 chapters/chapter03.tex No randomization or controlled comparison QUALIFIED_IN_MANUSCRIPT e03759 audit 0 chapters/chapter04.tex No randomization or controlled comparison QUALIFIED_IN_MANUSCRIPT e03760 audit 0 chapters/chapter11.tex No randomization or controlled comparison QUALIFIED_IN_MANUSCRIPT e03761 audit 0 chapters/chapter02.tex Config file signals and selection bias limit causal interpretation QUALIFIED_IN_MANUSCRIPT e03762 audit 0 chapters/chapter05.tex Config file signals and selection bias limit causal interpretation QUALIFIED_IN_MANUSCRIPT e03763 audit 0 chapters/chapter12.tex Config file signals and selection bias limit causal interpretation QUALIFIED_IN_MANUSCRIPT e03764 audit 0 chapters/chapter05.tex Estimator disagreement and cohort sizes; no raw data to adjudicate QUALIFIED_IN_MANUSCRIPT e03765 audit 0 chapters/chapter12.tex Estimator disagreement and cohort sizes; no raw data to adjudicate QUALIFIED_IN_MANUSCRIPT e03766 audit 0 chapters/chapter07.tex Complete-case benchmark cannot predict human review performance QUALIFIED_IN_MANUSCRIPT e03767 audit 0 chapters/chapter08.tex Complete-case benchmark cannot predict human review performance QUALIFIED_IN_MANUSCRIPT e03768 audit 0 chapters/chapter07.tex Study pricing and token mix are time-dependent; no production TCO QUALIFIED_IN_MANUSCRIPT e03769 audit 0 chapters/chapter08.tex Study pricing and token mix are time-dependent; no production TCO QUALIFIED_IN_MANUSCRIPT e03770 audit 0 chapters/chapter10.tex Theoretical causal mechanism not a measured occupation effect; conflicting manuscript dates QUALIFIED_IN_MANUSCRIPT e03771 audit 0 chapters/chapter12.tex Theoretical causal mechanism not a measured occupation effect; conflicting manuscript dates QUALIFIED_IN_MANUSCRIPT e03772 audit 0 chapters/chapter01.tex Original numerical tables and microdata not verified QUALIFIED_IN_MANUSCRIPT e03773 audit 0 chapters/chapter02.tex Original numerical tables and microdata not verified QUALIFIED_IN_MANUSCRIPT e03774 audit 0 chapters/chapter08.tex Original numerical tables and microdata not verified QUALIFIED_IN_MANUSCRIPT e03775 audit 0 chapters/chapter11.tex Original numerical tables and microdata not verified QUALIFIED_IN_MANUSCRIPT e03776 audit 0 chapters/chapter12.tex Original numerical tables and microdata not verified QUALIFIED_IN_MANUSCRIPT e03777 audit 0 chapters/chapter12.tex Matched instrumented affiliate sample excludes many workers and requires exclusion assumptions QUALIFIED_IN_MANUSCRIPT e03778 audit 0 chapters/chapter12.tex Null detectable association does not show absence of all effects QUALIFIED_IN_MANUSCRIPT e03779 audit 0 chapters/chapter12.tex Observational competing exposure and parallel trend assumptions; coefficients not independently fit QUALIFIED_IN_MANUSCRIPT e03780 audit 0 chapters/chapter12.tex Full published tables and original Danish microdata not inspected QUALIFIED_IN_MANUSCRIPT e03781 audit 0 audit/pass2/issue_delta_pass2.csv AFFECTS_SOURCE e03782 audit 0 audit/pass2/issue_delta_pass2.csv AFFECTS_SOURCE e03783 audit 0 audit/pass2/issue_delta_pass2.csv AFFECTS_SOURCE e03784 audit 0 audit/pass2/issue_delta_pass2.csv AFFECTS_SOURCE e03785 audit 0 audit/pass2/issue_delta_pass2.csv AFFECTS_SOURCE e03786 audit 0 audit/pass2/issue_delta_pass2.csv AFFECTS_SOURCE e03787 audit 0 audit/pass2/issue_delta_pass2.csv AFFECTS_SOURCE e03788 audit 0 audit/pass2/issue_delta_pass2.csv AFFECTS_SOURCE e03789 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT TRACKS_AUDIT_CLAIM e03790 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT SCOPED_CITATION_RESOLVED_EXTERNAL_DISCREPANCY_OPEN e03791 audit 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC TRACKS_CLAIM_NO_PREMATURE_CLOSURE e03792 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 AUDITS_PAPER Original v1 benchmark comparison needs complete version-difference table e03793 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03794 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03795 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03796 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03797 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03798 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03799 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03800 audit 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW HAS_SCOPED_CHILD_AUDIT e03801 audit 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW HAS_SCOPED_CHILD_AUDIT e03802 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 AUDITS_PAPER Get original journal Tables 2-3 and trial microdata e03803 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03804 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03805 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03806 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03807 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03808 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03809 audit 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW HAS_SCOPED_CHILD_AUDIT e03810 audit 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW HAS_SCOPED_CHILD_AUDIT e03811 audit 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW HAS_SCOPED_CHILD_AUDIT e03812 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 AUDITS_PAPER Run official ~1.7GB replication release and inspect sample exclusions e03813 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03814 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03815 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03816 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03817 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03818 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03819 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03820 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 OPEN_NUMERICAL_DISCREPANCY e03821 audit 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC TRACKS_CLAIM_NO_PREMATURE_CLOSURE e03822 audit 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC TRACKS_CLAIM_NO_PREMATURE_CLOSURE e03823 audit 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC AUDIT_ISSUE_RECONCILES_CELL e03824 audit 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC AUDIT_ISSUE_RECONCILES_CELL e03825 audit 0 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK PUBLISHED_ARITHMETIC_RECHECK_NOT_RAW_REPLICATION e03826 audit 0 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK ACCESS_BLOCKER_REQUIRES_AUTHOR_OR_DATA_EXPORT e03827 audit 0 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_SCOPED_CHILD_AUDIT e03828 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 AUDITS_PAPER Conduct independently labelled same-bug checker study e03829 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03830 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03831 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03832 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03833 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03834 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 AUDITS_PAPER No double count until independent experiment e03835 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03836 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03837 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03838 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03839 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 AUDITS_PAPER Randomized or well-matched review deployment with matched exposure e03840 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03841 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03842 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03843 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03844 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03845 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03846 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 TRACKS_AUDIT_CLAIM e03847 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 AUDITS_PAPER Rerun multi-repository blinded review with CI and normal feedback e03848 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03849 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03850 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03851 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03852 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03853 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 AUDITS_PAPER Obtain final ICSE 2025 paper tables and compare with original v2; original 5-run model outputs not rerun e03854 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03855 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03856 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03857 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03858 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03859 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03860 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 AUTHOR_PREPRINT_TABLES_CHECKED_FINAL_PUBLICATION_OPEN e03861 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 AUDITS_PAPER Re-run open policy dataset with dated repo snapshot, assess sampling drift e03862 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03863 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03864 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03865 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03866 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03867 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03868 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03869 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 RESOLVED_DENOMINATOR_CLARIFICATION e03870 audit 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW HAS_SCOPED_CHILD_AUDIT e03871 audit 0 PASS9_2026-10-10_SOURCE_VERSION_AND_PUBLISHER_APPENDIX_REVIEW HAS_SCOPED_CHILD_AUDIT e03872 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 AUDITS_PAPER Benchmark proposed organizational practices in independent trial e03873 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03874 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03875 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03876 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03877 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 AUDITS_PAPER Evaluate testable principles against organizational cases e03878 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03879 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03880 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03881 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03882 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 AUDITS_PAPER Access paginated final TSE article and reconcile participant exclusions e03883 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03884 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03885 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03886 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03887 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03888 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_AUDIT_CLAIM e03889 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_VERSION_DISCREPANCY e03890 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 TRACKS_VERSION_DISCREPANCY e03891 audit 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC TRACKS_CLAIM_NO_PREMATURE_CLOSURE e03892 audit 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC TRACKS_CLAIM_NO_PREMATURE_CLOSURE e03893 audit 0 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK SCOPED_SUBTASK_COHORT_EXCLUSION_REASON_CLOSED HOLD e03894 audit 0 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK ORIGINAL_RECORDS_REQUIRED_TABLE_INCONSISTENCY_OPEN e03895 audit 0 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK ORIGINAL_DATA_REQUIRED_PROPORTION_PARITY_OPEN e03896 audit 0 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_SCOPED_CHILD_AUDIT e03897 audit 0 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_SCOPED_CHILD_AUDIT e03898 audit 0 PASS8_2026-10-10_PUBLISHED_JOURNAL_COHORT_RECONCILIATION_AND_PR_TABLE_CHECK HAS_SCOPED_CHILD_AUDIT e03899 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 AUDITS_PAPER Test ownership metrics against independent task-based comprehension outcomes e03900 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 ISSUE_RELEVANT_TO_CHAPTER e03901 audit 0 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PASS4_SELECTED_PRIMARY_2026-10-10 EVIDENCE_NOTE_FOR_CHAPTER e03986 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 EVIDENCE_NOTE_FOR_CHAPTER e03987 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 EVIDENCE_NOTE_FOR_CHAPTER e03988 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 EVIDENCE_NOTE_FOR_CHAPTER e03989 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 EVIDENCE_NOTE_FOR_CHAPTER e03990 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 EVIDENCE_NOTE_FOR_CHAPTER e03991 audit 0 PASS3_PRINTED_EDITION_RECONSTRUCTED_2026-10-10 BENCHMARK_VERSION_CHANGED do_not_pool_across_versions e03992 audit 0 96 1 PASS4_SELECTED_PRIMARY_2026-10-10 SAMPLE_COUNT_VERSION_DISCREPANCY OPEN_PENDING_FINAL_JOURNAL_TABLE e03993 audit 0 PASS4_SELECTED_PRIMARY_2026-10-10 PUBLICATION_TABLE_PARITY_UNCHECKED Obtain 134-page Sept PDF, inspect all matching details/model tables and rerun dataset/telemetry matching. e03994 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT AUDITS_PAPER e03995 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT ISSUE_RELEVANT_TO_CHAPTER e03996 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT ISSUE_RELEVANT_TO_CHAPTER e03997 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT ISSUE_RELEVANT_TO_CHAPTER e03998 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT ISSUE_RELEVANT_TO_CHAPTER e03999 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT ISSUE_RELEVANT_TO_CHAPTER e04000 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT TRACKS_AUDIT_CLAIM e04001 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT TRACKS_AUDIT_CLAIM e04002 audit 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC TRACKS_CLAIM_NO_PREMATURE_CLOSURE Inspect all original result tables; acquire licensed Statistics Denmark administrative data and scripts; reproduce regressions. e04003 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT AUDITS_PAPER e04004 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT ISSUE_RELEVANT_TO_CHAPTER e04005 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT TRACKS_AUDIT_CLAIM e04006 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT TRACKS_AUDIT_CLAIM e04007 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT TRACKS_AUDIT_CLAIM e04008 audit 0 PASS6_2026-10-10_PRIMARY_SCOPED_METADATA_AND_PUBLISHED_ARITHMETIC TRACKS_CLAIM_NO_PREMATURE_CLOSURE Check all propositions and additivity/robustness; empirical mentor-retention pilot before workplace conclusions. e04009 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT AUDITS_PAPER e04010 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT ISSUE_RELEVANT_TO_CHAPTER e04011 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT ISSUE_RELEVANT_TO_CHAPTER e04012 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT TRACKS_AUDIT_CLAIM e04013 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT TRACKS_AUDIT_CLAIM Obtain anonymized survey and independent measured accepted-value outcomes; preregister comparison. e04014 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT AUDITS_PAPER e04015 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT ISSUE_RELEVANT_TO_CHAPTER e04016 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT ISSUE_RELEVANT_TO_CHAPTER e04017 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT TRACKS_AUDIT_CLAIM e04018 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT TRACKS_AUDIT_CLAIM Obtain protocol, baseline task matching, effect distributions, acceptance/rework/deployment metrics for case and sample. e04019 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT AUDITS_PAPER e04020 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT ISSUE_RELEVANT_TO_CHAPTER e04021 audit 0 PASS5_2026-10-10_SCOPED_PRIMARY_AND_VERSIONED_ABSTRACT 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not_applicable AUDITED_O50_OVERLAY_ONLY Editorial longitudinal comparison of two Osmani essays 2026 risk-based review revises 2025 universal human line-by-line reading while retaining accountable verification REVISES_EARLIER_ADVICE contextual 0.9 e04207 dependency 0 not_applicable AUDITED_O50_OVERLAY_ONLY Editorial longitudinal comparison of two Osmani essays Adds stronger alternative independent verification and proportional human review to the early 2026 proof requirement EXTENDS_EARLIER_DISCUSSION contextual 0.9 e04208 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04209 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04210 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04211 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04212 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04213 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04214 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04215 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04216 actual 1 EDITORIAL_PRACTICE I09 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I09: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04217 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W093: Automating Low-Risk Code Review at Meta: RADAR, Risk Calibration, and Review Efficiency. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04218 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W100: The End of Code Review: Coding Agents Supersede Human Inspection. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04219 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W111: Many SWE-bench-Passing PRs Would Not Be Merged into Main. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04220 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04328 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04221 audit 0 not_applicable AUDITED_O50_OVERLAY_ONLY Editorial longitudinal comparison of two Osmani essays Applies bounded specification to mature repositories with hidden contracts APPLIES_TO_BROWNFIELD contextual 0.9 e04222 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04223 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04224 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04225 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04226 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04227 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04228 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04229 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04230 actual 1 EDITORIAL_PRACTICE I10 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I10: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04231 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W154: Comprehension Debt in GenAI-Assisted Software Engineering Projects. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04232 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W155: ChatGPT: Friend or Foe When Comprehending and Changing Unfamiliar Code. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04233 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W171: Revisiting Turnover-Induced Knowledge Loss in Software Projects. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04234 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04343 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04235 dependency 0 not_applicable AUDITED_O50_OVERLAY_ONLY Editorial longitudinal comparison of two Osmani essays Revisits cognitive offloading after much greater agent autonomy EXTENDS_EARLIER_DISCUSSION contextual 0.9 e04236 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04237 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04238 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04239 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04240 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04241 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04242 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04243 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04244 actual 1 EDITORIAL_PRACTICE I12 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I12: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04245 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W117: The Augmentation Trap: AI Productivity and the Cost of Cognitive Offloading. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04246 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W118: How AI Impacts Skill Formation. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04247 comparison 0 CROSS_DOMAIN_ANALOGY LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W121: Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04248 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04358 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04249 audit 0 not_applicable AUDITED_O50_OVERLAY_ONLY Editorial longitudinal comparison of two Osmani essays Turns context management principles into dated instructions and memory audits OPERATIONALIZES_EARLIER_GUIDANCE contextual 0.9 e04250 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04251 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04252 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04253 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04254 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04255 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04256 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04257 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04258 actual 1 EDITORIAL_PRACTICE I11 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I11: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04259 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W053: Scanning the Harness: Configuration Exposures in AI Coding-Agent Supply Chains. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04260 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W157: ClawVM: Harness-Managed Virtual Memory for Stateful Tool-Using LLM Agents. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04261 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W159: Memory Management and Contextual Consistency for Long-Running Low-Code Agents. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04262 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04373 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04263 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04264 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04265 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04266 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04267 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04268 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04269 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04270 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W147: To Ban or not to Ban? How Open Source Projects Govern GenAI Contributions. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04271 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W149: Making AI Visible, Not Vanished: How AI Policies Reshape Developer Experience on GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04272 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W093: Automating Low-Risk Code Review at Meta: RADAR, Risk Calibration, and Review Efficiency. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04273 dependency 0 not_applicable AUDITED_O50_OVERLAY_ONLY Editorial longitudinal comparison of two Osmani essays Develops task selection, parallel operation and judgment around the earlier feedback-loop pattern EXTENDS_EARLIER_DISCUSSION contextual 0.9 e04274 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04275 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04276 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04277 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04278 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04279 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04280 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04281 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY S:3.8 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit aligned to where the cited article actually appears; original catalogue suggestion retained in prior_editorial_section. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04282 actual 1 EDITORIAL_PRACTICE I04 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I04: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04283 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W095: Beyond Code Generation: Reliability, Verification, and Cost Economics in the Agentic Software Development Lifecycle. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04284 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W191: Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04285 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W152: Agentic Software Engineering: Foundational Pillars and a Research Roadmap. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04286 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04398 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04287 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04288 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04289 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04290 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04291 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04292 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04293 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04294 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W054: Not All Agents Are Equal: Code Quality and Post-Merge Maintenance Across Five Autonomous Coding Agents in the Wild. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04295 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W055: Debt Behind the AI Boom: A Large-Scale Empirical Study of AI-Generated Code in the Wild. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04296 comparison 0 CROSS_DOMAIN_ANALOGY LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W079: Correlated Errors in Large Language Models. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04297 audit 0 not_applicable AUDITED_O50_OVERLAY_ONLY Editorial longitudinal comparison of two Osmani essays Frames factories as systems of multiple harnessed loops under different review policies SCALE_UP_CONCEPT contextual 0.9 e04298 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04299 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04300 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04301 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04302 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04303 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04304 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04305 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W027: Beyond the Copilot: Scaling the Agentic Product Development Life Cycle. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04306 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W147: To Ban or not to Ban? How Open Source Projects Govern GenAI Contributions. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04307 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W152: Agentic Software Engineering: Foundational Pillars and a Research Roadmap. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04308 audit 0 not_applicable AUDITED_O50_OVERLAY_ONLY Editorial longitudinal comparison of two Osmani essays Places accountable human ownership at the boundary around autonomous inner execution GOVERNANCE_EXTENSION contextual 0.9 e04309 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04310 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04311 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04312 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04313 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04314 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04315 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04316 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04317 actual 1 EDITORIAL_PRACTICE I13 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I13: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04318 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W095: Beyond Code Generation: Reliability, Verification, and Cost Economics in the Agentic Software Development Lifecycle. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04319 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W100: The End of Code Review: Coding Agents Supersede Human Inspection. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04320 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W111: Many SWE-bench-Passing PRs Would Not Be Merged into Main. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04321 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04434 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04322 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04323 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04324 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04325 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04326 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04327 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04328 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04329 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04330 actual 1 EDITORIAL_PRACTICE I03 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I03: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04331 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W191: Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04332 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W152: Agentic Software Engineering: Foundational Pillars and a Research Roadmap. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04333 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W095: Beyond Code Generation: Reliability, Verification, and Cost Economics in the Agentic Software Development Lifecycle. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04334 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04448 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x04449 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04335 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04336 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04337 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04338 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04339 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04340 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04341 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04342 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W069: Same Scrutiny, More Time: Eye Tracking Insights into Reviewing LLM-Labelled Code. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04343 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W093: Automating Low-Risk Code Review at Meta: RADAR, Risk Calibration, and Review Efficiency. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04344 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W098: Is Agentic Code Review Helpful? Mining Developers' Feedback to CodeRabbit Reviews in the Wild. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04345 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04346 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04347 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04348 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04349 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04350 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04351 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04352 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04353 actual 1 EDITORIAL_PRACTICE I04 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I04: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04354 comparison 0 CROSS_DOMAIN_ANALOGY LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W075: Self-Correction Bench: Uncovering and Addressing the Self-Correction Blind Spot in LLMs. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04355 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W095: Beyond Code Generation: Reliability, Verification, and Cost Economics in the Agentic Software Development Lifecycle. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04356 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W191: Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04357 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary e04358 mapping "orosz_v5_figure" ATTRIBUTED_CONCEPTUAL_SYNTHESIS OROSZ_BOOK_INTEGRATION_v5_20261011 INFORMS_AUTHOR_CONCEPTUAL_FIGURE_NOT_VALIDATION x04474 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x04475 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04359 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04360 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04361 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04362 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04363 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04364 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04365 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04366 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY S:9.5 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit aligned to where the cited article actually appears; original catalogue suggestion retained in prior_editorial_section. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04367 actual 1 EDITORIAL_PRACTICE I11 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I11: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04368 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W157: ClawVM: Harness-Managed Virtual Memory for Stateful Tool-Using LLM Agents. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04369 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W159: Memory Management and Contextual Consistency for Long-Running Low-Code Agents. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04370 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W191: Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04371 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04489 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04372 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04373 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04374 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04375 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04376 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04377 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04378 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04379 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W053: Scanning the Harness: Configuration Exposures in AI Coding-Agent Supply Chains. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04380 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W060: Your AI, My Shell: Demystifying Prompt Injection Attacks on Agentic AI Coding Editors. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04381 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W152: Agentic Software Engineering: Foundational Pillars and a Research Roadmap. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04382 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04383 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04384 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04385 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04386 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04387 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04388 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04389 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W002: Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04390 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W014: Adoption and Impact of Command-Line AI Coding Agents: A Study of Microsoft's Early 2026 Rollout of Claude Code and GitHub Copilot CLI. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04391 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W027: Beyond the Copilot: Scaling the Agentic Product Development Life Cycle. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04392 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04393 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04394 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04395 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04396 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04397 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04398 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04399 comparison 0 GENERAL_ENGINEERING_CONTEXT LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W161: Examining ownership models in software teams: A systematic literature review and a replication study. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04400 comparison 0 GENERAL_ENGINEERING_CONTEXT LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W171: Revisiting Turnover-Induced Knowledge Loss in Software Projects. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04401 comparison 0 GENERAL_ENGINEERING_CONTEXT LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W178: Ramp-Up Journey of New Hires: Tug of War of Aids and Impediments. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04402 audit 0 not_applicable AUDITED_O50_OVERLAY_ONLY Editorial longitudinal comparison of two Osmani essays Changes illustrated level of agent-authored work; neither percentage is a measured population constant REFINES_PRACTITIONER_HEURISTIC contextual 0.9 e04403 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04404 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04405 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04406 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04407 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04408 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04409 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04410 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY S:10.2 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit aligned to where the cited article actually appears; original catalogue suggestion retained in prior_editorial_section. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04411 actual 1 EDITORIAL_PRACTICE I12 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I12: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04412 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W154: Comprehension Debt in GenAI-Assisted Software Engineering Projects. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04413 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W117: The Augmentation Trap: AI Productivity and the Cost of Cognitive Offloading. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04414 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W122: AI Didn't Make Programming Easier. It Just Made It Differently Difficult. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04415 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04534 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04416 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04417 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04418 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04419 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04420 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04421 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04422 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04423 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY S:4.3 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit aligned to where the cited article actually appears; original catalogue suggestion retained in prior_editorial_section. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04424 actual 1 EDITORIAL_PRACTICE I05 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I05: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04425 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W148: SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04426 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W151: Blueprint First, Model Second: A Framework for Deterministic LLM Workflow. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04427 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W077: Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04428 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04548 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04429 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04430 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04431 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04432 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04433 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04434 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04435 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04436 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W065: These Aren't the Reviews You're Looking For: How Humans Review AI-Generated Pull Requests. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04437 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W069: Same Scrutiny, More Time: Eye Tracking Insights into Reviewing LLM-Labelled Code. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04438 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W093: Automating Low-Risk Code Review at Meta: RADAR, Risk Calibration, and Review Efficiency. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04439 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04440 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04441 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04442 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04443 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04444 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04445 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04446 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W191: Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04447 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W193: MirrorCode: Evidence that AI can already do some weeks-long coding tasks. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04448 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W111: Many SWE-bench-Passing PRs Would Not Be Merged into Main. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04449 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04450 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04451 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04452 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04453 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04454 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04455 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04456 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W151: Blueprint First, Model Second: A Framework for Deterministic LLM Workflow. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04457 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W095: Beyond Code Generation: Reliability, Verification, and Cost Economics in the Agentic Software Development Lifecycle. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04458 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W083: A Study on Developer Behaviors for Validating and Repairing LLM-Generated Code Using Eye Tracking and IDE Actions. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04459 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04460 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04461 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04462 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04463 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04464 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04465 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04466 comparison 0 GENERAL_ENGINEERING_CONTEXT LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W161: Examining ownership models in software teams: A systematic literature review and a replication study. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04467 comparison 0 GENERAL_ENGINEERING_CONTEXT LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W175: Code Ownership and Software Quality: A Replication Study. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04468 comparison 0 GENERAL_ENGINEERING_CONTEXT LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W184: Developer Fluency: Achieving True Mastery in Software Projects. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04469 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04470 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04471 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04472 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04473 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04474 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04475 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04476 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY S:8.7 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit aligned to where the cited article actually appears; original catalogue suggestion retained in prior_editorial_section. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04477 actual 1 EDITORIAL_PRACTICE I09 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I09: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04478 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W067: (Don't) Trust, but (Don't) Verify: Developers' Attention to Security in AI-Generated Code. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04479 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W069: Same Scrutiny, More Time: Eye Tracking Insights into Reviewing LLM-Labelled Code. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04480 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W154: Comprehension Debt in GenAI-Assisted Software Engineering Projects. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04481 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04602 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04482 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04483 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04484 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04485 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04486 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04487 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04488 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04489 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W117: The Augmentation Trap: AI Productivity and the Cost of Cognitive Offloading. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04490 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W118: How AI Impacts Skill Formation. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04491 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04492 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04493 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04494 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04495 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04496 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04497 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04498 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W002: Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04499 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W027: Beyond the Copilot: Scaling the Agentic Product Development Life Cycle. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04500 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W152: Agentic Software Engineering: Foundational Pillars and a Research Roadmap. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04501 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04502 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04503 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04504 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04505 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04506 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04507 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04508 comparison 0 THEMATIC_COMPARISON LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W191: Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04509 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04510 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04511 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04512 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04513 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04514 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04515 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04516 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04517 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04518 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04519 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04520 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04521 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04522 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04523 actual 1 EDITORIAL_PRACTICE I05 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I05: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04524 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W045: Is Vibe Coding Safe? Benchmarking Vulnerability of Agent-Generated Code in Real-World Tasks. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04525 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W050: Understanding the (In)Security of Vibe-Coded Applications. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04526 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W151: Blueprint First, Model Second: A Framework for Deterministic LLM Workflow. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04527 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04649 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04528 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04529 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04530 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04531 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04532 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04533 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04534 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04535 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY S:2.3 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit aligned to where the cited article actually appears; original catalogue suggestion retained in prior_editorial_section. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04536 actual 1 EDITORIAL_PRACTICE I02 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I02: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04537 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W003: The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04538 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W023: Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04539 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W010: Writing Code vs. Shipping Code: Productivity Effects Across Generations of AI Coding Tools. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04540 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04663 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04541 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04542 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04543 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04544 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04545 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04546 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04547 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04548 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W002: Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04549 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W191: Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04550 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04551 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04552 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04553 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04554 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04555 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04556 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04557 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY S:9.4 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit aligned to where the cited article actually appears; original catalogue suggestion retained in prior_editorial_section. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04558 actual 1 EDITORIAL_PRACTICE I11 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I11: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04559 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W155: ChatGPT: Friend or Foe When Comprehending and Changing Unfamiliar Code. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04560 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W159: Memory Management and Contextual Consistency for Long-Running Low-Code Agents. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04561 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W184: Developer Fluency: Achieving True Mastery in Software Projects. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04562 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04686 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04563 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04564 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04565 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04566 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04567 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04568 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04569 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04570 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W116: Using Biometrics to Understand AI-Assisted Coding Performance and its Perception. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04571 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W118: How AI Impacts Skill Formation. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04572 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W122: AI Didn't Make Programming Easier. It Just Made It Differently Difficult. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04573 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04574 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04575 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04576 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04577 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04578 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04579 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04580 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W067: (Don't) Trust, but (Don't) Verify: Developers' Attention to Security in AI-Generated Code. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04581 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W077: Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04582 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W093: Automating Low-Risk Code Review at Meta: RADAR, Risk Calibration, and Review Efficiency. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04583 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04584 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04585 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04586 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04587 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04588 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04589 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04590 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W151: Blueprint First, Model Second: A Framework for Deterministic LLM Workflow. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04591 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W077: Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04592 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W148: SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04593 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04594 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04595 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04596 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04597 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04598 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04599 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04600 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W112: Novice Developers Produce Larger Review Overhead for Project Maintainers while Vibe Coding. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04601 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W125: Canaries in the Coal Mine? Six Facts about the Recent Employment Effects of Artificial Intelligence. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04602 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W131: The Broken Ladder: AI, Remote Work, and Early-Career Hiring. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04603 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04604 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04605 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04606 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04607 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04608 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04609 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04610 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W117: The Augmentation Trap: AI Productivity and the Cost of Cognitive Offloading. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04611 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W118: How AI Impacts Skill Formation. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04612 comparison 0 CROSS_DOMAIN_ANALOGY LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W121: Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04613 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04614 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04615 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04616 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04617 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04618 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04619 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04620 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W039: Human-Written vs. AI-Generated Code: A Large-Scale Study of Defects, Vulnerabilities, and Complexity. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04621 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W050: Understanding the (In)Security of Vibe-Coded Applications. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04622 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W059: AI-Generated Smells: An Analysis of Code and Architecture in LLM- and Agent-Driven Development. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04623 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04624 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04625 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04626 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04627 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04628 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04629 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04630 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W191: Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04631 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W002: Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04632 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W152: Agentic Software Engineering: Foundational Pillars and a Research Roadmap. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04633 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04634 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04635 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04636 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04637 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04638 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04639 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04640 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W045: Is Vibe Coding Safe? Benchmarking Vulnerability of Agent-Generated Code in Real-World Tasks. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04641 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W046: Do Users Write More Insecure Code with AI Assistants?. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04642 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W050: Understanding the (In)Security of Vibe-Coded Applications. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04643 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04644 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04645 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04646 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04647 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04648 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04649 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04650 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W053: Scanning the Harness: Configuration Exposures in AI Coding-Agent Supply Chains. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04651 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W060: Your AI, My Shell: Demystifying Prompt Injection Attacks on Agentic AI Coding Editors. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04652 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04653 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04654 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04655 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04656 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04657 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04658 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04659 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W147: To Ban or not to Ban? How Open Source Projects Govern GenAI Contributions. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04660 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W149: Making AI Visible, Not Vanished: How AI Policies Reshape Developer Experience on GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04661 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W150: We Permit the Use of AI, but [...]: The Landscape of AI Policies in Popular Open Source Projects. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04662 dependency 0 not_applicable AUDITED_O50_OVERLAY_ONLY Editorial longitudinal comparison of two Osmani essays Examines enduring expert work behind the earlier rhetorical 70% framing EXTENDS_EARLIER_DISCUSSION contextual 0.9 e04663 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04664 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04665 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04666 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04667 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04668 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04669 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04670 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W117: The Augmentation Trap: AI Productivity and the Cost of Cognitive Offloading. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04671 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W154: Comprehension Debt in GenAI-Assisted Software Engineering Projects. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04672 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W010: Writing Code vs. Shipping Code: Productivity Effects Across Generations of AI Coding Tools. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04673 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04674 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04675 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04676 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04677 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04678 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04679 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04680 comparison 0 GENERAL_ENGINEERING_CONTEXT LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W064: Studying Quality Improvements Recommended via Manual and Automated Code Review. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04681 comparison 0 GENERAL_ENGINEERING_CONTEXT LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W161: Examining ownership models in software teams: A systematic literature review and a replication study. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04682 comparison 0 GENERAL_ENGINEERING_CONTEXT LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W173: Quantifying and Mitigating Turnover-Induced Knowledge Loss: Case Studies of Chrome and a Project at Avaya. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04683 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04684 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04685 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04686 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04687 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04688 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04689 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04690 comparison 0 THEMATIC_COMPARISON LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W002: Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04691 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04692 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04693 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04694 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04695 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04696 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04697 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04698 comparison 0 THEMATIC_COMPARISON LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W145: ROI of AI-Assisted Software Development. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04699 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04700 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04701 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04702 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04703 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04704 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04705 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04706 comparison 0 THEMATIC_COMPARISON LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W002: Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04707 comparison 0 THEMATIC_COMPARISON LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W191: Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04708 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04709 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04710 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04711 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04712 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04713 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04714 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04715 comparison 0 THEMATIC_COMPARISON LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W002: Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04716 comparison 0 THEMATIC_COMPARISON LOW true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W191: Where Do AI Coding Agents Fail? An Empirical Study of Failed Agentic Pull Requests in GitHub. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04717 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04718 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04719 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04720 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04721 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04722 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04723 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04724 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W118: How AI Impacts Skill Formation. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04725 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W122: AI Didn't Make Programming Easier. It Just Made It Differently Difficult. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04726 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W135: Generative AI as Seniority-Biased Technological Change: Evidence from U.S. Résumé and Job Posting Data. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04727 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04728 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Optional second SE@PoliMi stream; only assigned for a material topical fit. SECONDARY_STREAM contextual official public URL/date 0.8 e04729 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04730 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04731 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04732 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04733 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04734 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04735 actual 1 EDITORIAL_PRACTICE I02 DIRECT_TEXT_INSERTION Selectively approved practitioner integration 2026-10-10; not empirical validation I02: specific 10 Oct illustrated-edition teaching integration CITED_IN_MANUSCRIPT_OSMANI_CORE practitioner_illustration 0.98 e04736 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W004: Speed at the Cost of Quality: How Cursor AI Increases Short-Term Velocity and Long-Term Complexity in Open-Source Projects. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04737 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W010: Writing Code vs. Shipping Code: Productivity Effects Across Generations of AI Coding Tools. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04738 comparison 0 THEMATIC_COMPARISON MODERATE true AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial contrast with W055: Debt Behind the AI Boom: A Large-Scale Empirical Study of AI-Generated Code in the Wild. No assertion of citation, replication, or direct validation. EDITORIAL_COMPARISON_NOT_CITATION contextual comparison uses 2026-10-09 W graph metadata, not original study replication 0.2 e04739 actual 0 EDITORIAL_PRACTICE_NOT_EMPIRICAL_EVIDENCE 2026-10-10 version 4 book navigation update Source is discussed in separate Osmani practitioner synthesis, distinct from W-series original research commentary DISCUSSED_IN_APPENDIX_B_PRACTITIONER practitioner_commentary x04864 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04740 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary SE@PoliMi stream based on article thesis. PRIMARY_STREAM contextual official public URL/date 1.0 e04741 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04742 classification 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Editorial fit to established graph topic K; not causal support. ADDRESSES_TOPIC contextual official public URL/date 0.65 e04743 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Primary book teaching placement, may also be relevant elsewhere. INFORMS_CHAPTER contextual official public URL/date 0.6 e04744 mapping 0 EDITORIAL_THEMATIC EDITORIAL_MATCH_UNSCORED not_applicable AUDITED_O50_OVERLAY_ONLY 2026-10-10 reviewed metadata crosswalk; no claim of direct citation or statistical validation Book section educational fit, not independent proof of chapter engineering principles. EDITORIAL_SUPPORTS_SECTION contextual official public URL/date 0.85 e04745 provenance "P20261011V3:MEMBER_OF_COLLECTION:P001:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04746 classification "P20261011V3:PRIMARY_STREAM:P001:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Departure accounts illuminate career fit and learning opportunities; they do not isolate AI-driven displacement. PRIMARY_STREAM editorial_context e04747 classification "P20261011V3:SECONDARY_STREAM:P001:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Departure accounts illuminate career fit and learning opportunities; they do not isolate AI-driven displacement. SECONDARY_STREAM editorial_context e04748 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P001:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Departure accounts illuminate career fit and learning opportunities; they do not isolate AI-driven displacement. CONTEXTUAL_TOPIC_MAPPING editorial_context e04749 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P001:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Departure accounts illuminate career fit and learning opportunities; they do not isolate AI-driven displacement. INFORMS_CHAPTER_PROPOSAL editorial_context e04750 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P001:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Departure accounts illuminate career fit and learning opportunities; they do not isolate AI-driven displacement. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04751 provenance "P20261011V3:MEMBER_OF_COLLECTION:P002:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04752 classification "P20261011V3:PRIMARY_STREAM:P002:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The dispute concerns authority over software distribution and dependencies; retain contested legal characterizations as allegations. PRIMARY_STREAM editorial_context e04753 classification "P20261011V3:SECONDARY_STREAM:P002:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The dispute concerns authority over software distribution and dependencies; retain contested legal characterizations as allegations. SECONDARY_STREAM editorial_context e04754 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P002:K:Dependencies and agent supply chain" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The dispute concerns authority over software distribution and dependencies; retain contested legal characterizations as allegations. CONTEXTUAL_TOPIC_MAPPING editorial_context e04755 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P002:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The dispute concerns authority over software distribution and dependencies; retain contested legal characterizations as allegations. CONTEXTUAL_TOPIC_MAPPING editorial_context e04756 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P002:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The dispute concerns authority over software distribution and dependencies; retain contested legal characterizations as allegations. INFORMS_CHAPTER_PROPOSAL editorial_context e04757 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P002:C:C06" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The dispute concerns authority over software distribution and dependencies; retain contested legal characterizations as allegations. INFORMS_CHAPTER_PROPOSAL editorial_context e04758 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P002:S:11.3" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The dispute concerns authority over software distribution and dependencies; retain contested legal characterizations as allegations. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04759 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P002:S:6.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The dispute concerns authority over software distribution and dependencies; retain contested legal characterizations as allegations. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04760 provenance "P20261011V3:MEMBER_OF_COLLECTION:P003:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04761 classification "P20261011V3:PRIMARY_STREAM:P003:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Hiring and employment indicators contextualize AI-era labor claims without identifying an AI treatment effect. PRIMARY_STREAM editorial_context e04762 classification "P20261011V3:SECONDARY_STREAM:P003:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Hiring and employment indicators contextualize AI-era labor claims without identifying an AI treatment effect. SECONDARY_STREAM editorial_context e04763 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P003:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Hiring and employment indicators contextualize AI-era labor claims without identifying an AI treatment effect. CONTEXTUAL_TOPIC_MAPPING editorial_context e04764 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P003:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Hiring and employment indicators contextualize AI-era labor claims without identifying an AI treatment effect. CONTEXTUAL_TOPIC_MAPPING editorial_context e04765 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P003:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Hiring and employment indicators contextualize AI-era labor claims without identifying an AI treatment effect. INFORMS_CHAPTER_PROPOSAL editorial_context e04766 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P003:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Hiring and employment indicators contextualize AI-era labor claims without identifying an AI treatment effect. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04767 provenance "P20261011V3:MEMBER_OF_COLLECTION:P004:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04768 classification "P20261011V3:PRIMARY_STREAM:P004:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Transfer of experience across organizations is an onboarding and recruitment question, not proof of employer-based ability. PRIMARY_STREAM editorial_context e04769 classification "P20261011V3:SECONDARY_STREAM:P004:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Transfer of experience across organizations is an onboarding and recruitment question, not proof of employer-based ability. SECONDARY_STREAM editorial_context e04770 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P004:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Transfer of experience across organizations is an onboarding and recruitment question, not proof of employer-based ability. CONTEXTUAL_TOPIC_MAPPING editorial_context e04771 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P004:K:Onboarding and developer fluency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Transfer of experience across organizations is an onboarding and recruitment question, not proof of employer-based ability. CONTEXTUAL_TOPIC_MAPPING editorial_context e04772 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P004:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Transfer of experience across organizations is an onboarding and recruitment question, not proof of employer-based ability. INFORMS_CHAPTER_PROPOSAL editorial_context e04773 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P004:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Transfer of experience across organizations is an onboarding and recruitment question, not proof of employer-based ability. INFORMS_CHAPTER_PROPOSAL editorial_context e04774 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P004:S:10.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Transfer of experience across organizations is an onboarding and recruitment question, not proof of employer-based ability. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04775 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P004:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Transfer of experience across organizations is an onboarding and recruitment question, not proof of employer-based ability. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04776 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P004:DATA:P:BIGTECH_HIRING_2024" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Related interview series, not two independent estimates of hiring effectiveness. USES_SHARED_SOURCE_DATA source_dependency e04777 provenance "P20261011V3:MEMBER_OF_COLLECTION:P005:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04778 classification "P20261011V3:PRIMARY_STREAM:P005:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Organizational communication, responsibility and feasible change are general engineering context; not agent memory, code-comprehension evidence or a mentoring intervention. PRIMARY_STREAM editorial_context e04779 classification "P20261011V3:SECONDARY_STREAM:P005:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Organizational communication, responsibility and feasible change are general engineering context; not agent memory, code-comprehension evidence or a mentoring intervention. SECONDARY_STREAM editorial_context e04780 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P005:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Organizational communication, responsibility and feasible change are general engineering context; not agent memory, code-comprehension evidence or a mentoring intervention. CONTEXTUAL_TOPIC_MAPPING editorial_context e04781 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P005:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Organizational communication, responsibility and feasible change are general engineering context; not agent memory, code-comprehension evidence or a mentoring intervention. INFORMS_CHAPTER_PROPOSAL editorial_context e04782 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P005:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Organizational communication, responsibility and feasible change are general engineering context; not agent memory, code-comprehension evidence or a mentoring intervention. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04783 provenance "P20261011V3:MEMBER_OF_COLLECTION:P006:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04784 classification "P20261011V3:PRIMARY_STREAM:P006:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Deterministic simulation supplies an external verification example; transferring it to agent-produced changes requires its own evaluation. PRIMARY_STREAM editorial_context e04785 classification "P20261011V3:SECONDARY_STREAM:P006:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Deterministic simulation supplies an external verification example; transferring it to agent-produced changes requires its own evaluation. SECONDARY_STREAM editorial_context e04786 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P006:K:Independent verification and oracles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Deterministic simulation supplies an external verification example; transferring it to agent-produced changes requires its own evaluation. CONTEXTUAL_TOPIC_MAPPING editorial_context e04787 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P006:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Deterministic simulation supplies an external verification example; transferring it to agent-produced changes requires its own evaluation. CONTEXTUAL_TOPIC_MAPPING editorial_context e04788 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P006:C:C07" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Deterministic simulation supplies an external verification example; transferring it to agent-produced changes requires its own evaluation. INFORMS_CHAPTER_PROPOSAL editorial_context e04789 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e04790 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P006:S:7.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Deterministic simulation supplies an external verification example; transferring it to agent-produced changes requires its own evaluation. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04791 actual "orosz_v5_main" Editorial use, not independent validation chapters/chapter07.tex OROSZ_BOOK_INTEGRATION_v5_20261011 CITED_IN_MANUSCRIPT_OROSZ_CORE ACTUAL_CITATION_PARSED_FROM_LATEX e04792 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P006:S:7.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Deterministic simulation supplies an external verification example; transferring it to agent-produced changes requires its own evaluation. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04793 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x04919 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04794 provenance "P20261011V3:MEMBER_OF_COLLECTION:P007:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04795 classification "P20261011V3:PRIMARY_STREAM:P007:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second hiring installment addresses fit and transition constraints, rather than repeating Part 1 verbatim. PRIMARY_STREAM editorial_context e04796 classification "P20261011V3:SECONDARY_STREAM:P007:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second hiring installment addresses fit and transition constraints, rather than repeating Part 1 verbatim. SECONDARY_STREAM editorial_context e04797 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P007:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second hiring installment addresses fit and transition constraints, rather than repeating Part 1 verbatim. CONTEXTUAL_TOPIC_MAPPING editorial_context e04798 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P007:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second hiring installment addresses fit and transition constraints, rather than repeating Part 1 verbatim. CONTEXTUAL_TOPIC_MAPPING editorial_context e04799 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P007:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second hiring installment addresses fit and transition constraints, rather than repeating Part 1 verbatim. INFORMS_CHAPTER_PROPOSAL editorial_context e04800 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P007:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second hiring installment addresses fit and transition constraints, rather than repeating Part 1 verbatim. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04801 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P007:DATA:P:BIGTECH_HIRING_2024" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Related interview series, not two independent estimates of hiring effectiveness. USES_SHARED_SOURCE_DATA source_dependency e04802 provenance "P20261011V3:MEMBER_OF_COLLECTION:P008:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04803 classification "P20261011V3:PRIMARY_STREAM:P008:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Editor preference and adoption belong to workflow evidence, not causal productivity estimates or benchmarked capability. PRIMARY_STREAM editorial_context e04804 classification "P20261011V3:SECONDARY_STREAM:P008:T:What agents can do" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Editor preference and adoption belong to workflow evidence, not causal productivity estimates or benchmarked capability. SECONDARY_STREAM editorial_context e04805 classification "P20261011V3:ADDRESSES_TOPIC:P008:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Editor preference and adoption belong to workflow evidence, not causal productivity estimates or benchmarked capability. ADDRESSES_TOPIC editorial_context e04806 classification "P20261011V3:ADDRESSES_TOPIC:P008:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Editor preference and adoption belong to workflow evidence, not causal productivity estimates or benchmarked capability. ADDRESSES_TOPIC editorial_context e04807 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P008:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Editor preference and adoption belong to workflow evidence, not causal productivity estimates or benchmarked capability. INFORMS_CHAPTER_PROPOSAL editorial_context e04808 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P008:S:2.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Editor preference and adoption belong to workflow evidence, not causal productivity estimates or benchmarked capability. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04809 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P008:DATA:P:IDE_SOCIAL_2024" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Voluntary early-adopter responses; no microdata audit. Distinguish the canonical 155 count from a discrepant blog sentence and from newsletter access. USES_SHARED_SOURCE_DATA source_dependency e04810 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P008:W009" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Tool preference and suggestion acceptance differ from measured productivity; both need construct-validity caveats. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e04811 provenance "P20261011V3:MEMBER_OF_COLLECTION:P009:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04812 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P009:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An annual index aids source discovery but is not another engineering study or another copy of every linked article. CONTEXTUAL_TOPIC_MAPPING editorial_context e04813 provenance "P20261011V3:MEMBER_OF_COLLECTION:P010:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04814 provenance "P20261011V3:MEMBER_OF_COLLECTION:P011:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04815 classification "P20261011V3:PRIMARY_STREAM:P011:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI-mediated recruiting and candidate assessment are labor-market context; 49 volunteered accounts do not measure developer productivity, retained learning or market prevalence. PRIMARY_STREAM editorial_context e04816 classification "P20261011V3:SECONDARY_STREAM:P011:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI-mediated recruiting and candidate assessment are labor-market context; 49 volunteered accounts do not measure developer productivity, retained learning or market prevalence. SECONDARY_STREAM editorial_context e04817 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P011:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI-mediated recruiting and candidate assessment are labor-market context; 49 volunteered accounts do not measure developer productivity, retained learning or market prevalence. CONTEXTUAL_TOPIC_MAPPING editorial_context e04818 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P011:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI-mediated recruiting and candidate assessment are labor-market context; 49 volunteered accounts do not measure developer productivity, retained learning or market prevalence. CONTEXTUAL_TOPIC_MAPPING editorial_context e04819 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P011:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI-mediated recruiting and candidate assessment are labor-market context; 49 volunteered accounts do not measure developer productivity, retained learning or market prevalence. INFORMS_CHAPTER_PROPOSAL editorial_context e04820 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P011:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI-mediated recruiting and candidate assessment are labor-market context; 49 volunteered accounts do not measure developer productivity, retained learning or market prevalence. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04821 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P011:DATA:P:GENAI_HIRING_2024" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Volunteered messages/forms; not a probability sample or causal estimate. USES_SHARED_SOURCE_DATA source_dependency e04822 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P011:O035" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Changing hiring signals should not be confused with a justification for removing apprenticeship. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e04823 provenance "P20261011V3:MEMBER_OF_COLLECTION:P012:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04824 provenance "P20261011V3:MEMBER_OF_COLLECTION:P013:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04825 classification "P20261011V3:PRIMARY_STREAM:P013:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A real product-visualization case links intention, architecture and delivery; AI concept art is only a limited component. PRIMARY_STREAM editorial_context e04826 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P013:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A real product-visualization case links intention, architecture and delivery; AI concept art is only a limited component. CONTEXTUAL_TOPIC_MAPPING editorial_context e04827 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P013:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A real product-visualization case links intention, architecture and delivery; AI concept art is only a limited component. CONTEXTUAL_TOPIC_MAPPING editorial_context e04828 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P013:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A real product-visualization case links intention, architecture and delivery; AI concept art is only a limited component. CONTEXTUAL_TOPIC_MAPPING editorial_context e04829 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P013:C:C04" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A real product-visualization case links intention, architecture and delivery; AI concept art is only a limited component. INFORMS_CHAPTER_PROPOSAL editorial_context e04830 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P013:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A real product-visualization case links intention, architecture and delivery; AI concept art is only a limited component. INFORMS_CHAPTER_PROPOSAL editorial_context e04831 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P013:S:4.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A real product-visualization case links intention, architecture and delivery; AI concept art is only a limited component. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04832 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P013:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A real product-visualization case links intention, architecture and delivery; AI concept art is only a limited component. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04833 provenance "P20261011V3:MEMBER_OF_COLLECTION:P014:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04834 classification "P20261011V3:PRIMARY_STREAM:P014:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An edited Osmani essay plus Orosz commentary reinforces production-completion responsibilities but is dependent on O049. PRIMARY_STREAM editorial_context e04835 classification "P20261011V3:SECONDARY_STREAM:P014:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An edited Osmani essay plus Orosz commentary reinforces production-completion responsibilities but is dependent on O049. SECONDARY_STREAM editorial_context e04836 classification "P20261011V3:ADDRESSES_TOPIC:P014:K:Independent verification and oracles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An edited Osmani essay plus Orosz commentary reinforces production-completion responsibilities but is dependent on O049. ADDRESSES_TOPIC editorial_context e04837 classification "P20261011V3:ADDRESSES_TOPIC:P014:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An edited Osmani essay plus Orosz commentary reinforces production-completion responsibilities but is dependent on O049. ADDRESSES_TOPIC editorial_context e04838 classification "P20261011V3:ADDRESSES_TOPIC:P014:K:System understanding and rationale" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An edited Osmani essay plus Orosz commentary reinforces production-completion responsibilities but is dependent on O049. ADDRESSES_TOPIC editorial_context e04839 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P014:C:C08" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An edited Osmani essay plus Orosz commentary reinforces production-completion responsibilities but is dependent on O049. INFORMS_CHAPTER_PROPOSAL editorial_context e04840 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P014:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An edited Osmani essay plus Orosz commentary reinforces production-completion responsibilities but is dependent on O049. INFORMS_CHAPTER_PROPOSAL editorial_context e04841 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P014:S:8.9" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An edited Osmani essay plus Orosz commentary reinforces production-completion responsibilities but is dependent on O049. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04842 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P014:S:2.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An edited Osmani essay plus Orosz commentary reinforces production-completion responsibilities but is dependent on O049. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04843 dependency "P20261011V3:ADAPTS_WITH_EDITORIAL_COMMENTARY:P014:O049" EXPLICIT_NAMED_SOURCE_WORK not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The page explicitly introduces an edited republication of Osmani's 70% problem with Orosz commentary; not independent evidence. ADAPTS_WITH_EDITORIAL_COMMENTARY source_dependency e04844 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P014:O042" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The human last-mile completion theme overlaps, without establishing a measured 70/30 division. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e04845 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x04972 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e04846 provenance "P20261011V3:MEMBER_OF_COLLECTION:P015:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04847 classification "P20261011V3:PRIMARY_STREAM:P015:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Bug ownership and maintenance capacity are lifecycle-quality concerns, not an evaluation of an AI tool. PRIMARY_STREAM editorial_context e04848 classification "P20261011V3:SECONDARY_STREAM:P015:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Bug ownership and maintenance capacity are lifecycle-quality concerns, not an evaluation of an AI tool. SECONDARY_STREAM editorial_context e04849 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P015:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Bug ownership and maintenance capacity are lifecycle-quality concerns, not an evaluation of an AI tool. CONTEXTUAL_TOPIC_MAPPING editorial_context e04850 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P015:K:Technical debt and complexity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Bug ownership and maintenance capacity are lifecycle-quality concerns, not an evaluation of an AI tool. CONTEXTUAL_TOPIC_MAPPING editorial_context e04851 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P015:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Bug ownership and maintenance capacity are lifecycle-quality concerns, not an evaluation of an AI tool. INFORMS_CHAPTER_PROPOSAL editorial_context e04852 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P015:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Bug ownership and maintenance capacity are lifecycle-quality concerns, not an evaluation of an AI tool. INFORMS_CHAPTER_PROPOSAL editorial_context e04853 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P015:S:5.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Bug ownership and maintenance capacity are lifecycle-quality concerns, not an evaluation of an AI tool. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04854 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P015:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Bug ownership and maintenance capacity are lifecycle-quality concerns, not an evaluation of an AI tool. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04855 provenance "P20261011V3:MEMBER_OF_COLLECTION:P016:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04856 provenance "P20261011V3:MEMBER_OF_COLLECTION:P017:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04857 classification "P20261011V3:PRIMARY_STREAM:P017:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Platform selection changes architectural constraints; popularity and revenue data do not identify a framework's causal value. PRIMARY_STREAM editorial_context e04858 classification "P20261011V3:SECONDARY_STREAM:P017:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Platform selection changes architectural constraints; popularity and revenue data do not identify a framework's causal value. SECONDARY_STREAM editorial_context e04859 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P017:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Platform selection changes architectural constraints; popularity and revenue data do not identify a framework's causal value. CONTEXTUAL_TOPIC_MAPPING editorial_context e04860 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P017:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Platform selection changes architectural constraints; popularity and revenue data do not identify a framework's causal value. CONTEXTUAL_TOPIC_MAPPING editorial_context e04861 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P017:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Platform selection changes architectural constraints; popularity and revenue data do not identify a framework's causal value. INFORMS_CHAPTER_PROPOSAL editorial_context e04862 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P017:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Platform selection changes architectural constraints; popularity and revenue data do not identify a framework's causal value. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04863 provenance "P20261011V3:MEMBER_OF_COLLECTION:P018:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04864 classification "P20261011V3:PRIMARY_STREAM:P018:T:System knowledge & memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The article concerns where developers obtain and preserve knowledge, not measured equivalence between generated and community answers. PRIMARY_STREAM editorial_context e04865 classification "P20261011V3:SECONDARY_STREAM:P018:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The article concerns where developers obtain and preserve knowledge, not measured equivalence between generated and community answers. SECONDARY_STREAM editorial_context e04866 classification "P20261011V3:ADDRESSES_TOPIC:P018:K:System understanding and rationale" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The article concerns where developers obtain and preserve knowledge, not measured equivalence between generated and community answers. ADDRESSES_TOPIC editorial_context e04867 classification "P20261011V3:ADDRESSES_TOPIC:P018:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The article concerns where developers obtain and preserve knowledge, not measured equivalence between generated and community answers. ADDRESSES_TOPIC editorial_context e04868 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P018:C:C09" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The article concerns where developers obtain and preserve knowledge, not measured equivalence between generated and community answers. INFORMS_CHAPTER_PROPOSAL editorial_context e04869 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P018:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The article concerns where developers obtain and preserve knowledge, not measured equivalence between generated and community answers. INFORMS_CHAPTER_PROPOSAL editorial_context e04870 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P018:S:9.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The article concerns where developers obtain and preserve knowledge, not measured equivalence between generated and community answers. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04871 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P018:S:10.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The article concerns where developers obtain and preserve knowledge, not measured equivalence between generated and community answers. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04872 provenance "P20261011V3:MEMBER_OF_COLLECTION:P019:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04873 classification "P20261011V3:PRIMARY_STREAM:P019:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-platform history contextualizes dependency and distribution incentives; it is not a measured AI ROI model. PRIMARY_STREAM editorial_context e04874 classification "P20261011V3:SECONDARY_STREAM:P019:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-platform history contextualizes dependency and distribution incentives; it is not a measured AI ROI model. SECONDARY_STREAM editorial_context e04875 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P019:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-platform history contextualizes dependency and distribution incentives; it is not a measured AI ROI model. CONTEXTUAL_TOPIC_MAPPING editorial_context e04876 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P019:K:Dependencies and agent supply chain" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-platform history contextualizes dependency and distribution incentives; it is not a measured AI ROI model. CONTEXTUAL_TOPIC_MAPPING editorial_context e04877 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P019:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-platform history contextualizes dependency and distribution incentives; it is not a measured AI ROI model. INFORMS_CHAPTER_PROPOSAL editorial_context e04878 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P019:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-platform history contextualizes dependency and distribution incentives; it is not a measured AI ROI model. INFORMS_CHAPTER_PROPOSAL editorial_context e04879 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P019:S:12.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-platform history contextualizes dependency and distribution incentives; it is not a measured AI ROI model. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04880 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P019:S:11.3" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-platform history contextualizes dependency and distribution incentives; it is not a measured AI ROI model. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04881 provenance "P20261011V3:MEMBER_OF_COLLECTION:P020:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04882 classification "P20261011V3:PRIMARY_STREAM:P020:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Search-product engineering and evaluation are adjacent to, but different from, using AI to develop software. PRIMARY_STREAM editorial_context e04883 classification "P20261011V3:SECONDARY_STREAM:P020:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Search-product engineering and evaluation are adjacent to, but different from, using AI to develop software. SECONDARY_STREAM editorial_context e04884 classification "P20261011V3:ADDRESSES_TOPIC:P020:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Search-product engineering and evaluation are adjacent to, but different from, using AI to develop software. ADDRESSES_TOPIC editorial_context e04885 classification "P20261011V3:ADDRESSES_TOPIC:P020:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Search-product engineering and evaluation are adjacent to, but different from, using AI to develop software. ADDRESSES_TOPIC editorial_context e04886 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P020:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Search-product engineering and evaluation are adjacent to, but different from, using AI to develop software. INFORMS_CHAPTER_PROPOSAL editorial_context e04887 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P020:C:C07" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Search-product engineering and evaluation are adjacent to, but different from, using AI to develop software. INFORMS_CHAPTER_PROPOSAL editorial_context e04888 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P020:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Search-product engineering and evaluation are adjacent to, but different from, using AI to develop software. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04889 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P020:S:7.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Search-product engineering and evaluation are adjacent to, but different from, using AI to develop software. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04890 provenance "P20261011V3:MEMBER_OF_COLLECTION:P021:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04891 classification "P20261011V3:PRIMARY_STREAM:P021:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Expo illustrates developer-platform integration and delivery friction without establishing AI-related effects. PRIMARY_STREAM editorial_context e04892 classification "P20261011V3:SECONDARY_STREAM:P021:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Expo illustrates developer-platform integration and delivery friction without establishing AI-related effects. SECONDARY_STREAM editorial_context e04893 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P021:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Expo illustrates developer-platform integration and delivery friction without establishing AI-related effects. CONTEXTUAL_TOPIC_MAPPING editorial_context e04894 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P021:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Expo illustrates developer-platform integration and delivery friction without establishing AI-related effects. CONTEXTUAL_TOPIC_MAPPING editorial_context e04895 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P021:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Expo illustrates developer-platform integration and delivery friction without establishing AI-related effects. INFORMS_CHAPTER_PROPOSAL editorial_context e04896 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P021:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Expo illustrates developer-platform integration and delivery friction without establishing AI-related effects. INFORMS_CHAPTER_PROPOSAL editorial_context e04897 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P021:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Expo illustrates developer-platform integration and delivery friction without establishing AI-related effects. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04898 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P021:S:2.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Expo illustrates developer-platform integration and delivery friction without establishing AI-related effects. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04899 provenance "P20261011V3:MEMBER_OF_COLLECTION:P022:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04900 provenance "P20261011V3:MEMBER_OF_COLLECTION:P023:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04901 classification "P20261011V3:PRIMARY_STREAM:P023:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Observed employer transitions concern mobility; they do not reveal each worker's motives or an AI displacement mechanism. PRIMARY_STREAM editorial_context e04902 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P023:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Observed employer transitions concern mobility; they do not reveal each worker's motives or an AI displacement mechanism. CONTEXTUAL_TOPIC_MAPPING editorial_context e04903 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P023:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Observed employer transitions concern mobility; they do not reveal each worker's motives or an AI displacement mechanism. CONTEXTUAL_TOPIC_MAPPING editorial_context e04904 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P023:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Observed employer transitions concern mobility; they do not reveal each worker's motives or an AI displacement mechanism. INFORMS_CHAPTER_PROPOSAL editorial_context e04905 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P023:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Observed employer transitions concern mobility; they do not reveal each worker's motives or an AI displacement mechanism. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04906 provenance "P20261011V3:MEMBER_OF_COLLECTION:P024:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04907 classification "P20261011V3:PRIMARY_STREAM:P024:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Workplace incentives and management practices shape engineering conditions; the commentary is not a causal intervention study. PRIMARY_STREAM editorial_context e04908 classification "P20261011V3:SECONDARY_STREAM:P024:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Workplace incentives and management practices shape engineering conditions; the commentary is not a causal intervention study. SECONDARY_STREAM editorial_context e04909 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P024:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Workplace incentives and management practices shape engineering conditions; the commentary is not a causal intervention study. CONTEXTUAL_TOPIC_MAPPING editorial_context e04910 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P024:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Workplace incentives and management practices shape engineering conditions; the commentary is not a causal intervention study. CONTEXTUAL_TOPIC_MAPPING editorial_context e04911 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P024:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Workplace incentives and management practices shape engineering conditions; the commentary is not a causal intervention study. INFORMS_CHAPTER_PROPOSAL editorial_context e04912 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P024:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Workplace incentives and management practices shape engineering conditions; the commentary is not a causal intervention study. INFORMS_CHAPTER_PROPOSAL editorial_context e04913 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P024:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Workplace incentives and management practices shape engineering conditions; the commentary is not a causal intervention study. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04914 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P024:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Workplace incentives and management practices shape engineering conditions; the commentary is not a causal intervention study. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04915 provenance "P20261011V3:MEMBER_OF_COLLECTION:P025:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04916 classification "P20261011V3:PRIMARY_STREAM:P025:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Recruiter perspectives are qualitative signals about market segments, not population estimates. PRIMARY_STREAM editorial_context e04917 classification "P20261011V3:SECONDARY_STREAM:P025:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Recruiter perspectives are qualitative signals about market segments, not population estimates. SECONDARY_STREAM editorial_context e04918 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P025:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Recruiter perspectives are qualitative signals about market segments, not population estimates. CONTEXTUAL_TOPIC_MAPPING editorial_context e04919 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P025:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Recruiter perspectives are qualitative signals about market segments, not population estimates. CONTEXTUAL_TOPIC_MAPPING editorial_context e04920 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P025:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Recruiter perspectives are qualitative signals about market segments, not population estimates. INFORMS_CHAPTER_PROPOSAL editorial_context e04921 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P025:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Recruiter perspectives are qualitative signals about market segments, not population estimates. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04922 provenance "P20261011V3:MEMBER_OF_COLLECTION:P026:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04923 classification "P20261011V3:PRIMARY_STREAM:P026:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Vacancy trends frame competing labor-market explanations; they cannot alone establish employment loss caused by AI. PRIMARY_STREAM editorial_context e04924 classification "P20261011V3:SECONDARY_STREAM:P026:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Vacancy trends frame competing labor-market explanations; they cannot alone establish employment loss caused by AI. SECONDARY_STREAM editorial_context e04925 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P026:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Vacancy trends frame competing labor-market explanations; they cannot alone establish employment loss caused by AI. CONTEXTUAL_TOPIC_MAPPING editorial_context e04926 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P026:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Vacancy trends frame competing labor-market explanations; they cannot alone establish employment loss caused by AI. CONTEXTUAL_TOPIC_MAPPING editorial_context e04927 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P026:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Vacancy trends frame competing labor-market explanations; they cannot alone establish employment loss caused by AI. INFORMS_CHAPTER_PROPOSAL editorial_context e04928 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P026:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Vacancy trends frame competing labor-market explanations; they cannot alone establish employment loss caused by AI. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04929 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P026:S:12.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Vacancy trends frame competing labor-market explanations; they cannot alone establish employment loss caused by AI. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04930 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P026:W139" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Both require distinguishing job-posting indicators from employment and causal AI displacement. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e04931 provenance "P20261011V3:MEMBER_OF_COLLECTION:P027:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04932 classification "P20261011V3:PRIMARY_STREAM:P027:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics introduces hardware and physical-system constraints; transfer to coding-agent engineering is an analogy only. PRIMARY_STREAM editorial_context e04933 classification "P20261011V3:SECONDARY_STREAM:P027:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics introduces hardware and physical-system constraints; transfer to coding-agent engineering is an analogy only. SECONDARY_STREAM editorial_context e04934 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P027:K:Skills formation and teaching" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics introduces hardware and physical-system constraints; transfer to coding-agent engineering is an analogy only. CONTEXTUAL_TOPIC_MAPPING editorial_context e04935 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P027:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics introduces hardware and physical-system constraints; transfer to coding-agent engineering is an analogy only. CONTEXTUAL_TOPIC_MAPPING editorial_context e04936 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P027:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics introduces hardware and physical-system constraints; transfer to coding-agent engineering is an analogy only. INFORMS_CHAPTER_PROPOSAL editorial_context e04937 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P027:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics introduces hardware and physical-system constraints; transfer to coding-agent engineering is an analogy only. INFORMS_CHAPTER_PROPOSAL editorial_context e04938 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P027:S:10.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics introduces hardware and physical-system constraints; transfer to coding-agent engineering is an analogy only. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04939 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P027:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics introduces hardware and physical-system constraints; transfer to coding-agent engineering is an analogy only. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04940 provenance "P20261011V3:MEMBER_OF_COLLECTION:P028:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04941 classification "P20261011V3:PRIMARY_STREAM:P028:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Compensation tiers describe segment structure; the article does not statistically establish three distributional modes. PRIMARY_STREAM editorial_context e04942 classification "P20261011V3:SECONDARY_STREAM:P028:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Compensation tiers describe segment structure; the article does not statistically establish three distributional modes. SECONDARY_STREAM editorial_context e04943 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P028:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Compensation tiers describe segment structure; the article does not statistically establish three distributional modes. CONTEXTUAL_TOPIC_MAPPING editorial_context e04944 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P028:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Compensation tiers describe segment structure; the article does not statistically establish three distributional modes. CONTEXTUAL_TOPIC_MAPPING editorial_context e04945 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P028:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Compensation tiers describe segment structure; the article does not statistically establish three distributional modes. CONTEXTUAL_TOPIC_MAPPING editorial_context e04946 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P028:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Compensation tiers describe segment structure; the article does not statistically establish three distributional modes. INFORMS_CHAPTER_PROPOSAL editorial_context e04947 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P028:S:12.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Compensation tiers describe segment structure; the article does not statistically establish three distributional modes. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04948 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P028:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Compensation tiers describe segment structure; the article does not statistically establish three distributional modes. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04949 provenance "P20261011V3:MEMBER_OF_COLLECTION:P029:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04950 classification "P20261011V3:PRIMARY_STREAM:P029:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A reported hiring-fraud incident concerns candidate identity and assessment integrity, not production coding-agent performance. Attacker attribution remains uncertain. PRIMARY_STREAM editorial_context e04951 classification "P20261011V3:SECONDARY_STREAM:P029:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A reported hiring-fraud incident concerns candidate identity and assessment integrity, not production coding-agent performance. Attacker attribution remains uncertain. SECONDARY_STREAM editorial_context e04952 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P029:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A reported hiring-fraud incident concerns candidate identity and assessment integrity, not production coding-agent performance. Attacker attribution remains uncertain. CONTEXTUAL_TOPIC_MAPPING editorial_context e04953 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P029:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A reported hiring-fraud incident concerns candidate identity and assessment integrity, not production coding-agent performance. Attacker attribution remains uncertain. CONTEXTUAL_TOPIC_MAPPING editorial_context e04954 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P029:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A reported hiring-fraud incident concerns candidate identity and assessment integrity, not production coding-agent performance. Attacker attribution remains uncertain. INFORMS_CHAPTER_PROPOSAL editorial_context e04955 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P029:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A reported hiring-fraud incident concerns candidate identity and assessment integrity, not production coding-agent performance. Attacker attribution remains uncertain. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04956 provenance "P20261011V3:MEMBER_OF_COLLECTION:P030:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04957 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P030:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A survey invitation establishes recruitment provenance, not findings; it links to the later three-part results series. CONTEXTUAL_TOPIC_MAPPING editorial_context e04958 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P030:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A survey invitation establishes recruitment provenance, not findings; it links to the later three-part results series. CONTEXTUAL_TOPIC_MAPPING editorial_context e04959 dependency "P20261011V3:RECRUITS_FOR_SOURCE_DATA:P030:DATA:P:TECHSTACK_2025" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Invitation, not completed results. RECRUITS_FOR_SOURCE_DATA source_dependency e04960 provenance "P20261011V3:MEMBER_OF_COLLECTION:P031:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04961 classification "P20261011V3:PRIMARY_STREAM:P031:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Growth engineering connects product hypotheses to measured outcomes rather than treating feature output as value. PRIMARY_STREAM editorial_context e04962 classification "P20261011V3:SECONDARY_STREAM:P031:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Growth engineering connects product hypotheses to measured outcomes rather than treating feature output as value. SECONDARY_STREAM editorial_context e04963 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P031:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Growth engineering connects product hypotheses to measured outcomes rather than treating feature output as value. CONTEXTUAL_TOPIC_MAPPING editorial_context e04964 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P031:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Growth engineering connects product hypotheses to measured outcomes rather than treating feature output as value. CONTEXTUAL_TOPIC_MAPPING editorial_context e04965 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P031:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Growth engineering connects product hypotheses to measured outcomes rather than treating feature output as value. CONTEXTUAL_TOPIC_MAPPING editorial_context e04966 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P031:C:C04" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Growth engineering connects product hypotheses to measured outcomes rather than treating feature output as value. INFORMS_CHAPTER_PROPOSAL editorial_context e04967 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P031:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Growth engineering connects product hypotheses to measured outcomes rather than treating feature output as value. INFORMS_CHAPTER_PROPOSAL editorial_context e04968 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P031:S:4.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Growth engineering connects product hypotheses to measured outcomes rather than treating feature output as value. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04969 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P031:S:2.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Growth engineering connects product hypotheses to measured outcomes rather than treating feature output as value. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04970 provenance "P20261011V3:MEMBER_OF_COLLECTION:P032:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04971 classification "P20261011V3:PRIMARY_STREAM:P032:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The cases concern building AI-enabled products; their operational lessons are not evidence of coding-agent productivity. PRIMARY_STREAM editorial_context e04972 classification "P20261011V3:SECONDARY_STREAM:P032:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The cases concern building AI-enabled products; their operational lessons are not evidence of coding-agent productivity. SECONDARY_STREAM editorial_context e04973 classification "P20261011V3:ADDRESSES_TOPIC:P032:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The cases concern building AI-enabled products; their operational lessons are not evidence of coding-agent productivity. ADDRESSES_TOPIC editorial_context e04974 classification "P20261011V3:ADDRESSES_TOPIC:P032:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The cases concern building AI-enabled products; their operational lessons are not evidence of coding-agent productivity. ADDRESSES_TOPIC editorial_context e04975 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P032:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The cases concern building AI-enabled products; their operational lessons are not evidence of coding-agent productivity. INFORMS_CHAPTER_PROPOSAL editorial_context e04976 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P032:C:C07" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The cases concern building AI-enabled products; their operational lessons are not evidence of coding-agent productivity. INFORMS_CHAPTER_PROPOSAL editorial_context e04977 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P032:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The cases concern building AI-enabled products; their operational lessons are not evidence of coding-agent productivity. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04978 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P032:S:7.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The cases concern building AI-enabled products; their operational lessons are not evidence of coding-agent productivity. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04979 provenance "P20261011V3:MEMBER_OF_COLLECTION:P033:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04980 classification "P20261011V3:PRIMARY_STREAM:P033:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview preparation and assessment methods concern competence signals; commercial interests and selection limit generalization. PRIMARY_STREAM editorial_context e04981 classification "P20261011V3:SECONDARY_STREAM:P033:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview preparation and assessment methods concern competence signals; commercial interests and selection limit generalization. SECONDARY_STREAM editorial_context e04982 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P033:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview preparation and assessment methods concern competence signals; commercial interests and selection limit generalization. CONTEXTUAL_TOPIC_MAPPING editorial_context e04983 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P033:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview preparation and assessment methods concern competence signals; commercial interests and selection limit generalization. CONTEXTUAL_TOPIC_MAPPING editorial_context e04984 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P033:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview preparation and assessment methods concern competence signals; commercial interests and selection limit generalization. INFORMS_CHAPTER_PROPOSAL editorial_context e04985 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P033:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview preparation and assessment methods concern competence signals; commercial interests and selection limit generalization. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04986 provenance "P20261011V3:MEMBER_OF_COLLECTION:P034:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04987 classification "P20261011V3:PRIMARY_STREAM:P034:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The database/tool example explains how coding assistants acquire context and capabilities through MCP. Security and authorization remain separate design duties; this is not an empirical security evaluation. PRIMARY_STREAM editorial_context e04988 classification "P20261011V3:SECONDARY_STREAM:P034:T:What agents can do" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The database/tool example explains how coding assistants acquire context and capabilities through MCP. Security and authorization remain separate design duties; this is not an empirical security evaluation. SECONDARY_STREAM editorial_context e04989 classification "P20261011V3:ADDRESSES_TOPIC:P034:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The database/tool example explains how coding assistants acquire context and capabilities through MCP. Security and authorization remain separate design duties; this is not an empirical security evaluation. ADDRESSES_TOPIC editorial_context e04990 classification "P20261011V3:ADDRESSES_TOPIC:P034:K:Agent context and persistent memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The database/tool example explains how coding assistants acquire context and capabilities through MCP. Security and authorization remain separate design duties; this is not an empirical security evaluation. ADDRESSES_TOPIC editorial_context e04991 classification "P20261011V3:ADDRESSES_TOPIC:P034:K:Dependencies and agent supply chain" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The database/tool example explains how coding assistants acquire context and capabilities through MCP. Security and authorization remain separate design duties; this is not an empirical security evaluation. ADDRESSES_TOPIC editorial_context e04992 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P034:C:C03" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The database/tool example explains how coding assistants acquire context and capabilities through MCP. Security and authorization remain separate design duties; this is not an empirical security evaluation. INFORMS_CHAPTER_PROPOSAL editorial_context e04993 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P034:C:C06" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The database/tool example explains how coding assistants acquire context and capabilities through MCP. Security and authorization remain separate design duties; this is not an empirical security evaluation. INFORMS_CHAPTER_PROPOSAL editorial_context e04994 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P034:S:3.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The database/tool example explains how coding assistants acquire context and capabilities through MCP. Security and authorization remain separate design duties; this is not an empirical security evaluation. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04995 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P034:S:6.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The database/tool example explains how coding assistants acquire context and capabilities through MCP. Security and authorization remain separate design duties; this is not an empirical security evaluation. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e04996 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P034:O040" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Two practitioner explanations of MCP; agreement does not independently validate the security of deployed servers. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e04997 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P034:O014" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Identity and authorization belong to the agent platform, not to language-model competence alone. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e04998 provenance "P20261011V3:MEMBER_OF_COLLECTION:P035:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e04999 classification "P20261011V3:PRIMARY_STREAM:P035:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Employer experiences with AI-assisted applications and interviews inform hiring policy; the blog is only a partial alternate edition and no software-delivery effect is estimated. PRIMARY_STREAM editorial_context e05000 classification "P20261011V3:SECONDARY_STREAM:P035:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Employer experiences with AI-assisted applications and interviews inform hiring policy; the blog is only a partial alternate edition and no software-delivery effect is estimated. SECONDARY_STREAM editorial_context e05001 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P035:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Employer experiences with AI-assisted applications and interviews inform hiring policy; the blog is only a partial alternate edition and no software-delivery effect is estimated. CONTEXTUAL_TOPIC_MAPPING editorial_context e05002 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P035:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Employer experiences with AI-assisted applications and interviews inform hiring policy; the blog is only a partial alternate edition and no software-delivery effect is estimated. CONTEXTUAL_TOPIC_MAPPING editorial_context e05003 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P035:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Employer experiences with AI-assisted applications and interviews inform hiring policy; the blog is only a partial alternate edition and no software-delivery effect is estimated. INFORMS_CHAPTER_PROPOSAL editorial_context e05004 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P035:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Employer experiences with AI-assisted applications and interviews inform hiring policy; the blog is only a partial alternate edition and no software-delivery effect is estimated. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05005 provenance "P20261011V3:MEMBER_OF_COLLECTION:P036:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05006 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P036:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A readership survey helps characterize the publication's audience and selection, not the entire engineering workforce. CONTEXTUAL_TOPIC_MAPPING editorial_context e05007 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P036:DATA:P:READER_PROFILE_2024" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Readership profile is not a census of software engineers; publication date and data date differ. USES_SHARED_SOURCE_DATA source_dependency e05008 provenance "P20261011V3:MEMBER_OF_COLLECTION:P037:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05009 classification "P20261011V3:PRIMARY_STREAM:P037:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Humanoid-robot development provides adjacent systems context, not evidence that software-agent autonomy transfers to physical systems. PRIMARY_STREAM editorial_context e05010 classification "P20261011V3:SECONDARY_STREAM:P037:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Humanoid-robot development provides adjacent systems context, not evidence that software-agent autonomy transfers to physical systems. SECONDARY_STREAM editorial_context e05011 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P037:K:Skills formation and teaching" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Humanoid-robot development provides adjacent systems context, not evidence that software-agent autonomy transfers to physical systems. CONTEXTUAL_TOPIC_MAPPING editorial_context e05012 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P037:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Humanoid-robot development provides adjacent systems context, not evidence that software-agent autonomy transfers to physical systems. CONTEXTUAL_TOPIC_MAPPING editorial_context e05013 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P037:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Humanoid-robot development provides adjacent systems context, not evidence that software-agent autonomy transfers to physical systems. INFORMS_CHAPTER_PROPOSAL editorial_context e05014 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P037:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Humanoid-robot development provides adjacent systems context, not evidence that software-agent autonomy transfers to physical systems. INFORMS_CHAPTER_PROPOSAL editorial_context e05015 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P037:S:10.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Humanoid-robot development provides adjacent systems context, not evidence that software-agent autonomy transfers to physical systems. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05016 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P037:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Humanoid-robot development provides adjacent systems context, not evidence that software-agent autonomy transfers to physical systems. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05017 provenance "P20261011V3:MEMBER_OF_COLLECTION:P038:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05018 classification "P20261011V3:PRIMARY_STREAM:P038:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Historical comparison frames durable engineering judgment; it is not a controlled estimate of modern AI effects. PRIMARY_STREAM editorial_context e05019 classification "P20261011V3:SECONDARY_STREAM:P038:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Historical comparison frames durable engineering judgment; it is not a controlled estimate of modern AI effects. SECONDARY_STREAM editorial_context e05020 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P038:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Historical comparison frames durable engineering judgment; it is not a controlled estimate of modern AI effects. CONTEXTUAL_TOPIC_MAPPING editorial_context e05021 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P038:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Historical comparison frames durable engineering judgment; it is not a controlled estimate of modern AI effects. CONTEXTUAL_TOPIC_MAPPING editorial_context e05022 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P038:C:C01" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Historical comparison frames durable engineering judgment; it is not a controlled estimate of modern AI effects. INFORMS_CHAPTER_PROPOSAL editorial_context e05023 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P038:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Historical comparison frames durable engineering judgment; it is not a controlled estimate of modern AI effects. INFORMS_CHAPTER_PROPOSAL editorial_context e05024 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P038:S:1.3" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Historical comparison frames durable engineering judgment; it is not a controlled estimate of modern AI effects. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05025 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P038:S:2.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Historical comparison frames durable engineering judgment; it is not a controlled estimate of modern AI effects. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05026 provenance "P20261011V3:MEMBER_OF_COLLECTION:P039:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05027 classification "P20261011V3:PRIMARY_STREAM:P039:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Launching an image-generation service concerns AI-product infrastructure, evaluation and deployment rather than AI-for-coding performance. PRIMARY_STREAM editorial_context e05028 classification "P20261011V3:ADDRESSES_TOPIC:P039:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Launching an image-generation service concerns AI-product infrastructure, evaluation and deployment rather than AI-for-coding performance. ADDRESSES_TOPIC editorial_context e05029 classification "P20261011V3:ADDRESSES_TOPIC:P039:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Launching an image-generation service concerns AI-product infrastructure, evaluation and deployment rather than AI-for-coding performance. ADDRESSES_TOPIC editorial_context e05030 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P039:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Launching an image-generation service concerns AI-product infrastructure, evaluation and deployment rather than AI-for-coding performance. INFORMS_CHAPTER_PROPOSAL editorial_context e05031 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P039:C:C07" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Launching an image-generation service concerns AI-product infrastructure, evaluation and deployment rather than AI-for-coding performance. INFORMS_CHAPTER_PROPOSAL editorial_context e05032 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P039:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Launching an image-generation service concerns AI-product infrastructure, evaluation and deployment rather than AI-for-coding performance. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05033 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P039:S:7.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Launching an image-generation service concerns AI-product infrastructure, evaluation and deployment rather than AI-for-coding performance. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05034 provenance "P20261011V3:MEMBER_OF_COLLECTION:P040:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05035 classification "P20261011V3:PRIMARY_STREAM:P040:T:System knowledge & memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The follow-up concerns knowledge-community activity; fewer questions do not prove disappearance of all usage or knowledge value. PRIMARY_STREAM editorial_context e05036 classification "P20261011V3:SECONDARY_STREAM:P040:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The follow-up concerns knowledge-community activity; fewer questions do not prove disappearance of all usage or knowledge value. SECONDARY_STREAM editorial_context e05037 classification "P20261011V3:ADDRESSES_TOPIC:P040:K:System understanding and rationale" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The follow-up concerns knowledge-community activity; fewer questions do not prove disappearance of all usage or knowledge value. ADDRESSES_TOPIC editorial_context e05038 classification "P20261011V3:ADDRESSES_TOPIC:P040:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The follow-up concerns knowledge-community activity; fewer questions do not prove disappearance of all usage or knowledge value. ADDRESSES_TOPIC editorial_context e05039 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P040:C:C09" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The follow-up concerns knowledge-community activity; fewer questions do not prove disappearance of all usage or knowledge value. INFORMS_CHAPTER_PROPOSAL editorial_context e05040 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P040:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The follow-up concerns knowledge-community activity; fewer questions do not prove disappearance of all usage or knowledge value. INFORMS_CHAPTER_PROPOSAL editorial_context e05041 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P040:S:9.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The follow-up concerns knowledge-community activity; fewer questions do not prove disappearance of all usage or knowledge value. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05042 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P040:S:10.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The follow-up concerns knowledge-community activity; fewer questions do not prove disappearance of all usage or knowledge value. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05043 dependency "P20261011V3:UPDATES_PRIOR_REPORTING:P040:P018" SHARED_REPORTING_OR_REUSE_NOT_ASSERTED_EXACT_URL not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Later Stack Overflow traffic discussion revisits the earlier metric narrative; not an independent observation programme. UPDATES_PRIOR_REPORTING source_dependency e05044 provenance "P20261011V3:MEMBER_OF_COLLECTION:P041:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05045 classification "P20261011V3:PRIMARY_STREAM:P041:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An introduced technical book excerpt explains the AI-product stack; distinguish application engineering from coding assistance. PRIMARY_STREAM editorial_context e05046 classification "P20261011V3:SECONDARY_STREAM:P041:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An introduced technical book excerpt explains the AI-product stack; distinguish application engineering from coding assistance. SECONDARY_STREAM editorial_context e05047 classification "P20261011V3:ADDRESSES_TOPIC:P041:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An introduced technical book excerpt explains the AI-product stack; distinguish application engineering from coding assistance. ADDRESSES_TOPIC editorial_context e05048 classification "P20261011V3:ADDRESSES_TOPIC:P041:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An introduced technical book excerpt explains the AI-product stack; distinguish application engineering from coding assistance. ADDRESSES_TOPIC editorial_context e05049 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P041:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An introduced technical book excerpt explains the AI-product stack; distinguish application engineering from coding assistance. INFORMS_CHAPTER_PROPOSAL editorial_context e05050 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P041:C:C07" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An introduced technical book excerpt explains the AI-product stack; distinguish application engineering from coding assistance. INFORMS_CHAPTER_PROPOSAL editorial_context e05051 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P041:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An introduced technical book excerpt explains the AI-product stack; distinguish application engineering from coding assistance. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05052 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P041:S:7.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An introduced technical book excerpt explains the AI-product stack; distinguish application engineering from coding assistance. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05053 provenance "P20261011V3:MEMBER_OF_COLLECTION:P042:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05054 classification "P20261011V3:PRIMARY_STREAM:P042:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal use and conference examples illustrate adoption mechanisms, not independently measured organization-wide gains. PRIMARY_STREAM editorial_context e05055 classification "P20261011V3:SECONDARY_STREAM:P042:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal use and conference examples illustrate adoption mechanisms, not independently measured organization-wide gains. SECONDARY_STREAM editorial_context e05056 classification "P20261011V3:ADDRESSES_TOPIC:P042:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal use and conference examples illustrate adoption mechanisms, not independently measured organization-wide gains. ADDRESSES_TOPIC editorial_context e05057 classification "P20261011V3:ADDRESSES_TOPIC:P042:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal use and conference examples illustrate adoption mechanisms, not independently measured organization-wide gains. ADDRESSES_TOPIC editorial_context e05058 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P042:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal use and conference examples illustrate adoption mechanisms, not independently measured organization-wide gains. INFORMS_CHAPTER_PROPOSAL editorial_context e05059 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P042:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal use and conference examples illustrate adoption mechanisms, not independently measured organization-wide gains. INFORMS_CHAPTER_PROPOSAL editorial_context e05060 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P042:S:11.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal use and conference examples illustrate adoption mechanisms, not independently measured organization-wide gains. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05061 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P042:S:2.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal use and conference examples illustrate adoption mechanisms, not independently measured organization-wide gains. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05062 provenance "P20261011V3:MEMBER_OF_COLLECTION:P043:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05063 classification "P20261011V3:PRIMARY_STREAM:P043:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Exploratory generation and accountable engineering differ in verification and retained understanding. PRIMARY_STREAM editorial_context e05064 classification "P20261011V3:SECONDARY_STREAM:P043:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Exploratory generation and accountable engineering differ in verification and retained understanding. SECONDARY_STREAM editorial_context e05065 classification "P20261011V3:ADDRESSES_TOPIC:P043:K:Independent verification and oracles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Exploratory generation and accountable engineering differ in verification and retained understanding. ADDRESSES_TOPIC editorial_context e05066 classification "P20261011V3:ADDRESSES_TOPIC:P043:K:System understanding and rationale" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Exploratory generation and accountable engineering differ in verification and retained understanding. ADDRESSES_TOPIC editorial_context e05067 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P043:C:C08" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Exploratory generation and accountable engineering differ in verification and retained understanding. INFORMS_CHAPTER_PROPOSAL editorial_context e05068 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P043:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Exploratory generation and accountable engineering differ in verification and retained understanding. INFORMS_CHAPTER_PROPOSAL editorial_context e05069 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P043:S:8.9" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Exploratory generation and accountable engineering differ in verification and retained understanding. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05070 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P043:S:10.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Exploratory generation and accountable engineering differ in verification and retained understanding. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05071 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P043:O028" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Both distinguish exploratory generation from accountable AI-assisted engineering. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05072 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P043:W113" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The controlled comprehension question is narrower than broad practitioner advice about vibe coding. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05073 provenance "P20261011V3:MEMBER_OF_COLLECTION:P044:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05074 classification "P20261011V3:PRIMARY_STREAM:P044:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A tool-builder architecture case: repository synchronization, context and execution infrastructure. It has a secondary AI-assisted-development connection but is not a developer-productivity trial. PRIMARY_STREAM editorial_context e05075 classification "P20261011V3:SECONDARY_STREAM:P044:T:System knowledge & memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A tool-builder architecture case: repository synchronization, context and execution infrastructure. It has a secondary AI-assisted-development connection but is not a developer-productivity trial. SECONDARY_STREAM editorial_context e05076 classification "P20261011V3:ADDRESSES_TOPIC:P044:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A tool-builder architecture case: repository synchronization, context and execution infrastructure. It has a secondary AI-assisted-development connection but is not a developer-productivity trial. ADDRESSES_TOPIC editorial_context e05077 classification "P20261011V3:ADDRESSES_TOPIC:P044:K:Agent context and persistent memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A tool-builder architecture case: repository synchronization, context and execution infrastructure. It has a secondary AI-assisted-development connection but is not a developer-productivity trial. ADDRESSES_TOPIC editorial_context e05078 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P044:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A tool-builder architecture case: repository synchronization, context and execution infrastructure. It has a secondary AI-assisted-development connection but is not a developer-productivity trial. INFORMS_CHAPTER_PROPOSAL editorial_context e05079 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P044:C:C09" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A tool-builder architecture case: repository synchronization, context and execution infrastructure. It has a secondary AI-assisted-development connection but is not a developer-productivity trial. INFORMS_CHAPTER_PROPOSAL editorial_context e05080 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P044:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A tool-builder architecture case: repository synchronization, context and execution infrastructure. It has a secondary AI-assisted-development connection but is not a developer-productivity trial. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05081 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P044:S:9.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A tool-builder architecture case: repository synchronization, context and execution infrastructure. It has a secondary AI-assisted-development connection but is not a developer-productivity trial. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05082 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P044:O031" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Repository context is an operational design concern; the company case is not a controlled context-engineering evaluation. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05083 provenance "P20261011V3:MEMBER_OF_COLLECTION:P045:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05084 classification "P20261011V3:PRIMARY_STREAM:P045:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Industry fact-checking distinguishes reported AI code generation from human fulfilment. Neither a hypothetical architecture nor employee accounts validate a capability benchmark. PRIMARY_STREAM editorial_context e05085 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P045:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Industry fact-checking distinguishes reported AI code generation from human fulfilment. Neither a hypothetical architecture nor employee accounts validate a capability benchmark. CONTEXTUAL_TOPIC_MAPPING editorial_context e05086 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P045:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Industry fact-checking distinguishes reported AI code generation from human fulfilment. Neither a hypothetical architecture nor employee accounts validate a capability benchmark. CONTEXTUAL_TOPIC_MAPPING editorial_context e05087 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P045:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Industry fact-checking distinguishes reported AI code generation from human fulfilment. Neither a hypothetical architecture nor employee accounts validate a capability benchmark. INFORMS_CHAPTER_PROPOSAL editorial_context e05088 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P045:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Industry fact-checking distinguishes reported AI code generation from human fulfilment. Neither a hypothetical architecture nor employee accounts validate a capability benchmark. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05089 provenance "P20261011V3:MEMBER_OF_COLLECTION:P046:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05090 classification "P20261011V3:PRIMARY_STREAM:P046:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal entrepreneurship concerns ownership and organizational adoption rather than AI capability. PRIMARY_STREAM editorial_context e05091 classification "P20261011V3:SECONDARY_STREAM:P046:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal entrepreneurship concerns ownership and organizational adoption rather than AI capability. SECONDARY_STREAM editorial_context e05092 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P046:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal entrepreneurship concerns ownership and organizational adoption rather than AI capability. CONTEXTUAL_TOPIC_MAPPING editorial_context e05093 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P046:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal entrepreneurship concerns ownership and organizational adoption rather than AI capability. CONTEXTUAL_TOPIC_MAPPING editorial_context e05094 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P046:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal entrepreneurship concerns ownership and organizational adoption rather than AI capability. INFORMS_CHAPTER_PROPOSAL editorial_context e05095 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P046:C:C04" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal entrepreneurship concerns ownership and organizational adoption rather than AI capability. INFORMS_CHAPTER_PROPOSAL editorial_context e05096 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P046:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal entrepreneurship concerns ownership and organizational adoption rather than AI capability. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05097 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P046:S:4.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal entrepreneurship concerns ownership and organizational adoption rather than AI capability. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05098 provenance "P20261011V3:MEMBER_OF_COLLECTION:P047:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05099 classification "P20261011V3:PRIMARY_STREAM:P047:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Longitudinal practitioner experience informs adaptation and comprehension, but does not substitute for controlled measurement. PRIMARY_STREAM editorial_context e05100 classification "P20261011V3:SECONDARY_STREAM:P047:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Longitudinal practitioner experience informs adaptation and comprehension, but does not substitute for controlled measurement. SECONDARY_STREAM editorial_context e05101 classification "P20261011V3:ADDRESSES_TOPIC:P047:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Longitudinal practitioner experience informs adaptation and comprehension, but does not substitute for controlled measurement. ADDRESSES_TOPIC editorial_context e05102 classification "P20261011V3:ADDRESSES_TOPIC:P047:K:System understanding and rationale" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Longitudinal practitioner experience informs adaptation and comprehension, but does not substitute for controlled measurement. ADDRESSES_TOPIC editorial_context e05103 classification "P20261011V3:ADDRESSES_TOPIC:P047:K:Skills formation and teaching" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Longitudinal practitioner experience informs adaptation and comprehension, but does not substitute for controlled measurement. ADDRESSES_TOPIC editorial_context e05104 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P047:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Longitudinal practitioner experience informs adaptation and comprehension, but does not substitute for controlled measurement. INFORMS_CHAPTER_PROPOSAL editorial_context e05105 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P047:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Longitudinal practitioner experience informs adaptation and comprehension, but does not substitute for controlled measurement. INFORMS_CHAPTER_PROPOSAL editorial_context e05106 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P047:S:10.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Longitudinal practitioner experience informs adaptation and comprehension, but does not substitute for controlled measurement. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05107 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P047:S:2.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Longitudinal practitioner experience informs adaptation and comprehension, but does not substitute for controlled measurement. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05108 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P047:O003" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Practice and retained understanding matter, but practitioner experience does not measure skill decay. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05109 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P047:W118" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Skill-formation research offers a separate empirical lens; the interview is not a replication. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05110 provenance "P20261011V3:MEMBER_OF_COLLECTION:P048:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05111 classification "P20261011V3:PRIMARY_STREAM:P048:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis separates demonstrated tool potential from organization-level delivery outcomes. PRIMARY_STREAM editorial_context e05112 classification "P20261011V3:SECONDARY_STREAM:P048:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis separates demonstrated tool potential from organization-level delivery outcomes. SECONDARY_STREAM editorial_context e05113 classification "P20261011V3:ADDRESSES_TOPIC:P048:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis separates demonstrated tool potential from organization-level delivery outcomes. ADDRESSES_TOPIC editorial_context e05114 classification "P20261011V3:ADDRESSES_TOPIC:P048:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis separates demonstrated tool potential from organization-level delivery outcomes. ADDRESSES_TOPIC editorial_context e05115 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P048:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis separates demonstrated tool potential from organization-level delivery outcomes. INFORMS_CHAPTER_PROPOSAL editorial_context e05116 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P048:C:C01" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis separates demonstrated tool potential from organization-level delivery outcomes. INFORMS_CHAPTER_PROPOSAL editorial_context e05117 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P048:S:2.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis separates demonstrated tool potential from organization-level delivery outcomes. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05118 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P048:S:1.9" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis separates demonstrated tool potential from organization-level delivery outcomes. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05119 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P048:W010" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Generated activity and shipped outcomes are different dependent variables. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05120 provenance "P20261011V3:MEMBER_OF_COLLECTION:P049:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05121 classification "P20261011V3:PRIMARY_STREAM:P049:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics skill development provides adjacent engineering education, not a tested coding-agent training intervention. PRIMARY_STREAM editorial_context e05122 classification "P20261011V3:SECONDARY_STREAM:P049:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics skill development provides adjacent engineering education, not a tested coding-agent training intervention. SECONDARY_STREAM editorial_context e05123 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P049:K:Skills formation and teaching" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics skill development provides adjacent engineering education, not a tested coding-agent training intervention. CONTEXTUAL_TOPIC_MAPPING editorial_context e05124 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P049:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics skill development provides adjacent engineering education, not a tested coding-agent training intervention. CONTEXTUAL_TOPIC_MAPPING editorial_context e05125 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P049:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics skill development provides adjacent engineering education, not a tested coding-agent training intervention. INFORMS_CHAPTER_PROPOSAL editorial_context e05126 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P049:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics skill development provides adjacent engineering education, not a tested coding-agent training intervention. INFORMS_CHAPTER_PROPOSAL editorial_context e05127 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P049:S:10.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics skill development provides adjacent engineering education, not a tested coding-agent training intervention. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05128 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P049:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Robotics skill development provides adjacent engineering education, not a tested coding-agent training intervention. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05129 provenance "P20261011V3:MEMBER_OF_COLLECTION:P050:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05130 classification "P20261011V3:PRIMARY_STREAM:P050:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A broad, self-selected technology-stack survey with an AI-tooling subsection. Retain AI as a secondary facet; the same respondents underlie Parts 2 and 3. PRIMARY_STREAM editorial_context e05131 classification "P20261011V3:SECONDARY_STREAM:P050:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A broad, self-selected technology-stack survey with an AI-tooling subsection. Retain AI as a secondary facet; the same respondents underlie Parts 2 and 3. SECONDARY_STREAM editorial_context e05132 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P050:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A broad, self-selected technology-stack survey with an AI-tooling subsection. Retain AI as a secondary facet; the same respondents underlie Parts 2 and 3. CONTEXTUAL_TOPIC_MAPPING editorial_context e05133 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P050:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A broad, self-selected technology-stack survey with an AI-tooling subsection. Retain AI as a secondary facet; the same respondents underlie Parts 2 and 3. CONTEXTUAL_TOPIC_MAPPING editorial_context e05134 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P050:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A broad, self-selected technology-stack survey with an AI-tooling subsection. Retain AI as a secondary facet; the same respondents underlie Parts 2 and 3. CONTEXTUAL_TOPIC_MAPPING editorial_context e05135 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P050:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A broad, self-selected technology-stack survey with an AI-tooling subsection. Retain AI as a secondary facet; the same respondents underlie Parts 2 and 3. INFORMS_CHAPTER_PROPOSAL editorial_context e05136 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P050:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A broad, self-selected technology-stack survey with an AI-tooling subsection. Retain AI as a secondary facet; the same respondents underlie Parts 2 and 3. INFORMS_CHAPTER_PROPOSAL editorial_context e05137 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P050:S:11.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A broad, self-selected technology-stack survey with an AI-tooling subsection. Retain AI as a secondary facet; the same respondents underlie Parts 2 and 3. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05138 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P050:S:2.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A broad, self-selected technology-stack survey with an AI-tooling subsection. Retain AI as a secondary facet; the same respondents underlie Parts 2 and 3. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05139 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P050:DATA:P:TECHSTACK_2025" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Voluntary reader sample; three analyses of one dataset, not independent replications. Gross 3,000-plus submissions and 2,997 retained responses are different processing stages. USES_SHARED_SOURCE_DATA source_dependency e05140 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P050:W022" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Adoption surveys require sampling and denominator cautions; do not treat separate samples as a common time series. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05141 provenance "P20261011V3:MEMBER_OF_COLLECTION:P051:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05142 classification "P20261011V3:PRIMARY_STREAM:P051:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Infrastructure incidents illustrate reliability and escalation; applying them to agents is a marked engineering analogy. PRIMARY_STREAM editorial_context e05143 classification "P20261011V3:SECONDARY_STREAM:P051:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Infrastructure incidents illustrate reliability and escalation; applying them to agents is a marked engineering analogy. SECONDARY_STREAM editorial_context e05144 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P051:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Infrastructure incidents illustrate reliability and escalation; applying them to agents is a marked engineering analogy. CONTEXTUAL_TOPIC_MAPPING editorial_context e05145 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P051:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Infrastructure incidents illustrate reliability and escalation; applying them to agents is a marked engineering analogy. CONTEXTUAL_TOPIC_MAPPING editorial_context e05146 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P051:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Infrastructure incidents illustrate reliability and escalation; applying them to agents is a marked engineering analogy. INFORMS_CHAPTER_PROPOSAL editorial_context e05147 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P051:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Infrastructure incidents illustrate reliability and escalation; applying them to agents is a marked engineering analogy. INFORMS_CHAPTER_PROPOSAL editorial_context e05148 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P051:S:5.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Infrastructure incidents illustrate reliability and escalation; applying them to agents is a marked engineering analogy. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05149 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P051:S:11.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Infrastructure incidents illustrate reliability and escalation; applying them to agents is a marked engineering analogy. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05150 provenance "P20261011V3:MEMBER_OF_COLLECTION:P052:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05151 classification "P20261011V3:PRIMARY_STREAM:P052:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 This is secondary commentary on W023, not a replication; the all-tools extrapolation and causal learning-curve explanation are unsupported. PRIMARY_STREAM editorial_context e05152 classification "P20261011V3:ADDRESSES_TOPIC:P052:K:Controlled productivity evidence" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 This is secondary commentary on W023, not a replication; the all-tools extrapolation and causal learning-curve explanation are unsupported. ADDRESSES_TOPIC editorial_context e05153 classification "P20261011V3:ADDRESSES_TOPIC:P052:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 This is secondary commentary on W023, not a replication; the all-tools extrapolation and causal learning-curve explanation are unsupported. ADDRESSES_TOPIC editorial_context e05154 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P052:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 This is secondary commentary on W023, not a replication; the all-tools extrapolation and causal learning-curve explanation are unsupported. INFORMS_CHAPTER_PROPOSAL editorial_context e05155 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P052:S:2.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 This is secondary commentary on W023, not a replication; the all-tools extrapolation and causal learning-curve explanation are unsupported. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05156 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P052:S:2.3" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 This is secondary commentary on W023, not a replication; the all-tools extrapolation and causal learning-curve explanation are unsupported. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05157 audit "P20261011V3:SECONDARY_ACCOUNT_OF_EXISTING_RESEARCH:P052:W023" EXPLICIT_NAMED_SOURCE_WORK not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 P052 reports the METR study already W023. Primary-method check corrects the issue count and issue-level randomization; no new experiment or replication is introduced. SECONDARY_ACCOUNT_OF_EXISTING_RESEARCH source_dependency e05158 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x05286 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05159 provenance "P20261011V3:MEMBER_OF_COLLECTION:P053:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05160 classification "P20261011V3:PRIMARY_STREAM:P053:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 SDK contracts and reusable interfaces support maintainable systems without directly measuring AI-generated code quality. PRIMARY_STREAM editorial_context e05161 classification "P20261011V3:SECONDARY_STREAM:P053:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 SDK contracts and reusable interfaces support maintainable systems without directly measuring AI-generated code quality. SECONDARY_STREAM editorial_context e05162 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P053:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 SDK contracts and reusable interfaces support maintainable systems without directly measuring AI-generated code quality. CONTEXTUAL_TOPIC_MAPPING editorial_context e05163 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P053:K:Code reuse and duplication" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 SDK contracts and reusable interfaces support maintainable systems without directly measuring AI-generated code quality. CONTEXTUAL_TOPIC_MAPPING editorial_context e05164 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P053:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 SDK contracts and reusable interfaces support maintainable systems without directly measuring AI-generated code quality. CONTEXTUAL_TOPIC_MAPPING editorial_context e05165 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P053:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 SDK contracts and reusable interfaces support maintainable systems without directly measuring AI-generated code quality. INFORMS_CHAPTER_PROPOSAL editorial_context e05166 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P053:C:C04" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 SDK contracts and reusable interfaces support maintainable systems without directly measuring AI-generated code quality. INFORMS_CHAPTER_PROPOSAL editorial_context e05167 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P053:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 SDK contracts and reusable interfaces support maintainable systems without directly measuring AI-generated code quality. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05168 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P053:S:4.3" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 SDK contracts and reusable interfaces support maintainable systems without directly measuring AI-generated code quality. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05169 provenance "P20261011V3:MEMBER_OF_COLLECTION:P054:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05170 classification "P20261011V3:PRIMARY_STREAM:P054:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 FDE role design links technical integration to customer work; demand claims do not establish universal career advantages. PRIMARY_STREAM editorial_context e05171 classification "P20261011V3:SECONDARY_STREAM:P054:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 FDE role design links technical integration to customer work; demand claims do not establish universal career advantages. SECONDARY_STREAM editorial_context e05172 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P054:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 FDE role design links technical integration to customer work; demand claims do not establish universal career advantages. CONTEXTUAL_TOPIC_MAPPING editorial_context e05173 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P054:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 FDE role design links technical integration to customer work; demand claims do not establish universal career advantages. CONTEXTUAL_TOPIC_MAPPING editorial_context e05174 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P054:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 FDE role design links technical integration to customer work; demand claims do not establish universal career advantages. INFORMS_CHAPTER_PROPOSAL editorial_context e05175 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P054:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 FDE role design links technical integration to customer work; demand claims do not establish universal career advantages. INFORMS_CHAPTER_PROPOSAL editorial_context e05176 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P054:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 FDE role design links technical integration to customer work; demand claims do not establish universal career advantages. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05177 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P054:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 FDE role design links technical integration to customer work; demand claims do not establish universal career advantages. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05178 provenance "P20261011V3:MEMBER_OF_COLLECTION:P055:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05179 classification "P20261011V3:PRIMARY_STREAM:P055:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported working hours and incentives are organizational conditions, not productivity measurements or labor-law conclusions. PRIMARY_STREAM editorial_context e05180 classification "P20261011V3:SECONDARY_STREAM:P055:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported working hours and incentives are organizational conditions, not productivity measurements or labor-law conclusions. SECONDARY_STREAM editorial_context e05181 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P055:K:Human cognitive load" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported working hours and incentives are organizational conditions, not productivity measurements or labor-law conclusions. CONTEXTUAL_TOPIC_MAPPING editorial_context e05182 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P055:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported working hours and incentives are organizational conditions, not productivity measurements or labor-law conclusions. CONTEXTUAL_TOPIC_MAPPING editorial_context e05183 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P055:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported working hours and incentives are organizational conditions, not productivity measurements or labor-law conclusions. INFORMS_CHAPTER_PROPOSAL editorial_context e05184 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P055:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported working hours and incentives are organizational conditions, not productivity measurements or labor-law conclusions. INFORMS_CHAPTER_PROPOSAL editorial_context e05185 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P055:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported working hours and incentives are organizational conditions, not productivity measurements or labor-law conclusions. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05186 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P055:S:12.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported working hours and incentives are organizational conditions, not productivity measurements or labor-law conclusions. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05187 provenance "P20261011V3:MEMBER_OF_COLLECTION:P056:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05188 classification "P20261011V3:PRIMARY_STREAM:P056:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second tools-survey installment describes the same respondent cohort's infrastructure choices. PRIMARY_STREAM editorial_context e05189 classification "P20261011V3:SECONDARY_STREAM:P056:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second tools-survey installment describes the same respondent cohort's infrastructure choices. SECONDARY_STREAM editorial_context e05190 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P056:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second tools-survey installment describes the same respondent cohort's infrastructure choices. CONTEXTUAL_TOPIC_MAPPING editorial_context e05191 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P056:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second tools-survey installment describes the same respondent cohort's infrastructure choices. CONTEXTUAL_TOPIC_MAPPING editorial_context e05192 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P056:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second tools-survey installment describes the same respondent cohort's infrastructure choices. INFORMS_CHAPTER_PROPOSAL editorial_context e05193 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P056:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second tools-survey installment describes the same respondent cohort's infrastructure choices. INFORMS_CHAPTER_PROPOSAL editorial_context e05194 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P056:S:11.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second tools-survey installment describes the same respondent cohort's infrastructure choices. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05195 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P056:S:2.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The second tools-survey installment describes the same respondent cohort's infrastructure choices. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05196 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P056:DATA:P:TECHSTACK_2025" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Voluntary reader sample; three analyses of one dataset, not independent replications. Gross 3,000-plus submissions and 2,997 retained responses are different processing stages. USES_SHARED_SOURCE_DATA source_dependency e05197 provenance "P20261011V3:MEMBER_OF_COLLECTION:P057:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05198 classification "P20261011V3:PRIMARY_STREAM:P057:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Open-source funding affects maintenance capacity; the cases do not independently quantify AI's effects on sustainability. PRIMARY_STREAM editorial_context e05199 classification "P20261011V3:SECONDARY_STREAM:P057:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Open-source funding affects maintenance capacity; the cases do not independently quantify AI's effects on sustainability. SECONDARY_STREAM editorial_context e05200 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P057:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Open-source funding affects maintenance capacity; the cases do not independently quantify AI's effects on sustainability. CONTEXTUAL_TOPIC_MAPPING editorial_context e05201 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P057:K:Review capacity and maintainers" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Open-source funding affects maintenance capacity; the cases do not independently quantify AI's effects on sustainability. CONTEXTUAL_TOPIC_MAPPING editorial_context e05202 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P057:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Open-source funding affects maintenance capacity; the cases do not independently quantify AI's effects on sustainability. INFORMS_CHAPTER_PROPOSAL editorial_context e05203 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P057:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Open-source funding affects maintenance capacity; the cases do not independently quantify AI's effects on sustainability. INFORMS_CHAPTER_PROPOSAL editorial_context e05204 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P057:S:12.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Open-source funding affects maintenance capacity; the cases do not independently quantify AI's effects on sustainability. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05205 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P057:S:11.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Open-source funding affects maintenance capacity; the cases do not independently quantify AI's effects on sustainability. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05206 provenance "P20261011V3:MEMBER_OF_COLLECTION:P058:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05207 classification "P20261011V3:PRIMARY_STREAM:P058:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview problem-solving guidance addresses competence demonstration rather than retained learning or AI-tool efficacy. PRIMARY_STREAM editorial_context e05208 classification "P20261011V3:SECONDARY_STREAM:P058:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview problem-solving guidance addresses competence demonstration rather than retained learning or AI-tool efficacy. SECONDARY_STREAM editorial_context e05209 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P058:K:Skills formation and teaching" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview problem-solving guidance addresses competence demonstration rather than retained learning or AI-tool efficacy. CONTEXTUAL_TOPIC_MAPPING editorial_context e05210 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P058:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview problem-solving guidance addresses competence demonstration rather than retained learning or AI-tool efficacy. CONTEXTUAL_TOPIC_MAPPING editorial_context e05211 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P058:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview problem-solving guidance addresses competence demonstration rather than retained learning or AI-tool efficacy. INFORMS_CHAPTER_PROPOSAL editorial_context e05212 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P058:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview problem-solving guidance addresses competence demonstration rather than retained learning or AI-tool efficacy. INFORMS_CHAPTER_PROPOSAL editorial_context e05213 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P058:S:10.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview problem-solving guidance addresses competence demonstration rather than retained learning or AI-tool efficacy. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05214 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P058:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Interview problem-solving guidance addresses competence demonstration rather than retained learning or AI-tool efficacy. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05215 provenance "P20261011V3:MEMBER_OF_COLLECTION:P059:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05216 classification "P20261011V3:PRIMARY_STREAM:P059:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The data-led labor report requires separating vacancy, workforce and seniority measures before causal interpretation. PRIMARY_STREAM editorial_context e05217 classification "P20261011V3:SECONDARY_STREAM:P059:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The data-led labor report requires separating vacancy, workforce and seniority measures before causal interpretation. SECONDARY_STREAM editorial_context e05218 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P059:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The data-led labor report requires separating vacancy, workforce and seniority measures before causal interpretation. CONTEXTUAL_TOPIC_MAPPING editorial_context e05219 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P059:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The data-led labor report requires separating vacancy, workforce and seniority measures before causal interpretation. CONTEXTUAL_TOPIC_MAPPING editorial_context e05220 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P059:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The data-led labor report requires separating vacancy, workforce and seniority measures before causal interpretation. INFORMS_CHAPTER_PROPOSAL editorial_context e05221 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P059:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The data-led labor report requires separating vacancy, workforce and seniority measures before causal interpretation. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05222 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P059:S:12.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The data-led labor report requires separating vacancy, workforce and seniority measures before causal interpretation. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05223 provenance "P20261011V3:MEMBER_OF_COLLECTION:P060:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05224 classification "P20261011V3:PRIMARY_STREAM:P060:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Google interview accounts contextualize engineering coordination and ownership, not a representative industry baseline. PRIMARY_STREAM editorial_context e05225 classification "P20261011V3:SECONDARY_STREAM:P060:T:System knowledge & memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Google interview accounts contextualize engineering coordination and ownership, not a representative industry baseline. SECONDARY_STREAM editorial_context e05226 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P060:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Google interview accounts contextualize engineering coordination and ownership, not a representative industry baseline. CONTEXTUAL_TOPIC_MAPPING editorial_context e05227 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P060:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Google interview accounts contextualize engineering coordination and ownership, not a representative industry baseline. CONTEXTUAL_TOPIC_MAPPING editorial_context e05228 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P060:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Google interview accounts contextualize engineering coordination and ownership, not a representative industry baseline. INFORMS_CHAPTER_PROPOSAL editorial_context e05229 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P060:C:C09" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Google interview accounts contextualize engineering coordination and ownership, not a representative industry baseline. INFORMS_CHAPTER_PROPOSAL editorial_context e05230 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P060:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Google interview accounts contextualize engineering coordination and ownership, not a representative industry baseline. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05231 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P060:S:9.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Google interview accounts contextualize engineering coordination and ownership, not a representative industry baseline. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05232 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P060:DATA:P:GOOGLE_INTERVIEWS_2025" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Shared reporting pool; the installments cover different topics and are retained as different articles. USES_SHARED_SOURCE_DATA source_dependency e05233 provenance "P20261011V3:MEMBER_OF_COLLECTION:P061:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05234 classification "P20261011V3:PRIMARY_STREAM:P061:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Multi-company measurement practices combine delivery, quality and developer experience; commercial affiliations remain explicit. PRIMARY_STREAM editorial_context e05235 classification "P20261011V3:SECONDARY_STREAM:P061:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Multi-company measurement practices combine delivery, quality and developer experience; commercial affiliations remain explicit. SECONDARY_STREAM editorial_context e05236 classification "P20261011V3:ADDRESSES_TOPIC:P061:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Multi-company measurement practices combine delivery, quality and developer experience; commercial affiliations remain explicit. ADDRESSES_TOPIC editorial_context e05237 classification "P20261011V3:ADDRESSES_TOPIC:P061:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Multi-company measurement practices combine delivery, quality and developer experience; commercial affiliations remain explicit. ADDRESSES_TOPIC editorial_context e05238 classification "P20261011V3:ADDRESSES_TOPIC:P061:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Multi-company measurement practices combine delivery, quality and developer experience; commercial affiliations remain explicit. ADDRESSES_TOPIC editorial_context e05239 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P061:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Multi-company measurement practices combine delivery, quality and developer experience; commercial affiliations remain explicit. INFORMS_CHAPTER_PROPOSAL editorial_context e05240 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e05241 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P061:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Multi-company measurement practices combine delivery, quality and developer experience; commercial affiliations remain explicit. INFORMS_CHAPTER_PROPOSAL editorial_context e05242 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P061:S:2.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Multi-company measurement practices combine delivery, quality and developer experience; commercial affiliations remain explicit. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05243 actual "orosz_v5_main" Editorial use, not independent validation chapters/chapter02.tex OROSZ_BOOK_INTEGRATION_v5_20261011 CITED_IN_MANUSCRIPT_OROSZ_CORE ACTUAL_CITATION_PARSED_FROM_LATEX e05244 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P061:S:12.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Multi-company measurement practices combine delivery, quality and developer experience; commercial affiliations remain explicit. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05245 evidence "P20261011V3:REPORTS_EXISTING_RESEARCH:P061:W023" EXPLICIT_NAMED_SOURCE_WORK not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The public article explicitly cites the METR study as a contrasting productivity result; not an independent replication. REPORTS_EXISTING_RESEARCH source_dependency e05246 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P061:W010" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A measurement portfolio should separate changes generated, changes shipped and downstream value. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05247 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P061:W145" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Measurement inputs can inform ROI modeling; neither framework supplies a calibrated production pilot for this book. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05248 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x05377 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05249 provenance "P20261011V3:MEMBER_OF_COLLECTION:P062:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. 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EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05290 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P066:W059" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Architectural principles clarify how to interpret generated architecture smells; normative guidance is not an empirical replication. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05291 provenance "P20261011V3:MEMBER_OF_COLLECTION:P067:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05292 classification "P20261011V3:PRIMARY_STREAM:P067:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The outage concerns a conventional infrastructure failure; no AI origin or AI-specific causal mechanism is inferred. PRIMARY_STREAM editorial_context e05293 classification "P20261011V3:SECONDARY_STREAM:P067:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The outage concerns a conventional infrastructure failure; no AI origin or AI-specific causal mechanism is inferred. 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EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05300 provenance "P20261011V3:MEMBER_OF_COLLECTION:P068:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05301 classification "P20261011V3:PRIMARY_STREAM:P068:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Field observations concern geographic concentration of AI-related activity, not a quantified global ranking. PRIMARY_STREAM editorial_context e05302 classification "P20261011V3:SECONDARY_STREAM:P068:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Field observations concern geographic concentration of AI-related activity, not a quantified global ranking. SECONDARY_STREAM editorial_context e05303 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P068:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Field observations concern geographic concentration of AI-related activity, not a quantified global ranking. CONTEXTUAL_TOPIC_MAPPING editorial_context e05304 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P068:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Field observations concern geographic concentration of AI-related activity, not a quantified global ranking. CONTEXTUAL_TOPIC_MAPPING editorial_context e05305 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P068:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Field observations concern geographic concentration of AI-related activity, not a quantified global ranking. INFORMS_CHAPTER_PROPOSAL editorial_context e05306 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P068:S:12.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Field observations concern geographic concentration of AI-related activity, not a quantified global ranking. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05307 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P068:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Field observations concern geographic concentration of AI-related activity, not a quantified global ranking. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05308 provenance "P20261011V3:MEMBER_OF_COLLECTION:P069:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05309 classification "P20261011V3:PRIMARY_STREAM:P069:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 One candidate's multi-company comparison illustrates assessment variation and cannot estimate industry prevalence. PRIMARY_STREAM editorial_context e05310 classification "P20261011V3:SECONDARY_STREAM:P069:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 One candidate's multi-company comparison illustrates assessment variation and cannot estimate industry prevalence. SECONDARY_STREAM editorial_context e05311 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P069:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 One candidate's multi-company comparison illustrates assessment variation and cannot estimate industry prevalence. CONTEXTUAL_TOPIC_MAPPING editorial_context e05312 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P069:K:Skills formation and teaching" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 One candidate's multi-company comparison illustrates assessment variation and cannot estimate industry prevalence. CONTEXTUAL_TOPIC_MAPPING editorial_context e05313 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P069:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 One candidate's multi-company comparison illustrates assessment variation and cannot estimate industry prevalence. INFORMS_CHAPTER_PROPOSAL editorial_context e05314 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P069:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 One candidate's multi-company comparison illustrates assessment variation and cannot estimate industry prevalence. INFORMS_CHAPTER_PROPOSAL editorial_context e05315 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P069:S:10.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 One candidate's multi-company comparison illustrates assessment variation and cannot estimate industry prevalence. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05316 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P069:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 One candidate's multi-company comparison illustrates assessment variation and cannot estimate industry prevalence. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05317 provenance "P20261011V3:MEMBER_OF_COLLECTION:P070:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05318 classification "P20261011V3:PRIMARY_STREAM:P070:T:What agents can do" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Parallel agent dispatch creates coordination and verification demands; number of agents is not proof of productivity. PRIMARY_STREAM editorial_context e05319 classification "P20261011V3:SECONDARY_STREAM:P070:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Parallel agent dispatch creates coordination and verification demands; number of agents is not proof of productivity. SECONDARY_STREAM editorial_context e05320 classification "P20261011V3:ADDRESSES_TOPIC:P070:K:Long-running agent execution" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Parallel agent dispatch creates coordination and verification demands; number of agents is not proof of productivity. ADDRESSES_TOPIC editorial_context e05321 classification "P20261011V3:ADDRESSES_TOPIC:P070:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Parallel agent dispatch creates coordination and verification demands; number of agents is not proof of productivity. ADDRESSES_TOPIC editorial_context e05322 classification "P20261011V3:ADDRESSES_TOPIC:P070:K:Agent failure and escalation" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Parallel agent dispatch creates coordination and verification demands; number of agents is not proof of productivity. ADDRESSES_TOPIC editorial_context e05323 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P070:C:C03" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Parallel agent dispatch creates coordination and verification demands; number of agents is not proof of productivity. INFORMS_CHAPTER_PROPOSAL editorial_context e05324 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P070:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Parallel agent dispatch creates coordination and verification demands; number of agents is not proof of productivity. INFORMS_CHAPTER_PROPOSAL editorial_context e05325 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P070:S:3.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Parallel agent dispatch creates coordination and verification demands; number of agents is not proof of productivity. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05326 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P070:S:11.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Parallel agent dispatch creates coordination and verification demands; number of agents is not proof of productivity. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05327 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P070:O025" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Parallel-agent operation creates coordination work; forecasts and examples do not establish net speedup. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05328 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P070:O010" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Agent count and delegated authority are separate dimensions; no tested maturity ordering is inferred. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05329 dependency "P20261011V3:REUSES_INTERVIEW_MATERIAL:P070:P062" SHARED_REPORTING_OR_REUSE_NOT_ASSERTED_EXACT_URL not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Both use the Sid Bidasaria conversation; the later article asks a different parallel-agent workflow question. REUSES_INTERVIEW_MATERIAL source_dependency e05330 provenance "P20261011V3:MEMBER_OF_COLLECTION:P071:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05331 classification "P20261011V3:PRIMARY_STREAM:P071:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. PRIMARY_STREAM editorial_context e05332 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P071:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. CONTEXTUAL_TOPIC_MAPPING editorial_context e05333 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P071:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. INFORMS_CHAPTER_PROPOSAL editorial_context e05334 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P071:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05335 provenance "P20261011V3:MEMBER_OF_COLLECTION:P072:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05336 provenance "P20261011V3:MEMBER_OF_COLLECTION:P073:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05337 classification "P20261011V3:PRIMARY_STREAM:P073:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Career-path advice concerns scope and responsibility, without demonstrating measured productivity or learning effects. PRIMARY_STREAM editorial_context e05338 classification "P20261011V3:SECONDARY_STREAM:P073:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Career-path advice concerns scope and responsibility, without demonstrating measured productivity or learning effects. SECONDARY_STREAM editorial_context e05339 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P073:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Career-path advice concerns scope and responsibility, without demonstrating measured productivity or learning effects. CONTEXTUAL_TOPIC_MAPPING editorial_context e05340 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P073:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Career-path advice concerns scope and responsibility, without demonstrating measured productivity or learning effects. CONTEXTUAL_TOPIC_MAPPING editorial_context e05341 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P073:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Career-path advice concerns scope and responsibility, without demonstrating measured productivity or learning effects. INFORMS_CHAPTER_PROPOSAL editorial_context e05342 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P073:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Career-path advice concerns scope and responsibility, without demonstrating measured productivity or learning effects. INFORMS_CHAPTER_PROPOSAL editorial_context e05343 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P073:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Career-path advice concerns scope and responsibility, without demonstrating measured productivity or learning effects. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05344 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P073:S:10.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Career-path advice concerns scope and responsibility, without demonstrating measured productivity or learning effects. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05345 provenance "P20261011V3:MEMBER_OF_COLLECTION:P074:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05346 provenance "P20261011V3:MEMBER_OF_COLLECTION:P075:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05347 classification "P20261011V3:PRIMARY_STREAM:P075:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 LLM application evaluation offers transferable checker-design ideas, but software acceptance requires software-specific oracles. PRIMARY_STREAM editorial_context e05348 classification "P20261011V3:SECONDARY_STREAM:P075:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 LLM application evaluation offers transferable checker-design ideas, but software acceptance requires software-specific oracles. SECONDARY_STREAM editorial_context e05349 classification "P20261011V3:ADDRESSES_TOPIC:P075:K:Independent verification and oracles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 LLM application evaluation offers transferable checker-design ideas, but software acceptance requires software-specific oracles. ADDRESSES_TOPIC editorial_context e05350 classification "P20261011V3:ADDRESSES_TOPIC:P075:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 LLM application evaluation offers transferable checker-design ideas, but software acceptance requires software-specific oracles. ADDRESSES_TOPIC editorial_context e05351 classification "P20261011V3:ADDRESSES_TOPIC:P075:K:Automation bias and trust" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 LLM application evaluation offers transferable checker-design ideas, but software acceptance requires software-specific oracles. ADDRESSES_TOPIC editorial_context e05352 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P075:C:C07" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 LLM application evaluation offers transferable checker-design ideas, but software acceptance requires software-specific oracles. INFORMS_CHAPTER_PROPOSAL editorial_context e05353 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P075:S:7.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 LLM application evaluation offers transferable checker-design ideas, but software acceptance requires software-specific oracles. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05354 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P075:S:7.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 LLM application evaluation offers transferable checker-design ideas, but software acceptance requires software-specific oracles. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05355 comparison "P20261011V3:EDITORIAL_METHOD_COMPARISON:P075:W084" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Judge calibration connects to self-preference bias, but the W study's dialogue setting differs from software acceptance. EDITORIAL_METHOD_COMPARISON editorial_comparison e05356 comparison "P20261011V3:EDITORIAL_METHOD_COMPARISON:P075:W102" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Independent/cross-model checking still needs an external reference; topical comparison only, not a claimed citation. EDITORIAL_METHOD_COMPARISON editorial_comparison e05357 provenance "P20261011V3:MEMBER_OF_COLLECTION:P076:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05358 classification "P20261011V3:PRIMARY_STREAM:P076:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An availability architecture trades dependency risk against operational cost; it is not an AI-specific ROI study. PRIMARY_STREAM editorial_context e05359 classification "P20261011V3:SECONDARY_STREAM:P076:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An availability architecture trades dependency risk against operational cost; it is not an AI-specific ROI study. SECONDARY_STREAM editorial_context e05360 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P076:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An availability architecture trades dependency risk against operational cost; it is not an AI-specific ROI study. CONTEXTUAL_TOPIC_MAPPING editorial_context e05361 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P076:K:Dependencies and agent supply chain" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An availability architecture trades dependency risk against operational cost; it is not an AI-specific ROI study. CONTEXTUAL_TOPIC_MAPPING editorial_context e05362 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P076:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An availability architecture trades dependency risk against operational cost; it is not an AI-specific ROI study. CONTEXTUAL_TOPIC_MAPPING editorial_context e05363 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P076:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An availability architecture trades dependency risk against operational cost; it is not an AI-specific ROI study. INFORMS_CHAPTER_PROPOSAL editorial_context e05364 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P076:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An availability architecture trades dependency risk against operational cost; it is not an AI-specific ROI study. INFORMS_CHAPTER_PROPOSAL editorial_context e05365 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P076:S:12.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An availability architecture trades dependency risk against operational cost; it is not an AI-specific ROI study. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05366 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P076:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An availability architecture trades dependency risk against operational cost; it is not an AI-specific ROI study. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05367 provenance "P20261011V3:MEMBER_OF_COLLECTION:P077:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05368 classification "P20261011V3:PRIMARY_STREAM:P077:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Accounts from MCP implementers and maintainers explain interface design, integration and trust boundaries. Security is important but not the sole subject; detailed paid content remains unreviewed. PRIMARY_STREAM editorial_context e05369 classification "P20261011V3:SECONDARY_STREAM:P077:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Accounts from MCP implementers and maintainers explain interface design, integration and trust boundaries. Security is important but not the sole subject; detailed paid content remains unreviewed. SECONDARY_STREAM editorial_context e05370 classification "P20261011V3:ADDRESSES_TOPIC:P077:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Accounts from MCP implementers and maintainers explain interface design, integration and trust boundaries. Security is important but not the sole subject; detailed paid content remains unreviewed. ADDRESSES_TOPIC editorial_context e05371 classification "P20261011V3:ADDRESSES_TOPIC:P077:K:Dependencies and agent supply chain" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Accounts from MCP implementers and maintainers explain interface design, integration and trust boundaries. Security is important but not the sole subject; detailed paid content remains unreviewed. ADDRESSES_TOPIC editorial_context e05372 classification "P20261011V3:ADDRESSES_TOPIC:P077:K:Agent context and persistent memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Accounts from MCP implementers and maintainers explain interface design, integration and trust boundaries. Security is important but not the sole subject; detailed paid content remains unreviewed. ADDRESSES_TOPIC editorial_context e05373 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P077:C:C06" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Accounts from MCP implementers and maintainers explain interface design, integration and trust boundaries. Security is important but not the sole subject; detailed paid content remains unreviewed. INFORMS_CHAPTER_PROPOSAL editorial_context e05374 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P077:C:C03" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Accounts from MCP implementers and maintainers explain interface design, integration and trust boundaries. Security is important but not the sole subject; detailed paid content remains unreviewed. INFORMS_CHAPTER_PROPOSAL editorial_context e05375 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P077:S:6.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Accounts from MCP implementers and maintainers explain interface design, integration and trust boundaries. Security is important but not the sole subject; detailed paid content remains unreviewed. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05376 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P077:S:3.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Accounts from MCP implementers and maintainers explain interface design, integration and trust boundaries. Security is important but not the sole subject; detailed paid content remains unreviewed. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05377 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P077:O040" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Real server integrations complement a protocol explanation while requiring separate trust and authorization checks. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05378 provenance "P20261011V3:MEMBER_OF_COLLECTION:P078:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05379 classification "P20261011V3:PRIMARY_STREAM:P078:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-friction guidance connects individual workflow to organizational delivery; a book excerpt is not a fresh experiment. PRIMARY_STREAM editorial_context e05380 classification "P20261011V3:SECONDARY_STREAM:P078:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-friction guidance connects individual workflow to organizational delivery; a book excerpt is not a fresh experiment. SECONDARY_STREAM editorial_context e05381 classification "P20261011V3:ADDRESSES_TOPIC:P078:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-friction guidance connects individual workflow to organizational delivery; a book excerpt is not a fresh experiment. ADDRESSES_TOPIC editorial_context e05382 classification "P20261011V3:ADDRESSES_TOPIC:P078:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-friction guidance connects individual workflow to organizational delivery; a book excerpt is not a fresh experiment. ADDRESSES_TOPIC editorial_context e05383 classification "P20261011V3:ADDRESSES_TOPIC:P078:K:Human cognitive load" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-friction guidance connects individual workflow to organizational delivery; a book excerpt is not a fresh experiment. ADDRESSES_TOPIC editorial_context e05384 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P078:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-friction guidance connects individual workflow to organizational delivery; a book excerpt is not a fresh experiment. INFORMS_CHAPTER_PROPOSAL editorial_context e05385 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P078:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-friction guidance connects individual workflow to organizational delivery; a book excerpt is not a fresh experiment. INFORMS_CHAPTER_PROPOSAL editorial_context e05386 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e05387 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P078:S:2.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-friction guidance connects individual workflow to organizational delivery; a book excerpt is not a fresh experiment. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05388 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P078:S:11.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Developer-friction guidance connects individual workflow to organizational delivery; a book excerpt is not a fresh experiment. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05389 actual "orosz_v5_main" Editorial use, not independent validation chapters/chapter11.tex OROSZ_BOOK_INTEGRATION_v5_20261011 CITED_IN_MANUSCRIPT_OROSZ_CORE ACTUAL_CITATION_PARSED_FROM_LATEX e05390 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P078:W024" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Organizational capability and developer friction contextualize adoption; the excerpt is not another DORA experiment. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05391 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x05521 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05392 provenance "P20261011V3:MEMBER_OF_COLLECTION:P079:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05393 classification "P20261011V3:PRIMARY_STREAM:P079:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Incident-response reporting illustrates operational coordination and learning, without testing AI-generated recovery strategies. PRIMARY_STREAM editorial_context e05394 classification "P20261011V3:SECONDARY_STREAM:P079:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Incident-response reporting illustrates operational coordination and learning, without testing AI-generated recovery strategies. SECONDARY_STREAM editorial_context e05395 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P079:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Incident-response reporting illustrates operational coordination and learning, without testing AI-generated recovery strategies. CONTEXTUAL_TOPIC_MAPPING editorial_context e05396 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P079:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Incident-response reporting illustrates operational coordination and learning, without testing AI-generated recovery strategies. CONTEXTUAL_TOPIC_MAPPING editorial_context e05397 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P079:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Incident-response reporting illustrates operational coordination and learning, without testing AI-generated recovery strategies. INFORMS_CHAPTER_PROPOSAL editorial_context e05398 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P079:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Incident-response reporting illustrates operational coordination and learning, without testing AI-generated recovery strategies. INFORMS_CHAPTER_PROPOSAL editorial_context e05399 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P079:S:11.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Incident-response reporting illustrates operational coordination and learning, without testing AI-generated recovery strategies. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05400 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P079:S:5.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Incident-response reporting illustrates operational coordination and learning, without testing AI-generated recovery strategies. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05401 dependency "P20261011V3:REVISITS_SAME_REPORTED_INCIDENT:P079:P067" SHARED_REPORTING_OR_REUSE_NOT_ASSERTED_EXACT_URL not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Inside response account and earlier cause discussion concern the same October 2025 AWS outage; not two incidents. REVISITS_SAME_REPORTED_INCIDENT source_dependency e05402 provenance "P20261011V3:MEMBER_OF_COLLECTION:P080:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05403 classification "P20261011V3:PRIMARY_STREAM:P080:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Changed code-production practices redistribute work and identity while retaining the need for understanding. PRIMARY_STREAM editorial_context e05404 classification "P20261011V3:SECONDARY_STREAM:P080:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Changed code-production practices redistribute work and identity while retaining the need for understanding. SECONDARY_STREAM editorial_context e05405 classification "P20261011V3:ADDRESSES_TOPIC:P080:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Changed code-production practices redistribute work and identity while retaining the need for understanding. ADDRESSES_TOPIC editorial_context e05406 classification "P20261011V3:ADDRESSES_TOPIC:P080:K:System understanding and rationale" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Changed code-production practices redistribute work and identity while retaining the need for understanding. ADDRESSES_TOPIC editorial_context e05407 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P080:C:C01" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Changed code-production practices redistribute work and identity while retaining the need for understanding. INFORMS_CHAPTER_PROPOSAL editorial_context e05408 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P080:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Changed code-production practices redistribute work and identity while retaining the need for understanding. INFORMS_CHAPTER_PROPOSAL editorial_context e05409 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P080:S:1.3" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Changed code-production practices redistribute work and identity while retaining the need for understanding. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05410 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P080:S:10.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Changed code-production practices redistribute work and identity while retaining the need for understanding. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05411 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P080:O005" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Human judgment can move toward scope and acceptance even when less code is written manually. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05412 provenance "P20261011V3:MEMBER_OF_COLLECTION:P081:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05413 classification "P20261011V3:PRIMARY_STREAM:P081:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Design-system architecture, component reuse and ownership are general software-engineering concerns. A secondary AI-assisted-development section offers context, not an AI-specific controlled comparison. PRIMARY_STREAM editorial_context e05414 classification "P20261011V3:SECONDARY_STREAM:P081:T:System knowledge & memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Design-system architecture, component reuse and ownership are general software-engineering concerns. A secondary AI-assisted-development section offers context, not an AI-specific controlled comparison. SECONDARY_STREAM editorial_context e05415 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P081:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Design-system architecture, component reuse and ownership are general software-engineering concerns. A secondary AI-assisted-development section offers context, not an AI-specific controlled comparison. CONTEXTUAL_TOPIC_MAPPING editorial_context e05416 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P081:K:Code reuse and duplication" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Design-system architecture, component reuse and ownership are general software-engineering concerns. A secondary AI-assisted-development section offers context, not an AI-specific controlled comparison. CONTEXTUAL_TOPIC_MAPPING editorial_context e05417 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P081:K:Agent context and persistent memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Design-system architecture, component reuse and ownership are general software-engineering concerns. A secondary AI-assisted-development section offers context, not an AI-specific controlled comparison. CONTEXTUAL_TOPIC_MAPPING editorial_context e05418 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P081:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Design-system architecture, component reuse and ownership are general software-engineering concerns. A secondary AI-assisted-development section offers context, not an AI-specific controlled comparison. INFORMS_CHAPTER_PROPOSAL editorial_context e05419 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P081:C:C09" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Design-system architecture, component reuse and ownership are general software-engineering concerns. A secondary AI-assisted-development section offers context, not an AI-specific controlled comparison. INFORMS_CHAPTER_PROPOSAL editorial_context e05420 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P081:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Design-system architecture, component reuse and ownership are general software-engineering concerns. A secondary AI-assisted-development section offers context, not an AI-specific controlled comparison. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05421 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P081:S:9.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Design-system architecture, component reuse and ownership are general software-engineering concerns. A secondary AI-assisted-development section offers context, not an AI-specific controlled comparison. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05422 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P081:O018" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reusable design constraints can help specifications, without making generated specifications authorized intentions. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05423 provenance "P20261011V3:MEMBER_OF_COLLECTION:P082:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05424 classification "P20261011V3:PRIMARY_STREAM:P082:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Good error behavior links product intention to observable contracts and failure handling. PRIMARY_STREAM editorial_context e05425 classification "P20261011V3:SECONDARY_STREAM:P082:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Good error behavior links product intention to observable contracts and failure handling. SECONDARY_STREAM editorial_context e05426 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P082:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Good error behavior links product intention to observable contracts and failure handling. CONTEXTUAL_TOPIC_MAPPING editorial_context e05427 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P082:K:Independent verification and oracles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Good error behavior links product intention to observable contracts and failure handling. CONTEXTUAL_TOPIC_MAPPING editorial_context e05428 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P082:C:C04" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Good error behavior links product intention to observable contracts and failure handling. INFORMS_CHAPTER_PROPOSAL editorial_context e05429 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e05430 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P082:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Good error behavior links product intention to observable contracts and failure handling. INFORMS_CHAPTER_PROPOSAL editorial_context e05431 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P082:S:4.3" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Good error behavior links product intention to observable contracts and failure handling. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05432 actual "orosz_v5_main" Editorial use, not independent validation chapters/chapter04.tex OROSZ_BOOK_INTEGRATION_v5_20261011 CITED_IN_MANUSCRIPT_OROSZ_CORE ACTUAL_CITATION_PARSED_FROM_LATEX e05433 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P082:S:5.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Good error behavior links product intention to observable contracts and failure handling. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05434 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x05565 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05435 provenance "P20261011V3:MEMBER_OF_COLLECTION:P083:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05436 classification "P20261011V3:PRIMARY_STREAM:P083:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A disclosed family-linked startup case illustrates adoption and workload redistribution, not a neutral representative sample. PRIMARY_STREAM editorial_context e05437 classification "P20261011V3:SECONDARY_STREAM:P083:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A disclosed family-linked startup case illustrates adoption and workload redistribution, not a neutral representative sample. SECONDARY_STREAM editorial_context e05438 classification "P20261011V3:ADDRESSES_TOPIC:P083:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A disclosed family-linked startup case illustrates adoption and workload redistribution, not a neutral representative sample. ADDRESSES_TOPIC editorial_context e05439 classification "P20261011V3:ADDRESSES_TOPIC:P083:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A disclosed family-linked startup case illustrates adoption and workload redistribution, not a neutral representative sample. ADDRESSES_TOPIC editorial_context e05440 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P083:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A disclosed family-linked startup case illustrates adoption and workload redistribution, not a neutral representative sample. INFORMS_CHAPTER_PROPOSAL editorial_context e05441 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P083:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A disclosed family-linked startup case illustrates adoption and workload redistribution, not a neutral representative sample. INFORMS_CHAPTER_PROPOSAL editorial_context e05442 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P083:S:11.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A disclosed family-linked startup case illustrates adoption and workload redistribution, not a neutral representative sample. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05443 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P083:S:2.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A disclosed family-linked startup case illustrates adoption and workload redistribution, not a neutral representative sample. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05444 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P083:W007" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Context-specific adoption accounts cannot be pooled as universal enterprise effects. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05445 provenance "P20261011V3:MEMBER_OF_COLLECTION:P084:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05446 classification "P20261011V3:PRIMARY_STREAM:P084:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The personal build-versus-buy experiment has a narrow scope; the headline omits long-term maintenance and service equivalence. PRIMARY_STREAM editorial_context e05447 classification "P20261011V3:SECONDARY_STREAM:P084:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The personal build-versus-buy experiment has a narrow scope; the headline omits long-term maintenance and service equivalence. SECONDARY_STREAM editorial_context e05448 classification "P20261011V3:ADDRESSES_TOPIC:P084:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The personal build-versus-buy experiment has a narrow scope; the headline omits long-term maintenance and service equivalence. ADDRESSES_TOPIC editorial_context e05449 classification "P20261011V3:ADDRESSES_TOPIC:P084:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The personal build-versus-buy experiment has a narrow scope; the headline omits long-term maintenance and service equivalence. ADDRESSES_TOPIC editorial_context e05450 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P084:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The personal build-versus-buy experiment has a narrow scope; the headline omits long-term maintenance and service equivalence. INFORMS_CHAPTER_PROPOSAL editorial_context e05451 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e05452 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P084:S:12.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The personal build-versus-buy experiment has a narrow scope; the headline omits long-term maintenance and service equivalence. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05453 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P084:S:12.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The personal build-versus-buy experiment has a narrow scope; the headline omits long-term maintenance and service equivalence. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05454 actual "orosz_v5_main" Editorial use, not independent validation chapters/chapter12.tex OROSZ_BOOK_INTEGRATION_v5_20261011 CITED_IN_MANUSCRIPT_OROSZ_CORE ACTUAL_CITATION_PARSED_FROM_LATEX e05455 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P084:O045" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A small personal build-versus-buy example illustrates, but does not establish, Osmani's personal-software market hypothesis. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05456 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P084:W145" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The headline implementation time omits lifecycle costs required by an ROI assessment. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05457 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x05589 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05458 provenance "P20261011V3:MEMBER_OF_COLLECTION:P085:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05459 classification "P20261011V3:PRIMARY_STREAM:P085:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Choosing coding tools requires fit-for-purpose evaluation; this is procurement/evaluation rather than primarily code review. PRIMARY_STREAM editorial_context e05460 classification "P20261011V3:SECONDARY_STREAM:P085:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Choosing coding tools requires fit-for-purpose evaluation; this is procurement/evaluation rather than primarily code review. SECONDARY_STREAM editorial_context e05461 classification "P20261011V3:ADDRESSES_TOPIC:P085:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Choosing coding tools requires fit-for-purpose evaluation; this is procurement/evaluation rather than primarily code review. ADDRESSES_TOPIC editorial_context e05462 classification "P20261011V3:ADDRESSES_TOPIC:P085:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Choosing coding tools requires fit-for-purpose evaluation; this is procurement/evaluation rather than primarily code review. ADDRESSES_TOPIC editorial_context e05463 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P085:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Choosing coding tools requires fit-for-purpose evaluation; this is procurement/evaluation rather than primarily code review. INFORMS_CHAPTER_PROPOSAL editorial_context e05464 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P085:C:C03" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Choosing coding tools requires fit-for-purpose evaluation; this is procurement/evaluation rather than primarily code review. INFORMS_CHAPTER_PROPOSAL editorial_context e05465 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P085:S:2.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Choosing coding tools requires fit-for-purpose evaluation; this is procurement/evaluation rather than primarily code review. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05466 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P085:S:3.9" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Choosing coding tools requires fit-for-purpose evaluation; this is procurement/evaluation rather than primarily code review. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05467 comparison "P20261011V3:EDITORIAL_METHOD_COMPARISON:P085:W008" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A controlled coding-task design is a methodological comparator for vendor evaluation, not evidence that these company selections were randomized. EDITORIAL_METHOD_COMPARISON editorial_comparison e05468 provenance "P20261011V3:MEMBER_OF_COLLECTION:P086:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05469 classification "P20261011V3:PRIMARY_STREAM:P086:T:What agents can do" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Yegge's levels and forecasts describe a practitioner's model of agent work, not a validated maturity scale. PRIMARY_STREAM editorial_context e05470 classification "P20261011V3:SECONDARY_STREAM:P086:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Yegge's levels and forecasts describe a practitioner's model of agent work, not a validated maturity scale. SECONDARY_STREAM editorial_context e05471 classification "P20261011V3:ADDRESSES_TOPIC:P086:K:Long-running agent execution" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Yegge's levels and forecasts describe a practitioner's model of agent work, not a validated maturity scale. ADDRESSES_TOPIC editorial_context e05472 classification "P20261011V3:ADDRESSES_TOPIC:P086:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Yegge's levels and forecasts describe a practitioner's model of agent work, not a validated maturity scale. ADDRESSES_TOPIC editorial_context e05473 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P086:C:C03" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Yegge's levels and forecasts describe a practitioner's model of agent work, not a validated maturity scale. INFORMS_CHAPTER_PROPOSAL editorial_context e05474 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P086:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Yegge's levels and forecasts describe a practitioner's model of agent work, not a validated maturity scale. INFORMS_CHAPTER_PROPOSAL editorial_context e05475 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P086:S:3.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Yegge's levels and forecasts describe a practitioner's model of agent work, not a validated maturity scale. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05476 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P086:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Yegge's levels and forecasts describe a practitioner's model of agent work, not a validated maturity scale. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05477 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P086:O010" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Yegge's stages and Osmani's axes are different practitioner frameworks; do not equate level labels or validation. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05478 provenance "P20261011V3:MEMBER_OF_COLLECTION:P087:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05479 classification "P20261011V3:PRIMARY_STREAM:P087:T:What agents can do" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Codex case explains tool and verification design; vendor reports are not independent evaluations. PRIMARY_STREAM editorial_context e05480 classification "P20261011V3:SECONDARY_STREAM:P087:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Codex case explains tool and verification design; vendor reports are not independent evaluations. SECONDARY_STREAM editorial_context e05481 classification "P20261011V3:ADDRESSES_TOPIC:P087:K:Long-running agent execution" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Codex case explains tool and verification design; vendor reports are not independent evaluations. ADDRESSES_TOPIC editorial_context e05482 classification "P20261011V3:ADDRESSES_TOPIC:P087:K:Independent verification and oracles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Codex case explains tool and verification design; vendor reports are not independent evaluations. ADDRESSES_TOPIC editorial_context e05483 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P087:C:C03" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Codex case explains tool and verification design; vendor reports are not independent evaluations. INFORMS_CHAPTER_PROPOSAL editorial_context e05484 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P087:C:C07" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Codex case explains tool and verification design; vendor reports are not independent evaluations. INFORMS_CHAPTER_PROPOSAL editorial_context e05485 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P087:S:3.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Codex case explains tool and verification design; vendor reports are not independent evaluations. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05486 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P087:S:7.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Codex case explains tool and verification design; vendor reports are not independent evaluations. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05487 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P087:W095" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Harness capabilities need lifecycle verification and cost accounting beyond successful generation. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05488 provenance "P20261011V3:MEMBER_OF_COLLECTION:P088:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05489 classification "P20261011V3:PRIMARY_STREAM:P088:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Conference forecasts concern potential changes in engineering roles; they should remain forecasts. PRIMARY_STREAM editorial_context e05490 classification "P20261011V3:SECONDARY_STREAM:P088:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Conference forecasts concern potential changes in engineering roles; they should remain forecasts. SECONDARY_STREAM editorial_context e05491 classification "P20261011V3:ADDRESSES_TOPIC:P088:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Conference forecasts concern potential changes in engineering roles; they should remain forecasts. ADDRESSES_TOPIC editorial_context e05492 classification "P20261011V3:ADDRESSES_TOPIC:P088:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Conference forecasts concern potential changes in engineering roles; they should remain forecasts. ADDRESSES_TOPIC editorial_context e05493 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P088:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Conference forecasts concern potential changes in engineering roles; they should remain forecasts. INFORMS_CHAPTER_PROPOSAL editorial_context e05494 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P088:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Conference forecasts concern potential changes in engineering roles; they should remain forecasts. INFORMS_CHAPTER_PROPOSAL editorial_context e05495 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P088:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Conference forecasts concern potential changes in engineering roles; they should remain forecasts. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05496 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P088:S:12.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Conference forecasts concern potential changes in engineering roles; they should remain forecasts. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05497 provenance "P20261011V3:MEMBER_OF_COLLECTION:P089:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05498 classification "P20261011V3:PRIMARY_STREAM:P089:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The reader survey measures reported usage and sentiment, not causal productivity or population-wide adoption. PRIMARY_STREAM editorial_context e05499 classification "P20261011V3:SECONDARY_STREAM:P089:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The reader survey measures reported usage and sentiment, not causal productivity or population-wide adoption. SECONDARY_STREAM editorial_context e05500 classification "P20261011V3:ADDRESSES_TOPIC:P089:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The reader survey measures reported usage and sentiment, not causal productivity or population-wide adoption. ADDRESSES_TOPIC editorial_context e05501 classification "P20261011V3:ADDRESSES_TOPIC:P089:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The reader survey measures reported usage and sentiment, not causal productivity or population-wide adoption. ADDRESSES_TOPIC editorial_context e05502 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P089:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The reader survey measures reported usage and sentiment, not causal productivity or population-wide adoption. INFORMS_CHAPTER_PROPOSAL editorial_context e05503 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P089:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The reader survey measures reported usage and sentiment, not causal productivity or population-wide adoption. INFORMS_CHAPTER_PROPOSAL editorial_context e05504 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P089:S:2.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The reader survey measures reported usage and sentiment, not causal productivity or population-wide adoption. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05505 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P089:S:11.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The reader survey measures reported usage and sentiment, not causal productivity or population-wide adoption. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05506 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P089:DATA:P:AI_SURVEY_2026" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Voluntary reader sample; self-reported adoption, cost and attitudes; same cohort across three articles. Role/tool associations are not causal estimates or matched-panel changes. Numerical denominator and supplement-version issues are recorded separately. USES_SHARED_SOURCE_DATA source_dependency e05507 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P089:W020" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Both kinds of self-report need selection and recall cautions; datasets and populations remain distinct. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05508 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x05641 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05509 provenance "P20261011V3:MEMBER_OF_COLLECTION:P090:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05510 classification "P20261011V3:PRIMARY_STREAM:P090:T:System knowledge & memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Uber's internal integration and company context are operational conditions that limit transfer of reported results. PRIMARY_STREAM editorial_context e05511 classification "P20261011V3:SECONDARY_STREAM:P090:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Uber's internal integration and company context are operational conditions that limit transfer of reported results. SECONDARY_STREAM editorial_context e05512 classification "P20261011V3:ADDRESSES_TOPIC:P090:K:Agent context and persistent memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Uber's internal integration and company context are operational conditions that limit transfer of reported results. ADDRESSES_TOPIC editorial_context e05513 classification "P20261011V3:ADDRESSES_TOPIC:P090:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Uber's internal integration and company context are operational conditions that limit transfer of reported results. ADDRESSES_TOPIC editorial_context e05514 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P090:C:C09" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Uber's internal integration and company context are operational conditions that limit transfer of reported results. INFORMS_CHAPTER_PROPOSAL editorial_context e05515 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P090:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Uber's internal integration and company context are operational conditions that limit transfer of reported results. INFORMS_CHAPTER_PROPOSAL editorial_context e05516 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P090:S:9.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Uber's internal integration and company context are operational conditions that limit transfer of reported results. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05517 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P090:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Uber's internal integration and company context are operational conditions that limit transfer of reported results. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05518 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P090:O002" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Internal company context and delegation boundaries are important in established codebases; case reports are not causal evidence. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05519 provenance "P20261011V3:MEMBER_OF_COLLECTION:P091:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05520 classification "P20261011V3:PRIMARY_STREAM:P091:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis highlights downstream cleanup and review load rather than equating more generated changes with more value. PRIMARY_STREAM editorial_context e05521 classification "P20261011V3:SECONDARY_STREAM:P091:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis highlights downstream cleanup and review load rather than equating more generated changes with more value. SECONDARY_STREAM editorial_context e05522 classification "P20261011V3:ADDRESSES_TOPIC:P091:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis highlights downstream cleanup and review load rather than equating more generated changes with more value. ADDRESSES_TOPIC editorial_context e05523 classification "P20261011V3:ADDRESSES_TOPIC:P091:K:Technical debt and complexity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis highlights downstream cleanup and review load rather than equating more generated changes with more value. ADDRESSES_TOPIC editorial_context e05524 classification "P20261011V3:ADDRESSES_TOPIC:P091:K:Review capacity and maintainers" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis highlights downstream cleanup and review load rather than equating more generated changes with more value. ADDRESSES_TOPIC editorial_context e05525 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P091:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis highlights downstream cleanup and review load rather than equating more generated changes with more value. INFORMS_CHAPTER_PROPOSAL editorial_context e05526 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P091:C:C08" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis highlights downstream cleanup and review load rather than equating more generated changes with more value. INFORMS_CHAPTER_PROPOSAL editorial_context e05527 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P091:S:2.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis highlights downstream cleanup and review load rather than equating more generated changes with more value. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05528 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P091:S:8.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The synthesis highlights downstream cleanup and review load rather than equating more generated changes with more value. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05529 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P091:W004" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Velocity and accumulated complexity can diverge; the synthesis does not resolve confounding in the underlying observational research. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05530 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P091:W010" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Higher pull-request activity is not automatically more shipped value. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05531 provenance "P20261011V3:MEMBER_OF_COLLECTION:P092:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05532 classification "P20261011V3:PRIMARY_STREAM:P092:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A standout engineer's experience motivates judgment and context; '10x' is not a measured effect size. PRIMARY_STREAM editorial_context e05533 classification "P20261011V3:SECONDARY_STREAM:P092:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A standout engineer's experience motivates judgment and context; '10x' is not a measured effect size. SECONDARY_STREAM editorial_context e05534 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P092:K:System understanding and rationale" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A standout engineer's experience motivates judgment and context; '10x' is not a measured effect size. CONTEXTUAL_TOPIC_MAPPING editorial_context e05535 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P092:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A standout engineer's experience motivates judgment and context; '10x' is not a measured effect size. CONTEXTUAL_TOPIC_MAPPING editorial_context e05536 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P092:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A standout engineer's experience motivates judgment and context; '10x' is not a measured effect size. INFORMS_CHAPTER_PROPOSAL editorial_context e05537 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P092:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A standout engineer's experience motivates judgment and context; '10x' is not a measured effect size. INFORMS_CHAPTER_PROPOSAL editorial_context e05538 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P092:S:10.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A standout engineer's experience motivates judgment and context; '10x' is not a measured effect size. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05539 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P092:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A standout engineer's experience motivates judgment and context; '10x' is not a measured effect size. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05540 provenance "P20261011V3:MEMBER_OF_COLLECTION:P093:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05541 classification "P20261011V3:PRIMARY_STREAM:P093:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A small set of dissatisfied accounts qualifies FDE enthusiasm; it does not estimate role-wide job satisfaction. PRIMARY_STREAM editorial_context e05542 classification "P20261011V3:SECONDARY_STREAM:P093:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A small set of dissatisfied accounts qualifies FDE enthusiasm; it does not estimate role-wide job satisfaction. SECONDARY_STREAM editorial_context e05543 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P093:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A small set of dissatisfied accounts qualifies FDE enthusiasm; it does not estimate role-wide job satisfaction. CONTEXTUAL_TOPIC_MAPPING editorial_context e05544 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P093:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A small set of dissatisfied accounts qualifies FDE enthusiasm; it does not estimate role-wide job satisfaction. CONTEXTUAL_TOPIC_MAPPING editorial_context e05545 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P093:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A small set of dissatisfied accounts qualifies FDE enthusiasm; it does not estimate role-wide job satisfaction. INFORMS_CHAPTER_PROPOSAL editorial_context e05546 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P093:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A small set of dissatisfied accounts qualifies FDE enthusiasm; it does not estimate role-wide job satisfaction. INFORMS_CHAPTER_PROPOSAL editorial_context e05547 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P093:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A small set of dissatisfied accounts qualifies FDE enthusiasm; it does not estimate role-wide job satisfaction. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05548 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P093:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A small set of dissatisfied accounts qualifies FDE enthusiasm; it does not estimate role-wide job satisfaction. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05549 audit "P20261011V3:QUALIFIES_PRIOR_REPORTING:P093:P054" SHARED_REPORTING_OR_REUSE_NOT_ASSERTED_EXACT_URL not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Later FDE desirability reporting qualifies the earlier role-demand account; observations differ in time and scope. QUALIFIES_PRIOR_REPORTING source_dependency e05550 provenance "P20261011V3:MEMBER_OF_COLLECTION:P094:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05551 classification "P20261011V3:PRIMARY_STREAM:P094:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Inference serving is engineering of AI infrastructure, distinct from using AI to generate application code. PRIMARY_STREAM editorial_context e05552 classification "P20261011V3:SECONDARY_STREAM:P094:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Inference serving is engineering of AI infrastructure, distinct from using AI to generate application code. SECONDARY_STREAM editorial_context e05553 classification "P20261011V3:ADDRESSES_TOPIC:P094:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Inference serving is engineering of AI infrastructure, distinct from using AI to generate application code. ADDRESSES_TOPIC editorial_context e05554 classification "P20261011V3:ADDRESSES_TOPIC:P094:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Inference serving is engineering of AI infrastructure, distinct from using AI to generate application code. ADDRESSES_TOPIC editorial_context e05555 classification "P20261011V3:ADDRESSES_TOPIC:P094:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Inference serving is engineering of AI infrastructure, distinct from using AI to generate application code. ADDRESSES_TOPIC editorial_context e05556 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P094:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Inference serving is engineering of AI infrastructure, distinct from using AI to generate application code. INFORMS_CHAPTER_PROPOSAL editorial_context e05557 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P094:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Inference serving is engineering of AI infrastructure, distinct from using AI to generate application code. INFORMS_CHAPTER_PROPOSAL editorial_context e05558 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P094:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Inference serving is engineering of AI infrastructure, distinct from using AI to generate application code. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05559 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P094:S:12.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Inference serving is engineering of AI infrastructure, distinct from using AI to generate application code. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05560 provenance "P20261011V3:MEMBER_OF_COLLECTION:P095:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05561 classification "P20261011V3:PRIMARY_STREAM:P095:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Cost and identity findings extend the shared 2026 survey; editorial respondent categories are not validated competence measures. PRIMARY_STREAM editorial_context e05562 classification "P20261011V3:SECONDARY_STREAM:P095:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Cost and identity findings extend the shared 2026 survey; editorial respondent categories are not validated competence measures. SECONDARY_STREAM editorial_context e05563 classification "P20261011V3:ADDRESSES_TOPIC:P095:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Cost and identity findings extend the shared 2026 survey; editorial respondent categories are not validated competence measures. ADDRESSES_TOPIC editorial_context e05564 classification "P20261011V3:ADDRESSES_TOPIC:P095:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Cost and identity findings extend the shared 2026 survey; editorial respondent categories are not validated competence measures. ADDRESSES_TOPIC editorial_context e05565 classification "P20261011V3:ADDRESSES_TOPIC:P095:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Cost and identity findings extend the shared 2026 survey; editorial respondent categories are not validated competence measures. ADDRESSES_TOPIC editorial_context e05566 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P095:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Cost and identity findings extend the shared 2026 survey; editorial respondent categories are not validated competence measures. INFORMS_CHAPTER_PROPOSAL editorial_context e05567 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P095:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Cost and identity findings extend the shared 2026 survey; editorial respondent categories are not validated competence measures. INFORMS_CHAPTER_PROPOSAL editorial_context e05568 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P095:S:12.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Cost and identity findings extend the shared 2026 survey; editorial respondent categories are not validated competence measures. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05569 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P095:S:11.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Cost and identity findings extend the shared 2026 survey; editorial respondent categories are not validated competence measures. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05570 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P095:DATA:P:AI_SURVEY_2026" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Voluntary reader sample; self-reported adoption, cost and attitudes; same cohort across three articles. Role/tool associations are not causal estimates or matched-panel changes. Numerical denominator and supplement-version issues are recorded separately. USES_SHARED_SOURCE_DATA source_dependency e05571 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P095:O045" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Cost and identity survey responses can contextualize personal-software hypotheses without establishing market-wide welfare effects. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05572 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x05706 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05573 provenance "P20261011V3:MEMBER_OF_COLLECTION:P096:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05574 classification "P20261011V3:PRIMARY_STREAM:P096:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Experienced interviewer guidance concerns assessment quality, not a controlled test of interview validity. PRIMARY_STREAM editorial_context e05575 classification "P20261011V3:SECONDARY_STREAM:P096:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Experienced interviewer guidance concerns assessment quality, not a controlled test of interview validity. SECONDARY_STREAM editorial_context e05576 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P096:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Experienced interviewer guidance concerns assessment quality, not a controlled test of interview validity. CONTEXTUAL_TOPIC_MAPPING editorial_context e05577 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P096:K:Skills formation and teaching" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Experienced interviewer guidance concerns assessment quality, not a controlled test of interview validity. CONTEXTUAL_TOPIC_MAPPING editorial_context e05578 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P096:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Experienced interviewer guidance concerns assessment quality, not a controlled test of interview validity. INFORMS_CHAPTER_PROPOSAL editorial_context e05579 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P096:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Experienced interviewer guidance concerns assessment quality, not a controlled test of interview validity. INFORMS_CHAPTER_PROPOSAL editorial_context e05580 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P096:S:10.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Experienced interviewer guidance concerns assessment quality, not a controlled test of interview validity. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05581 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P096:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Experienced interviewer guidance concerns assessment quality, not a controlled test of interview validity. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05582 provenance "P20261011V3:MEMBER_OF_COLLECTION:P097:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05583 classification "P20261011V3:PRIMARY_STREAM:P097:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Operating-system AI plans concern platform integration and trust; planned features are not completed security evaluations. PRIMARY_STREAM editorial_context e05584 classification "P20261011V3:SECONDARY_STREAM:P097:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Operating-system AI plans concern platform integration and trust; planned features are not completed security evaluations. SECONDARY_STREAM editorial_context e05585 classification "P20261011V3:ADDRESSES_TOPIC:P097:K:Dependencies and agent supply chain" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Operating-system AI plans concern platform integration and trust; planned features are not completed security evaluations. ADDRESSES_TOPIC editorial_context e05586 classification "P20261011V3:ADDRESSES_TOPIC:P097:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Operating-system AI plans concern platform integration and trust; planned features are not completed security evaluations. ADDRESSES_TOPIC editorial_context e05587 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P097:C:C06" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Operating-system AI plans concern platform integration and trust; planned features are not completed security evaluations. INFORMS_CHAPTER_PROPOSAL editorial_context e05588 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P097:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Operating-system AI plans concern platform integration and trust; planned features are not completed security evaluations. INFORMS_CHAPTER_PROPOSAL editorial_context e05589 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P097:S:6.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Operating-system AI plans concern platform integration and trust; planned features are not completed security evaluations. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05590 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P097:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Operating-system AI plans concern platform integration and trust; planned features are not completed security evaluations. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05591 provenance "P20261011V3:MEMBER_OF_COLLECTION:P098:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05592 classification "P20261011V3:PRIMARY_STREAM:P098:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The guest excerpts connect cloud choices and professional ethics to organizational constraints; credit the book's authors. PRIMARY_STREAM editorial_context e05593 classification "P20261011V3:SECONDARY_STREAM:P098:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The guest excerpts connect cloud choices and professional ethics to organizational constraints; credit the book's authors. SECONDARY_STREAM editorial_context e05594 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P098:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The guest excerpts connect cloud choices and professional ethics to organizational constraints; credit the book's authors. CONTEXTUAL_TOPIC_MAPPING editorial_context e05595 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P098:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The guest excerpts connect cloud choices and professional ethics to organizational constraints; credit the book's authors. CONTEXTUAL_TOPIC_MAPPING editorial_context e05596 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P098:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The guest excerpts connect cloud choices and professional ethics to organizational constraints; credit the book's authors. CONTEXTUAL_TOPIC_MAPPING editorial_context e05597 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P098:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The guest excerpts connect cloud choices and professional ethics to organizational constraints; credit the book's authors. INFORMS_CHAPTER_PROPOSAL editorial_context e05598 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P098:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The guest excerpts connect cloud choices and professional ethics to organizational constraints; credit the book's authors. INFORMS_CHAPTER_PROPOSAL editorial_context e05599 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P098:S:12.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The guest excerpts connect cloud choices and professional ethics to organizational constraints; credit the book's authors. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05600 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P098:S:11.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The guest excerpts connect cloud choices and professional ethics to organizational constraints; credit the book's authors. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05601 provenance "P20261011V3:MEMBER_OF_COLLECTION:P099:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05602 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P099:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The acquisition announcement records a later financial relationship relevant to source provenance, not new compensation research. CONTEXTUAL_TOPIC_MAPPING editorial_context e05603 provenance "P20261011V3:MEMBER_OF_COLLECTION:P100:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05604 classification "P20261011V3:PRIMARY_STREAM:P100:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Brooks's conceptual distinction helps separate code-production acceleration from fundamental design and coordination difficulty. PRIMARY_STREAM editorial_context e05605 classification "P20261011V3:SECONDARY_STREAM:P100:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Brooks's conceptual distinction helps separate code-production acceleration from fundamental design and coordination difficulty. SECONDARY_STREAM editorial_context e05606 classification "P20261011V3:ADDRESSES_TOPIC:P100:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Brooks's conceptual distinction helps separate code-production acceleration from fundamental design and coordination difficulty. ADDRESSES_TOPIC editorial_context e05607 classification "P20261011V3:ADDRESSES_TOPIC:P100:K:Technical debt and complexity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Brooks's conceptual distinction helps separate code-production acceleration from fundamental design and coordination difficulty. ADDRESSES_TOPIC editorial_context e05608 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P100:C:C01" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Brooks's conceptual distinction helps separate code-production acceleration from fundamental design and coordination difficulty. INFORMS_CHAPTER_PROPOSAL editorial_context e05609 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P100:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Brooks's conceptual distinction helps separate code-production acceleration from fundamental design and coordination difficulty. INFORMS_CHAPTER_PROPOSAL editorial_context e05610 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P100:S:1.3" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Brooks's conceptual distinction helps separate code-production acceleration from fundamental design and coordination difficulty. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05611 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P100:S:2.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Brooks's conceptual distinction helps separate code-production acceleration from fundamental design and coordination difficulty. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05612 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P100:O049" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Both distinguish rapid implementation from persistent design and completion difficulty; neither establishes a universal percentage. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05613 provenance "P20261011V3:MEMBER_OF_COLLECTION:P101:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05614 classification "P20261011V3:PRIMARY_STREAM:P101:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The same 2026 survey links reported adoption with learning and maintenance concerns, not measured retained skill. PRIMARY_STREAM editorial_context e05615 classification "P20261011V3:SECONDARY_STREAM:P101:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The same 2026 survey links reported adoption with learning and maintenance concerns, not measured retained skill. SECONDARY_STREAM editorial_context e05616 classification "P20261011V3:ADDRESSES_TOPIC:P101:K:Cognitive offloading and skill debt" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The same 2026 survey links reported adoption with learning and maintenance concerns, not measured retained skill. ADDRESSES_TOPIC editorial_context e05617 classification "P20261011V3:ADDRESSES_TOPIC:P101:K:Technical debt and complexity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The same 2026 survey links reported adoption with learning and maintenance concerns, not measured retained skill. ADDRESSES_TOPIC editorial_context e05618 classification "P20261011V3:ADDRESSES_TOPIC:P101:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The same 2026 survey links reported adoption with learning and maintenance concerns, not measured retained skill. ADDRESSES_TOPIC editorial_context e05619 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P101:C:C10" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The same 2026 survey links reported adoption with learning and maintenance concerns, not measured retained skill. INFORMS_CHAPTER_PROPOSAL editorial_context e05620 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P101:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The same 2026 survey links reported adoption with learning and maintenance concerns, not measured retained skill. INFORMS_CHAPTER_PROPOSAL editorial_context e05621 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P101:S:10.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The same 2026 survey links reported adoption with learning and maintenance concerns, not measured retained skill. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05622 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P101:S:5.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The same 2026 survey links reported adoption with learning and maintenance concerns, not measured retained skill. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05623 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P101:DATA:P:AI_SURVEY_2026" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Voluntary reader sample; self-reported adoption, cost and attitudes; same cohort across three articles. Role/tool associations are not causal estimates or matched-panel changes. Numerical denominator and supplement-version issues are recorded separately. USES_SHARED_SOURCE_DATA source_dependency e05624 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P101:W117" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported cognitive load and maintenance concerns are not direct measurements of retained skill or causal cognitive offloading. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05625 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P101:W154" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Comprehension debt is distinct from technical debt; respondent sentiment is not a calibrated comprehension measure. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05626 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x05761 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05627 provenance "P20261011V3:MEMBER_OF_COLLECTION:P102:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05628 classification "P20261011V3:PRIMARY_STREAM:P102:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The market report combines heterogeneous indicators and requires separating correlation, coverage and causation. PRIMARY_STREAM editorial_context e05629 classification "P20261011V3:SECONDARY_STREAM:P102:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The market report combines heterogeneous indicators and requires separating correlation, coverage and causation. SECONDARY_STREAM editorial_context e05630 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P102:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The market report combines heterogeneous indicators and requires separating correlation, coverage and causation. CONTEXTUAL_TOPIC_MAPPING editorial_context e05631 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P102:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The market report combines heterogeneous indicators and requires separating correlation, coverage and causation. CONTEXTUAL_TOPIC_MAPPING editorial_context e05632 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P102:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The market report combines heterogeneous indicators and requires separating correlation, coverage and causation. INFORMS_CHAPTER_PROPOSAL editorial_context e05633 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P102:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The market report combines heterogeneous indicators and requires separating correlation, coverage and causation. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05634 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P102:S:12.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The market report combines heterogeneous indicators and requires separating correlation, coverage and causation. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05635 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P102:W142" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Labor-market weakening has competing explanations; the industry report is not independent identification of an AI effect. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05636 provenance "P20261011V3:MEMBER_OF_COLLECTION:P103:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_MINIMAL_METADATA P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05637 classification "P20261011V3:PRIMARY_STREAM:P103:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_MINIMAL_METADATA P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Only a short introduction is accessible; retain a provisional stream without inferring detailed methods, findings or section mappings. PRIMARY_STREAM editorial_context e05638 provenance "P20261011V3:MEMBER_OF_COLLECTION:P104:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05639 classification "P20261011V3:PRIMARY_STREAM:P104:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Specialty and seniority indicators describe uneven demand, not a single estimated effect of AI on labor. PRIMARY_STREAM editorial_context e05640 classification "P20261011V3:SECONDARY_STREAM:P104:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Specialty and seniority indicators describe uneven demand, not a single estimated effect of AI on labor. SECONDARY_STREAM editorial_context e05641 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P104:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Specialty and seniority indicators describe uneven demand, not a single estimated effect of AI on labor. CONTEXTUAL_TOPIC_MAPPING editorial_context e05642 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P104:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Specialty and seniority indicators describe uneven demand, not a single estimated effect of AI on labor. CONTEXTUAL_TOPIC_MAPPING editorial_context e05643 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P104:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Specialty and seniority indicators describe uneven demand, not a single estimated effect of AI on labor. INFORMS_CHAPTER_PROPOSAL editorial_context e05644 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P104:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Specialty and seniority indicators describe uneven demand, not a single estimated effect of AI on labor. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05645 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P104:S:12.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Specialty and seniority indicators describe uneven demand, not a single estimated effect of AI on labor. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05646 provenance "P20261011V3:MEMBER_OF_COLLECTION:P105:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05647 classification "P20261011V3:PRIMARY_STREAM:P105:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The report raises an organizational-risk hypothesis; employee allegations and editorial causal interpretations remain attributed. PRIMARY_STREAM editorial_context e05648 classification "P20261011V3:SECONDARY_STREAM:P105:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The report raises an organizational-risk hypothesis; employee allegations and editorial causal interpretations remain attributed. SECONDARY_STREAM editorial_context e05649 classification "P20261011V3:ADDRESSES_TOPIC:P105:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The report raises an organizational-risk hypothesis; employee allegations and editorial causal interpretations remain attributed. ADDRESSES_TOPIC editorial_context e05650 classification "P20261011V3:ADDRESSES_TOPIC:P105:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The report raises an organizational-risk hypothesis; employee allegations and editorial causal interpretations remain attributed. ADDRESSES_TOPIC editorial_context e05651 classification "P20261011V3:ADDRESSES_TOPIC:P105:K:Technical debt and complexity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The report raises an organizational-risk hypothesis; employee allegations and editorial causal interpretations remain attributed. ADDRESSES_TOPIC editorial_context e05652 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P105:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The report raises an organizational-risk hypothesis; employee allegations and editorial causal interpretations remain attributed. INFORMS_CHAPTER_PROPOSAL editorial_context e05653 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P105:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The report raises an organizational-risk hypothesis; employee allegations and editorial causal interpretations remain attributed. INFORMS_CHAPTER_PROPOSAL editorial_context e05654 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P105:S:11.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The report raises an organizational-risk hypothesis; employee allegations and editorial causal interpretations remain attributed. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05655 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P105:S:5.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The report raises an organizational-risk hypothesis; employee allegations and editorial causal interpretations remain attributed. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05656 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P105:O005" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Governance and judgment must remain accountable; reported organizational failures are allegations and interpretations, not an experiment. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05657 provenance "P20261011V3:MEMBER_OF_COLLECTION:P106:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05658 classification "P20261011V3:PRIMARY_STREAM:P106:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An outage and failover case illustrates engineering assurance; interrupted volume is not realized loss and AI causation is not inferred. PRIMARY_STREAM editorial_context e05659 classification "P20261011V3:SECONDARY_STREAM:P106:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An outage and failover case illustrates engineering assurance; interrupted volume is not realized loss and AI causation is not inferred. SECONDARY_STREAM editorial_context e05660 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P106:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An outage and failover case illustrates engineering assurance; interrupted volume is not realized loss and AI causation is not inferred. CONTEXTUAL_TOPIC_MAPPING editorial_context e05661 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P106:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An outage and failover case illustrates engineering assurance; interrupted volume is not realized loss and AI causation is not inferred. CONTEXTUAL_TOPIC_MAPPING editorial_context e05662 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P106:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An outage and failover case illustrates engineering assurance; interrupted volume is not realized loss and AI causation is not inferred. INFORMS_CHAPTER_PROPOSAL editorial_context e05663 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P106:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An outage and failover case illustrates engineering assurance; interrupted volume is not realized loss and AI causation is not inferred. INFORMS_CHAPTER_PROPOSAL editorial_context e05664 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P106:S:5.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An outage and failover case illustrates engineering assurance; interrupted volume is not realized loss and AI causation is not inferred. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05665 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P106:S:11.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An outage and failover case illustrates engineering assurance; interrupted volume is not realized loss and AI causation is not inferred. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05666 provenance "P20261011V3:MEMBER_OF_COLLECTION:P107:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05667 classification "P20261011V3:PRIMARY_STREAM:P107:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Keynote observations reinforce the distinction between generation, review capacity and stable delivery without identifying a causal effect. PRIMARY_STREAM editorial_context e05668 classification "P20261011V3:SECONDARY_STREAM:P107:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Keynote observations reinforce the distinction between generation, review capacity and stable delivery without identifying a causal effect. SECONDARY_STREAM editorial_context e05669 classification "P20261011V3:ADDRESSES_TOPIC:P107:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Keynote observations reinforce the distinction between generation, review capacity and stable delivery without identifying a causal effect. ADDRESSES_TOPIC editorial_context e05670 classification "P20261011V3:ADDRESSES_TOPIC:P107:K:Review capacity and maintainers" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Keynote observations reinforce the distinction between generation, review capacity and stable delivery without identifying a causal effect. ADDRESSES_TOPIC editorial_context e05671 classification "P20261011V3:ADDRESSES_TOPIC:P107:K:Technical debt and complexity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Keynote observations reinforce the distinction between generation, review capacity and stable delivery without identifying a causal effect. ADDRESSES_TOPIC editorial_context e05672 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P107:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Keynote observations reinforce the distinction between generation, review capacity and stable delivery without identifying a causal effect. INFORMS_CHAPTER_PROPOSAL editorial_context e05673 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P107:C:C08" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Keynote observations reinforce the distinction between generation, review capacity and stable delivery without identifying a causal effect. INFORMS_CHAPTER_PROPOSAL editorial_context e05674 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P107:S:2.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Keynote observations reinforce the distinction between generation, review capacity and stable delivery without identifying a causal effect. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05675 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P107:S:8.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Keynote observations reinforce the distinction between generation, review capacity and stable delivery without identifying a causal effect. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05676 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P107:W021" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Review and reliability bottlenecks qualify activity metrics; underlying telemetry definitions and commercial provenance still matter. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05677 dependency "P20261011V3:DEVELOPS_PRIOR_ARTICLE:P107:P103" SHARED_REPORTING_OR_REUSE_NOT_ASSERTED_EXACT_URL not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The expanded keynote explicitly develops the earlier short ideas article. Full overlap assessment is blocked by P103 access. DEVELOPS_PRIOR_ARTICLE source_dependency e05678 dependency "P20261011V3:REUSES_REPORTED_CASE:P107:P105" SHARED_REPORTING_OR_REUSE_NOT_ASSERTED_EXACT_URL not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Meta organizational discussion is reused in the expanded keynote, not independently confirmed. REUSES_REPORTED_CASE source_dependency e05679 provenance "P20261011V3:MEMBER_OF_COLLECTION:P108:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05680 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P108:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The editorial account illustrates fragility of source access; it does not establish the identity of the complainant. CONTEXTUAL_TOPIC_MAPPING editorial_context e05681 provenance "P20261011V3:MEMBER_OF_COLLECTION:P109:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05682 classification "P20261011V3:PRIMARY_STREAM:P109:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. PRIMARY_STREAM editorial_context e05683 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P109:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. CONTEXTUAL_TOPIC_MAPPING editorial_context e05684 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P109:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. INFORMS_CHAPTER_PROPOSAL editorial_context e05685 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P109:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Labor-market interviews describe recruitment signals and uneven opportunities; AI is one contextual factor, not an isolated causal effect or a measured software-development intervention. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05686 provenance "P20261011V3:MEMBER_OF_COLLECTION:P110:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05687 classification "P20261011V3:PRIMARY_STREAM:P110:T:What agents can do" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The critique challenges unnecessary custom orchestration, not the need for bounded execution, context and independent assurance. PRIMARY_STREAM editorial_context e05688 classification "P20261011V3:SECONDARY_STREAM:P110:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The critique challenges unnecessary custom orchestration, not the need for bounded execution, context and independent assurance. SECONDARY_STREAM editorial_context e05689 classification "P20261011V3:ADDRESSES_TOPIC:P110:K:Long-running agent execution" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The critique challenges unnecessary custom orchestration, not the need for bounded execution, context and independent assurance. ADDRESSES_TOPIC editorial_context e05690 classification "P20261011V3:ADDRESSES_TOPIC:P110:K:Agent failure and escalation" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The critique challenges unnecessary custom orchestration, not the need for bounded execution, context and independent assurance. ADDRESSES_TOPIC editorial_context e05691 classification "P20261011V3:ADDRESSES_TOPIC:P110:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The critique challenges unnecessary custom orchestration, not the need for bounded execution, context and independent assurance. ADDRESSES_TOPIC editorial_context e05692 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P110:C:C03" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The critique challenges unnecessary custom orchestration, not the need for bounded execution, context and independent assurance. INFORMS_CHAPTER_PROPOSAL editorial_context e05693 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e05694 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P110:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The critique challenges unnecessary custom orchestration, not the need for bounded execution, context and independent assurance. INFORMS_CHAPTER_PROPOSAL editorial_context e05695 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P110:S:3.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The critique challenges unnecessary custom orchestration, not the need for bounded execution, context and independent assurance. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05696 actual "orosz_v5_main" Editorial use, not independent validation chapters/chapter03.tex OROSZ_BOOK_INTEGRATION_v5_20261011 CITED_IN_MANUSCRIPT_OROSZ_CORE ACTUAL_CITATION_PARSED_FROM_LATEX e05697 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P110:S:12.3" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The critique challenges unnecessary custom orchestration, not the need for bounded execution, context and independent assurance. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05698 dependency "P20261011V3:USES_SHARED_SOURCE_DATA:P110:DATA:P:LOOP_REPLIES_2026" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Mostly social-media replies; selected workflows and experiences, not a controlled loop comparison. USES_SHARED_SOURCE_DATA source_dependency e05699 dependency "P20261011V3:CRITICAL_DISCUSSION_OF_EXISTING_PRACTITIONER_WORK:P110:O012" 2026-06-08 UNDERLYING_WORK_ALTERNATE_EDITION 2026-06-07 https://addyosmani.com/blog/loop-engineering/ not_established SAME_UNDERLYING_WORK_ALTERNATE_EDITION false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Direct discussion of Osmani’s loop essay through the website edition; O012 is its substantially matching Substack edition. Not an exact-URL citation, independent validation or wholesale refutation. CRITICAL_DISCUSSION_OF_EXISTING_PRACTITIONER_WORK source_dependency e05700 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P110:W095" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Lifecycle reliability and token/review cost are appropriate tests of whether extra orchestration earns its keep. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05701 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P110:W191" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Observed failure modes are relevant to testing loop usefulness; the interview-based article is not a failure-rate study. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05702 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX e05703 mapping "orosz_v5_figure" ATTRIBUTED_CONCEPTUAL_SYNTHESIS OROSZ_BOOK_INTEGRATION_v5_20261011 INFORMS_AUTHOR_CONCEPTUAL_FIGURE_NOT_VALIDATION x05839 provenance "v7_attribution" Source attribution inherited from audited figure; not independent validation JPG_EDITION_V7 SOURCE_ATTRIBUTION_FOR_RENDITION x05840 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05704 provenance "P20261011V3:MEMBER_OF_COLLECTION:P111:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05705 classification "P20261011V3:PRIMARY_STREAM:P111:T:Economics" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Resource estimates checked against observation illustrate model calibration; startup savings are not coding-agent ROI evidence. PRIMARY_STREAM editorial_context e05706 classification "P20261011V3:SECONDARY_STREAM:P111:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Resource estimates checked against observation illustrate model calibration; startup savings are not coding-agent ROI evidence. SECONDARY_STREAM editorial_context e05707 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P111:K:Economic costs and return" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Resource estimates checked against observation illustrate model calibration; startup savings are not coding-agent ROI evidence. CONTEXTUAL_TOPIC_MAPPING editorial_context e05708 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P111:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Resource estimates checked against observation illustrate model calibration; startup savings are not coding-agent ROI evidence. CONTEXTUAL_TOPIC_MAPPING editorial_context e05709 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P111:K:Evaluation methodology and baselines" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Resource estimates checked against observation illustrate model calibration; startup savings are not coding-agent ROI evidence. CONTEXTUAL_TOPIC_MAPPING editorial_context e05710 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P111:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Resource estimates checked against observation illustrate model calibration; startup savings are not coding-agent ROI evidence. INFORMS_CHAPTER_PROPOSAL editorial_context e05711 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e05712 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P111:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Resource estimates checked against observation illustrate model calibration; startup savings are not coding-agent ROI evidence. INFORMS_CHAPTER_PROPOSAL editorial_context e05713 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P111:S:12.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Resource estimates checked against observation illustrate model calibration; startup savings are not coding-agent ROI evidence. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05714 actual "orosz_v5_main" Editorial use, not independent validation chapters/chapter12.tex OROSZ_BOOK_INTEGRATION_v5_20261011 CITED_IN_MANUSCRIPT_OROSZ_CORE ACTUAL_CITATION_PARSED_FROM_LATEX e05715 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P111:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Resource estimates checked against observation illustrate model calibration; startup savings are not coding-agent ROI evidence. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05716 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x05854 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05717 provenance "P20261011V3:MEMBER_OF_COLLECTION:P112:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05718 classification "P20261011V3:PRIMARY_STREAM:P112:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The company case retains planning and verification despite accelerated implementation; hypothetical pre-AI comparisons remain unvalidated. PRIMARY_STREAM editorial_context e05719 classification "P20261011V3:SECONDARY_STREAM:P112:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The company case retains planning and verification despite accelerated implementation; hypothetical pre-AI comparisons remain unvalidated. SECONDARY_STREAM editorial_context e05720 classification "P20261011V3:ADDRESSES_TOPIC:P112:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The company case retains planning and verification despite accelerated implementation; hypothetical pre-AI comparisons remain unvalidated. ADDRESSES_TOPIC editorial_context e05721 classification "P20261011V3:ADDRESSES_TOPIC:P112:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The company case retains planning and verification despite accelerated implementation; hypothetical pre-AI comparisons remain unvalidated. ADDRESSES_TOPIC editorial_context e05722 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P112:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The company case retains planning and verification despite accelerated implementation; hypothetical pre-AI comparisons remain unvalidated. INFORMS_CHAPTER_PROPOSAL editorial_context e05723 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P112:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The company case retains planning and verification despite accelerated implementation; hypothetical pre-AI comparisons remain unvalidated. INFORMS_CHAPTER_PROPOSAL editorial_context e05724 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P112:S:11.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The company case retains planning and verification despite accelerated implementation; hypothetical pre-AI comparisons remain unvalidated. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05725 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P112:S:2.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The company case retains planning and verification despite accelerated implementation; hypothetical pre-AI comparisons remain unvalidated. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05726 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P112:O009" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The company case preserves planning and ownership of outcomes despite increased generation; a practitioner comparison only. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05727 provenance "P20261011V3:MEMBER_OF_COLLECTION:P113:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05728 classification "P20261011V3:PRIMARY_STREAM:P113:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Trading-system constraints provide an important boundary case for engineering controls; do not generalize domain-specific incentives. PRIMARY_STREAM editorial_context e05729 classification "P20261011V3:SECONDARY_STREAM:P113:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Trading-system constraints provide an important boundary case for engineering controls; do not generalize domain-specific incentives. SECONDARY_STREAM editorial_context e05730 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P113:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Trading-system constraints provide an important boundary case for engineering controls; do not generalize domain-specific incentives. CONTEXTUAL_TOPIC_MAPPING editorial_context e05731 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P113:K:Specifications and governance" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Trading-system constraints provide an important boundary case for engineering controls; do not generalize domain-specific incentives. CONTEXTUAL_TOPIC_MAPPING editorial_context e05732 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P113:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Trading-system constraints provide an important boundary case for engineering controls; do not generalize domain-specific incentives. INFORMS_CHAPTER_PROPOSAL editorial_context e05733 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P113:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Trading-system constraints provide an important boundary case for engineering controls; do not generalize domain-specific incentives. INFORMS_CHAPTER_PROPOSAL editorial_context e05734 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P113:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Trading-system constraints provide an important boundary case for engineering controls; do not generalize domain-specific incentives. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05735 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P113:S:11.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Trading-system constraints provide an important boundary case for engineering controls; do not generalize domain-specific incentives. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05736 provenance "P20261011V3:MEMBER_OF_COLLECTION:P114:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05737 classification "P20261011V3:PRIMARY_STREAM:P114:T:Jobs & roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Leadership-break interviews concern ownership, incentives and transitions, without measuring the prevalence of AI-caused exits. PRIMARY_STREAM editorial_context e05738 classification "P20261011V3:SECONDARY_STREAM:P114:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Leadership-break interviews concern ownership, incentives and transitions, without measuring the prevalence of AI-caused exits. SECONDARY_STREAM editorial_context e05739 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P114:K:Employment and early-career roles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Leadership-break interviews concern ownership, incentives and transitions, without measuring the prevalence of AI-caused exits. CONTEXTUAL_TOPIC_MAPPING editorial_context e05740 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P114:K:Ownership and knowledge transfer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Leadership-break interviews concern ownership, incentives and transitions, without measuring the prevalence of AI-caused exits. CONTEXTUAL_TOPIC_MAPPING editorial_context e05741 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P114:C:C12" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Leadership-break interviews concern ownership, incentives and transitions, without measuring the prevalence of AI-caused exits. INFORMS_CHAPTER_PROPOSAL editorial_context e05742 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P114:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Leadership-break interviews concern ownership, incentives and transitions, without measuring the prevalence of AI-caused exits. INFORMS_CHAPTER_PROPOSAL editorial_context e05743 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P114:S:12.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Leadership-break interviews concern ownership, incentives and transitions, without measuring the prevalence of AI-caused exits. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05744 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P114:S:11.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Leadership-break interviews concern ownership, incentives and transitions, without measuring the prevalence of AI-caused exits. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05745 provenance "P20261011V3:MEMBER_OF_COLLECTION:P115:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05746 classification "P20261011V3:PRIMARY_STREAM:P115:T:System knowledge & memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Inspect case emphasizes company context, remote sandboxes and verification; reported self-checks are not independent accuracy evidence. PRIMARY_STREAM editorial_context e05747 classification "P20261011V3:SECONDARY_STREAM:P115:T:What agents can do" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Inspect case emphasizes company context, remote sandboxes and verification; reported self-checks are not independent accuracy evidence. SECONDARY_STREAM editorial_context e05748 classification "P20261011V3:ADDRESSES_TOPIC:P115:K:Agent context and persistent memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Inspect case emphasizes company context, remote sandboxes and verification; reported self-checks are not independent accuracy evidence. ADDRESSES_TOPIC editorial_context e05749 classification "P20261011V3:ADDRESSES_TOPIC:P115:K:Independent verification and oracles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Inspect case emphasizes company context, remote sandboxes and verification; reported self-checks are not independent accuracy evidence. ADDRESSES_TOPIC editorial_context e05750 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P115:C:C09" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Inspect case emphasizes company context, remote sandboxes and verification; reported self-checks are not independent accuracy evidence. INFORMS_CHAPTER_PROPOSAL editorial_context e05751 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P115:C:C03" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Inspect case emphasizes company context, remote sandboxes and verification; reported self-checks are not independent accuracy evidence. INFORMS_CHAPTER_PROPOSAL editorial_context e05752 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P115:S:9.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Inspect case emphasizes company context, remote sandboxes and verification; reported self-checks are not independent accuracy evidence. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05753 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P115:S:3.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The Inspect case emphasizes company context, remote sandboxes and verification; reported self-checks are not independent accuracy evidence. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05754 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P115:O004" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Persistent company instructions and context need maintenance and validity checks, not only accumulation. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05755 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P115:W159" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Contextual consistency is a testable operational concern; the company case does not replicate memory research. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05756 provenance "P20261011V3:MEMBER_OF_COLLECTION:P116:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05757 provenance "P20261011V3:MEMBER_OF_COLLECTION:P117:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05758 classification "P20261011V3:CONTEXTUAL_TOPIC_MAPPING:P117:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An essay challenge is recruitment and source-selection context; no submission findings or AI-authorship detector validity are inferred. CONTEXTUAL_TOPIC_MAPPING editorial_context e05759 provenance "P20261011V3:MEMBER_OF_COLLECTION:P118:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05760 classification "P20261011V3:PRIMARY_STREAM:P118:T:Verification & review" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported review approaches depend on risk, noise and team context; the article does not validate one universal review policy. PRIMARY_STREAM editorial_context e05761 classification "P20261011V3:SECONDARY_STREAM:P118:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported review approaches depend on risk, noise and team context; the article does not validate one universal review policy. SECONDARY_STREAM editorial_context e05762 classification "P20261011V3:ADDRESSES_TOPIC:P118:K:Review capacity and maintainers" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported review approaches depend on risk, noise and team context; the article does not validate one universal review policy. ADDRESSES_TOPIC editorial_context e05763 classification "P20261011V3:ADDRESSES_TOPIC:P118:K:AI as reviewer" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported review approaches depend on risk, noise and team context; the article does not validate one universal review policy. ADDRESSES_TOPIC editorial_context e05764 classification "P20261011V3:ADDRESSES_TOPIC:P118:K:Automation bias and trust" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported review approaches depend on risk, noise and team context; the article does not validate one universal review policy. ADDRESSES_TOPIC editorial_context e05765 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P118:C:C08" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported review approaches depend on risk, noise and team context; the article does not validate one universal review policy. INFORMS_CHAPTER_PROPOSAL editorial_context e05766 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE e05767 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P118:S:8.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported review approaches depend on risk, noise and team context; the article does not validate one universal review policy. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05768 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P118:S:8.8" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reported review approaches depend on risk, noise and team context; the article does not validate one universal review policy. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05769 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P118:O001" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Risk-calibrated review and retained accountability overlap, but the sources are practitioner analyses rather than trials. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05770 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P118:O019" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Contemporary review practices complement earlier reviewer guidance; no single process is validated for every team. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05771 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P118:W093" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Low-risk automation is a narrower evaluated setting than broad claims about the end of code review. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05772 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P118:W096" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Reviewer noise and developer response constrain the usefulness of automated comments. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05773 actual "orosz_v5_main" Editorial use, not independent validation chapters/chapter08.tex OROSZ_BOOK_INTEGRATION_v5_20261011 CITED_IN_MANUSCRIPT_OROSZ_CORE ACTUAL_CITATION_PARSED_FROM_LATEX e05774 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX x05913 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05775 provenance "P20261011V3:MEMBER_OF_COLLECTION:P119:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05776 classification "P20261011V3:PRIMARY_STREAM:P119:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A deeply integrated internal software factory is a boundary case, not a representative operating environment. PRIMARY_STREAM editorial_context e05777 classification "P20261011V3:SECONDARY_STREAM:P119:T:What agents can do" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A deeply integrated internal software factory is a boundary case, not a representative operating environment. SECONDARY_STREAM editorial_context e05778 classification "P20261011V3:ADDRESSES_TOPIC:P119:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A deeply integrated internal software factory is a boundary case, not a representative operating environment. ADDRESSES_TOPIC editorial_context e05779 classification "P20261011V3:ADDRESSES_TOPIC:P119:K:Long-running agent execution" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A deeply integrated internal software factory is a boundary case, not a representative operating environment. ADDRESSES_TOPIC editorial_context e05780 classification "P20261011V3:ADDRESSES_TOPIC:P119:K:Agent context and persistent memory" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A deeply integrated internal software factory is a boundary case, not a representative operating environment. ADDRESSES_TOPIC editorial_context e05781 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P119:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A deeply integrated internal software factory is a boundary case, not a representative operating environment. INFORMS_CHAPTER_PROPOSAL editorial_context e05782 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P119:C:C03" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A deeply integrated internal software factory is a boundary case, not a representative operating environment. INFORMS_CHAPTER_PROPOSAL editorial_context e05783 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P119:S:11.2" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A deeply integrated internal software factory is a boundary case, not a representative operating environment. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05784 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P119:S:3.6" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A deeply integrated internal software factory is a boundary case, not a representative operating environment. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05785 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P119:O008" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 An internal software-factory example is not proof that its autonomy model transfers to organizations with different constraints. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05786 provenance "P20261011V3:MEMBER_OF_COLLECTION:P120:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05787 classification "P20261011V3:PRIMARY_STREAM:P120:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Windows platform architecture enables AI applications and agents through identity, isolation and discovery. Distinguish roadmap features from deployed capabilities, and architecture from validated security outcomes. PRIMARY_STREAM editorial_context e05788 classification "P20261011V3:SECONDARY_STREAM:P120:T:Code quality & security" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Windows platform architecture enables AI applications and agents through identity, isolation and discovery. Distinguish roadmap features from deployed capabilities, and architecture from validated security outcomes. SECONDARY_STREAM editorial_context e05789 classification "P20261011V3:ADDRESSES_TOPIC:P120:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Windows platform architecture enables AI applications and agents through identity, isolation and discovery. Distinguish roadmap features from deployed capabilities, and architecture from validated security outcomes. ADDRESSES_TOPIC editorial_context e05790 classification "P20261011V3:ADDRESSES_TOPIC:P120:K:Dependencies and agent supply chain" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Windows platform architecture enables AI applications and agents through identity, isolation and discovery. Distinguish roadmap features from deployed capabilities, and architecture from validated security outcomes. ADDRESSES_TOPIC editorial_context e05791 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P120:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Windows platform architecture enables AI applications and agents through identity, isolation and discovery. Distinguish roadmap features from deployed capabilities, and architecture from validated security outcomes. INFORMS_CHAPTER_PROPOSAL editorial_context e05792 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P120:C:C06" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Windows platform architecture enables AI applications and agents through identity, isolation and discovery. Distinguish roadmap features from deployed capabilities, and architecture from validated security outcomes. INFORMS_CHAPTER_PROPOSAL editorial_context e05793 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P120:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Windows platform architecture enables AI applications and agents through identity, isolation and discovery. Distinguish roadmap features from deployed capabilities, and architecture from validated security outcomes. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05794 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P120:S:6.7" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Windows platform architecture enables AI applications and agents through identity, isolation and discovery. Distinguish roadmap features from deployed capabilities, and architecture from validated security outcomes. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05795 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P120:O014" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Identity, isolation and runtime policy are architectural responsibilities beyond model capability. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05796 provenance "P20261011V3:MEMBER_OF_COLLECTION:P121:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05797 classification "P20261011V3:PRIMARY_STREAM:P121:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI can change platform migration costs, but a single-company account does not establish universal superiority of native development. PRIMARY_STREAM editorial_context e05798 classification "P20261011V3:SECONDARY_STREAM:P121:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI can change platform migration costs, but a single-company account does not establish universal superiority of native development. SECONDARY_STREAM editorial_context e05799 classification "P20261011V3:ADDRESSES_TOPIC:P121:K:Architecture and modularity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI can change platform migration costs, but a single-company account does not establish universal superiority of native development. ADDRESSES_TOPIC editorial_context e05800 classification "P20261011V3:ADDRESSES_TOPIC:P121:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI can change platform migration costs, but a single-company account does not establish universal superiority of native development. ADDRESSES_TOPIC editorial_context e05801 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P121:C:C05" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI can change platform migration costs, but a single-company account does not establish universal superiority of native development. INFORMS_CHAPTER_PROPOSAL editorial_context e05802 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P121:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI can change platform migration costs, but a single-company account does not establish universal superiority of native development. INFORMS_CHAPTER_PROPOSAL editorial_context e05803 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P121:S:5.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI can change platform migration costs, but a single-company account does not establish universal superiority of native development. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05804 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P121:S:2.4" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 AI can change platform migration costs, but a single-company account does not establish universal superiority of native development. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05805 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P121:O007" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Faster migration still requires architectural fit and code quality; the reported company result is context-bound. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05806 provenance "P20261011V3:MEMBER_OF_COLLECTION:P122:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05807 classification "P20261011V3:PRIMARY_STREAM:P122:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A keynote synthesis summarizes frontier practices and preserves engineering fundamentals; overlapping reporting is not fresh experimental evidence. PRIMARY_STREAM editorial_context e05808 classification "P20261011V3:SECONDARY_STREAM:P122:T:Productivity" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A keynote synthesis summarizes frontier practices and preserves engineering fundamentals; overlapping reporting is not fresh experimental evidence. SECONDARY_STREAM editorial_context e05809 classification "P20261011V3:ADDRESSES_TOPIC:P122:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A keynote synthesis summarizes frontier practices and preserves engineering fundamentals; overlapping reporting is not fresh experimental evidence. ADDRESSES_TOPIC editorial_context e05810 classification "P20261011V3:ADDRESSES_TOPIC:P122:K:Human-agent collaboration" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A keynote synthesis summarizes frontier practices and preserves engineering fundamentals; overlapping reporting is not fresh experimental evidence. ADDRESSES_TOPIC editorial_context e05811 classification "P20261011V3:ADDRESSES_TOPIC:P122:K:Independent verification and oracles" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A keynote synthesis summarizes frontier practices and preserves engineering fundamentals; overlapping reporting is not fresh experimental evidence. ADDRESSES_TOPIC editorial_context e05812 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P122:C:C01" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A keynote synthesis summarizes frontier practices and preserves engineering fundamentals; overlapping reporting is not fresh experimental evidence. INFORMS_CHAPTER_PROPOSAL editorial_context e05813 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P122:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A keynote synthesis summarizes frontier practices and preserves engineering fundamentals; overlapping reporting is not fresh experimental evidence. INFORMS_CHAPTER_PROPOSAL editorial_context e05814 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P122:S:1.9" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A keynote synthesis summarizes frontier practices and preserves engineering fundamentals; overlapping reporting is not fresh experimental evidence. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05815 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P122:S:11.1" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 A keynote synthesis summarizes frontier practices and preserves engineering fundamentals; overlapping reporting is not fresh experimental evidence. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05816 comparison "P20261011V3:EDITORIAL_COMPARISON_NOT_CITATION:P122:W010" EDITORIAL_COMPARISON_NOT_SOURCE_CITATION not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Keynote claims about generated work must remain separate from delivered value and measured organizational outcomes. EDITORIAL_COMPARISON_NOT_CITATION editorial_comparison e05817 dependency "P20261011V3:SYNTHESIZES_PRIOR_REPORTING:P122:P080" SHARED_REPORTING_OR_REUSE_NOT_ASSERTED_EXACT_URL not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The keynote explicitly refers to the earlier AI-written-code essay. SYNTHESIZES_PRIOR_REPORTING source_dependency e05818 dependency "P20261011V3:SYNTHESIZES_PRIOR_REPORTING:P122:P115" SHARED_REPORTING_OR_REUSE_NOT_ASSERTED_EXACT_URL not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The keynote explicitly reuses the Ramp Inspect report. SYNTHESIZES_PRIOR_REPORTING source_dependency e05819 dependency "P20261011V3:SYNTHESIZES_PRIOR_REPORTING:P122:P119" SHARED_REPORTING_OR_REUSE_NOT_ASSERTED_EXACT_URL not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The keynote explicitly reuses the OpenAI software-factory report. SYNTHESIZES_PRIOR_REPORTING source_dependency e05820 dependency "P20261011V3:SYNTHESIZES_PRIOR_REPORTING:P122:P112" SHARED_REPORTING_OR_REUSE_NOT_ASSERTED_EXACT_URL not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The keynote explicitly cites the Anthropic account for project staffing. SYNTHESIZES_PRIOR_REPORTING source_dependency e05821 dependency "P20261011V3:SYNTHESIZES_PRIOR_REPORTING:P122:P091" SHARED_REPORTING_OR_REUSE_NOT_ASSERTED_EXACT_URL not_established false REVIEWED_PUBLIC_PASSAGE_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 The keynote explicitly refers to the earlier quality/productivity discussion. SYNTHESIZES_PRIOR_REPORTING source_dependency e05822 provenance "P20261011V3:MEMBER_OF_COLLECTION:P123:COLL:OROSZ:20241011_20261011" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Frozen source ID with dated public-index inclusion record. MEMBER_OF_COLLECTION provenance e05823 classification "P20261011V3:PRIMARY_STREAM:P123:T:Engineering structure" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Directly addresses using AI in software work, with historical and organizational analogies; maps to shipped value and agile team practices as editorial proposals. PRIMARY_STREAM editorial_context e05824 classification "P20261011V3:SECONDARY_STREAM:P123:T:Skills & learning" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Directly addresses using AI in software work, with historical and organizational analogies; maps to shipped value and agile team practices as editorial proposals. SECONDARY_STREAM editorial_context e05825 classification "P20261011V3:ADDRESSES_TOPIC:P123:K:Developer workflow and adoption" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Directly addresses using AI in software work, with historical and organizational analogies; maps to shipped value and agile team practices as editorial proposals. ADDRESSES_TOPIC editorial_context e05826 classification "P20261011V3:ADDRESSES_TOPIC:P123:K:Output versus shipped value" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Directly addresses using AI in software work, with historical and organizational analogies; maps to shipped value and agile team practices as editorial proposals. ADDRESSES_TOPIC editorial_context e05827 classification "P20261011V3:ADDRESSES_TOPIC:P123:K:Human cognitive load" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Directly addresses using AI in software work, with historical and organizational analogies; maps to shipped value and agile team practices as editorial proposals. ADDRESSES_TOPIC editorial_context e05828 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P123:C:C02" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Directly addresses using AI in software work, with historical and organizational analogies; maps to shipped value and agile team practices as editorial proposals. INFORMS_CHAPTER_PROPOSAL editorial_context e05829 mapping "P20261011V3:INFORMS_CHAPTER_PROPOSAL:P123:C:C11" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Directly addresses using AI in software work, with historical and organizational analogies; maps to shipped value and agile team practices as editorial proposals. INFORMS_CHAPTER_PROPOSAL editorial_context e05830 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P123:S:2.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Directly addresses using AI in software work, with historical and organizational analogies; maps to shipped value and agile team practices as editorial proposals. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05831 mapping "P20261011V3:EDITORIAL_CANDIDATE_FOR_SECTION:P123:S:11.5" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Directly addresses using AI in software work, with historical and organizational analogies; maps to shipped value and agile team practices as editorial proposals. EDITORIAL_CANDIDATE_FOR_SECTION editorial_context e05832 dependency "P20261011V3:SHARES_REPORTED_EVENT_CONTEXT:P123:P088" SHARED_EVENT_NOT_ASSERTED_EXACT_URL_CITATION https://newsletter.pragmaticengineer.com/p/the-future-of-software-engineering-with-ai not_established false PROVISIONAL_PUBLIC_PREVIEW_CLASSIFICATION P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Both draw partly on the February 2026 Pragmatic Summit, with Beck/Fowler perspectives; distinct written articles, not independent event samples. SHARES_REPORTED_EVENT_CONTEXT source_dependency https://newsletter.pragmaticengineer.com/p/cycles-of-disruption-in-the-tech e05833 actual "orosz_v5_main" Editorial use, not independent validation chapters/chapter10.tex OROSZ_BOOK_INTEGRATION_v5_20261011 CITED_IN_MANUSCRIPT_OROSZ_CORE ACTUAL_CITATION_PARSED_FROM_LATEX e05834 actual "orosz_v5_appendix" appendices/methodology.tex OROSZ_BOOK_INTEGRATION_v5_20261011 DISCUSSED_IN_APPENDIX_B_OROSZ ACTUAL_CITATION_PARSED_FROM_LATEX e05835 actual "v6_actual_citation" EDITION:WOP:V6:20261011 BOOK_AUDIT_V6 CITED_IN_CHAPTER_BUNDLE_V6 ACTUAL_LATEX_REFERENCE_IN_PROSE_FIGURE_WORKED_OR_EXERCISE x05975 provenance "v9_reader_citation" Actual citation or stable-ID discussion; not independent confirmation or an efficacy claim CURRENT_LATEX CITED_IN_READER_DOCUMENT_V9 appendices/methodology.tex e05836 dependency "P20261011V3:SOURCE_DEPENDENCY_CONTEXT:DATA:P:TECHSTACK_2025:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Voluntary reader sample; three analyses of one dataset, not independent replications. Gross 3,000-plus submissions and 2,997 retained responses are different processing stages. SOURCE_DEPENDENCY_CONTEXT provenance e05837 dependency "P20261011V3:SOURCE_DEPENDENCY_CONTEXT:DATA:P:AI_SURVEY_2026:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Voluntary reader sample; self-reported adoption, cost and attitudes; same cohort across three articles. Role/tool associations are not causal estimates or matched-panel changes. Numerical denominator and supplement-version issues are recorded separately. SOURCE_DEPENDENCY_CONTEXT provenance e05838 dependency "P20261011V3:SOURCE_DEPENDENCY_CONTEXT:DATA:P:GOOGLE_INTERVIEWS_2025:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Shared reporting pool; the installments cover different topics and are retained as different articles. SOURCE_DEPENDENCY_CONTEXT provenance e05839 dependency "P20261011V3:SOURCE_DEPENDENCY_CONTEXT:DATA:P:IDE_SOCIAL_2024:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Voluntary early-adopter responses; no microdata audit. Distinguish the canonical 155 count from a discrepant blog sentence and from newsletter access. SOURCE_DEPENDENCY_CONTEXT provenance e05840 dependency "P20261011V3:SOURCE_DEPENDENCY_CONTEXT:DATA:P:READER_PROFILE_2024:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Readership profile is not a census of software engineers; publication date and data date differ. SOURCE_DEPENDENCY_CONTEXT provenance e05841 dependency "P20261011V3:SOURCE_DEPENDENCY_CONTEXT:DATA:P:BIGTECH_HIRING_2024:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Related interview series, not two independent estimates of hiring effectiveness. SOURCE_DEPENDENCY_CONTEXT provenance e05842 dependency "P20261011V3:SOURCE_DEPENDENCY_CONTEXT:DATA:P:GENAI_HIRING_2024:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Volunteered messages/forms; not a probability sample or causal estimate. SOURCE_DEPENDENCY_CONTEXT provenance e05843 dependency "P20261011V3:SOURCE_DEPENDENCY_CONTEXT:DATA:P:LOOP_REPLIES_2026:K:Dataset provenance and dependency" NOT_ASSERTED_FOR_EDITORIAL_OR_PROVENANCE_MAPPING not_established false SOURCE_REPORTED P123_AUDITED_V3_ON_OSMANI_V4 Second P-series public-source and census audit, 2026-10-11, audited v3 Mostly social-media replies; selected workflows and experiences, not a controlled loop comparison. SOURCE_DEPENDENCY_CONTEXT provenance e05844 mapping "orosz_v5_placement" OROSZ_BOOK_INTEGRATION_v5_20261011 ILLUSTRATES_SECTION e05845 audit "v6_tracks" BOOK_AUDIT_V6 TRACKS_OPEN_SOURCE_ISSUE e05846 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER 5c072371ed037cbe19414430a5cfbcb1a842e9ab4832609d79644ff7efd9afd8 chapters/chapter01.tex e05847 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER af230cc5d62116eabb2bae6a742136cd68f002a4b2ceea2e84c7c3abcc24044f chapters/chapter02.tex e05848 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER e315859ba90620841990fcb927e596041c5ca5ca36a228c876c2ac6013c91f20 chapters/chapter03.tex e05849 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER 619f3bf19639c2259e542db9973056f6fc9116a392698c6db94d47120fd9a44b chapters/chapter04.tex e05850 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER adc0ff1d2cc129f6001aca84046896ed181774b3e9fa819264b9fea503743243 chapters/chapter05.tex e05851 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER 8117b27084274aa6aaa2a0bef4a84b74fdb1331b9795d533517afa1e523ac41b chapters/chapter06.tex e05852 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER 914215bb3fc3e62b880bc0b06863b343cf43a898d167952e169211b86ec35a44 chapters/chapter07.tex e05853 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER d4f52ca58d36c6c780292004b81d17b53d40404d4db5f4a803aa665f20c730d1 chapters/chapter08.tex e05854 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER 12c7f1b8b089393d0e7cb4139579ad8b8495b54a581964fdce43e50551cdd8e8 chapters/chapter09.tex e05855 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER ce3b706e66d49ed53930744b76ac4e793916fed0f4362ec96b138a342d4e6515 chapters/chapter10.tex e05856 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER 69ae7aedd607e52de0ee6436326fcb0e14cd738874d1e150d0d760e280d752f2 chapters/chapter11.tex e05857 actual "v6_content" BOOK_AUDIT_V6 CURRENT_EDITION_CHAPTER 0ec66f0a0837d9d21435e51d057b41f17951fdcf30040361202dbc264124ffa6 chapters/chapter12.tex e05858 audit "v6_source_issue" BOOK_AUDIT_V6 QUALIFIES_SOURCE_INTERPRETATION e05859 audit "v6_qualification" BOOK_AUDIT_V6 QUALIFIED_IN_CURRENT_EDITION x06000 provenance "v7_visual_revision" JPG_EDITION_V7 VISUAL_REVISION_OF x06001 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06002 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06003 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06004 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06005 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06006 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06007 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06008 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06009 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06010 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06011 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06012 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06013 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06014 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06015 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06016 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06017 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06018 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06019 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06020 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06021 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06022 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06023 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06024 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06025 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06026 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06027 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06028 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06029 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06030 provenance "v7_rendition" JPG_EDITION_V7 HAS_JPG_RENDITION x06031 provenance "v8_editorial_revision" FIGURE_TEXT_AUDIT_V8 EDITORIAL_REVISION_OF x06032 provenance "v8_prose_explanation" fig:ch01-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 9cfa250f556c24921cdf72c40ba4ccce43704e66851be7928a04396edebd45a8 FIGURE_TEXT_AUDIT_V8 chapters/chapter01.tex 79d183c9ce2ab7cbf5cf7e0f9a288adce4ec6a5fb04fe69d548e29d29f8bc739 The timeline in Figure~\ref{fig:ch01-research-1} can be read as an expansion of engineering concerns, rather than a succession of methods that erase their predecessors. Agentic work still needs the process, risk and operational disciplines represented to its left. The emerging engineer's role therefore includes decomposing a problem, choosing what may safely be delegated, building independent checks and making the reasoning behind acceptance available to other people. Which activities grow or shrink under AI adoption remains a research question; the conceptual distinction is between authorship of an artifact and responsibility for its consequences. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch01-the-engineers-work-before-and-after-ai x06033 provenance "v8_prose_explanation" fig:ch01-research-2 1 Editorial linkage, not a new empirical-evidence relation 1 f5f8cdfafee11b9aba93846e769f36b97fbba48218a8f6ad21bf3319711bd1fe FIGURE_TEXT_AUDIT_V8 chapters/chapter01.tex 79d183c9ce2ab7cbf5cf7e0f9a288adce4ec6a5fb04fe69d548e29d29f8bc739 The return path in Figure~\ref{fig:ch01-research-2} makes the lifecycle revisable: operational experience can reopen requirements, while human control spans every stage rather than appearing only at the end. An approved intention is a living, versioned contract for a bounded change. If a policy owner clarifies an approval threshold after implementation, the new fact enters as an authorized delta. The team then revisits the affected design assumptions, tests and knowledge records, retaining earlier evidence for the earlier version. This selective invalidation keeps the workflow incremental rather than restarting the entire lifecycle. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch01-the-lifecycle-of-a-trustworthy-change x06034 provenance "v8_prose_explanation" fig:ch01-change-acceptance 1 Editorial linkage, not a new empirical-evidence relation 1 692331aa186da6e22ab998fc1cc411ec1cce93bcddc6f263b2bee42fc3f0f35c FIGURE_TEXT_AUDIT_V8 didactics/worked01.tex d18766d3a039137e8bc0ef533f694feb6550f919764dd52e477858f04ed87402 Return to the request to make a department's approval ceiling configurable. An agent can produce a patch before anyone has decided whether ``approval'' means eligibility, escalation or final authorization. To prevent that ambiguity from becoming a hidden software rule, trace the request through a sequence of decisions, each with a different source of authority. In Figure~\ref{fig:ch01-change-acceptance}, the patch sits between authorization and verification; the role labels beneath the boxes identify who is responsible for each decision. Moving right requires the corresponding evidence or approval, not merely another artifact from the maker. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch01:worked-example x06035 provenance "v8_prose_explanation" fig:ch02-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 5e12e33917104b3e58a65a1d58a31f5d8f055e3862d1017b55695fdbcc29aa8e FIGURE_TEXT_AUDIT_V8 chapters/chapter02.tex aa2d769d45a928d9abea63a9b54f7c7ad0cc701af5c2d67cb9fc331fa1827d74 Two experiments can disagree without one being defective. Becker and colleagues studied sixteen experienced open-source developers completing 246 tasks in repositories they knew well. In their early-2025 tool setting, allowing AI increased completion time by about 19\%. Developers had expected acceleration, and after participating still believed the tool had helped. Paradis and colleagues\textquotesingle{} Google trial instead estimated a roughly 21\% reduction in task time in its own environment. \autocite{W023,W008} Figure~\ref{fig:ch02-research-1} isolates the first study's disagreement: both subjective estimates fall below zero, meaning less task time, while the measured effect is above zero. Retrospective confidence therefore remains a different signal from timed performance. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch02-why-controlled-studies-disagree x06036 provenance "v8_prose_explanation" fig:ch02-research-2 1 Editorial linkage, not a new empirical-evidence relation 1 15d718b28cd04e101fafd658a6fa5b135b2edcaf3dcacf56d9ea8be94c57129e FIGURE_TEXT_AUDIT_V8 chapters/chapter02.tex aa2d769d45a928d9abea63a9b54f7c7ad0cc701af5c2d67cb9fc331fa1827d74 The redistribution in Figure~\ref{fig:ch02-research-2} explains why the service pilot must record supervision as well as construction: prompting, waiting and reviewing outputs become part of the task. The rectangles name activities, not equal amounts of time or measured savings. Collect short post-task reports on perceived effort, confidence and comprehension alongside independently logged time, including test repairs and stakeholder clarification. An engineer who finishes faster but loses understanding of the policy may create future costs. Chapter~\ref{chap:10} returns to that learning question; the pilot should preserve the signal rather than discard it. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch02-developer-experience-and-hidden-time x06037 provenance "v8_prose_explanation" fig:ch03-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 6fe08ee1cf9b7d33718d10a3003f11d2cf2e898cb509c87edaff3e97ec6ed3be FIGURE_TEXT_AUDIT_V8 chapters/chapter03.tex 869ad0357050f6dcde42f1990c99209518e90f6574fd264ad71e4da80aa80bbb The exchange in Figure~\ref{fig:ch03-research-1} connects human intent and acceptance with the agent's bounded execution through versioned evidence packs. For the service, the outgoing task carries the contract and permissions; the returning pack contains the candidate diff and a trace of what was read and executed. The feedback paths let either side request clarification without turning a tool result into policy. This separation lets us evaluate capability without granting merge, release or policy-approval authority. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch03-from-suggestion-to-a-permission-bounded-agent x06038 provenance "v8_prose_explanation" fig:osmani-agency-orchestration 1 Editorial linkage, not a new empirical-evidence relation 1 4c23ec34588bc09586f6d8281501be33899a2bcca1e8ec29f7df02e5b3b64a73 FIGURE_TEXT_AUDIT_V8 chapters/chapter03.tex 869ad0357050f6dcde42f1990c99209518e90f6574fd264ad71e4da80aa80bbb The position on Figure~\ref{fig:osmani-agency-orchestration} never supplies its own approval. For each configuration, record the writable scope, expected independent evidence, rollback mechanism, review capacity and named acceptance owner. Expand either axis only when observed accepted outcomes justify the added complexity; a higher level is not automatically better. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch03-the-task-envelope x06039 provenance "v8_prose_explanation" fig:ch03-research-2 1 Editorial linkage, not a new empirical-evidence relation 1 ad64302d8ef6bfaebc686143bcdff6dba51ff91a6e3c09be7306f032d426540b FIGURE_TEXT_AUDIT_V8 chapters/chapter03.tex 869ad0357050f6dcde42f1990c99209518e90f6574fd264ad71e4da80aa80bbb The spread in Figure~\ref{fig:ch03-research-2} illustrates why task mix matters: documentation changes had a higher merged share than performance changes in the sampled corpus. The bars summarize repository and reviewer decisions, not probabilities for our next task. They motivate separate evaluation of task classes, while leaving the causes of the differences open. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch03-agent-benchmarks-and-observed-pull-requests x06040 provenance "v8_prose_explanation" fig:controls_execution_P110 3 Editorial linkage, not a new empirical-evidence relation 2 a973d015dc2104ca0411b7e528272c5ef1d02d280fdd73ea6f8248a5faeeceb3 FIGURE_TEXT_AUDIT_V8 chapters/chapter03.tex 869ad0357050f6dcde42f1990c99209518e90f6574fd264ad71e4da80aa80bbb For the same INT-002 task, first name the control missing from the simpler route. Is it a permission check, durable progress state, independent evidence, or an escalation path? Add a mechanism only with a testable account of how it supplies that control. Where the simpler route already meets the contract, extra scheduling or coordination is an additional maintenance obligation rather than a maturity achievement. Figure~\ref{fig:controls_execution_P110} separates these decisions. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch03-a-bounded-proposeactobserve-loop x06041 provenance "v8_prose_explanation" fig:ch04-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 ec1604bafd55a8fc85775bf158c8683e65352c3ea14fb5c6c95f8b6f3b0f4309 FIGURE_TEXT_AUDIT_V8 chapters/chapter04.tex 5280faf997ec1bb32a7160d02c323a9a203a75e0cfccceb64cd8b481810b7aa4 Figure~\ref{fig:ch04-research-1} shows where the ledger enters execution. The authorized contract constrains deterministic workflow code; the model contributes subtask content and uses only the permitted tools. The right-hand ``verified result'' denotes an output checked within that scope, not authorization to change the contract or release the service. Behavioral examples must supply the expectations against which such an output is judged. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch04-from-a-request-to-a-versioned-intention-ledger x06042 provenance "v8_prose_explanation" fig:ch04-research-2 1 Editorial linkage, not a new empirical-evidence relation 1 31d5a95b7efee7b1f7427ad193ba84c1073f94aaab7d7af9d27f50367edf6f59 FIGURE_TEXT_AUDIT_V8 chapters/chapter04.tex 5280faf997ec1bb32a7160d02c323a9a203a75e0cfccceb64cd8b481810b7aa4 Hassan\textquotesingle s roadmap \autocite{W152} and research on rejected agent PRs \autocite{W071} motivate coordination and review without establishing an optimal gate sequence. Figure~\ref{fig:ch04-research-2} makes our proposed sequence explicit: validate the authorized delta before asking the model for a new patch, then rerun the affected contracts and independent checks. The dashed return brings unresolved evidence back to the control layer; it does not let the model silently rewrite intention. This keeps a late requirement small enough to trace without regenerating the entire system. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch04-a-delta-driven-iterative-brownfield-lifecycle x06043 provenance "v8_prose_explanation" fig:ch04-invalidation-loop 1 Editorial linkage, not a new empirical-evidence relation 1 a80039c8696e1dd4b0b4a79179f3e141495a22d9984583888a21bf6b7f128412 FIGURE_TEXT_AUDIT_V8 didactics/worked04.tex d2c109d282dc74603d2072cf2de3ffd75db3b2859a785600f00ee7ad98eb421e The return arrow in Figure~\ref{fig:ch04-invalidation-loop} starts another impact analysis after the next delta is authorized; it does not reopen every invariant. For the change in the table, invalidate the Treasury boundary fixture and its new-decision tests, while retaining replay, audit, cross-border and high-risk obligations. The checker derives expected behavior from INT-002, not from the maker's patch. Exercise~\ref{ex:ch04} asks you to author this change ledger. Research-versus-proposal distinctions are in Appendix~\ref{app:methodology}, \S\ref{app:commentary-ch04}. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch04:worked-example x06044 provenance "v8_prose_explanation" fig:ch05-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 7706b54a97c030fd16787f3953e3463af9f3bfa831eae52f48c243e2b5885f1a FIGURE_TEXT_AUDIT_V8 chapters/chapter05.tex 76344b570df88cc78f651c5b435916b41ff1ecfb56d0133e1f08bb5b028e801e Before adopting a headline number, inspect the numerator and denominator: warnings per function or per thousand lines, code samples or accepted patches, total findings or high-severity findings, generated candidates or deployed changes. A matched sample can still be biased if a docstring omits the surrounding repository\textquotesingle s constraints. Conversely, an observational comparison of merged pull requests may exclude failed proposals and hide review effort. The engineering lesson is to match the study design to the question, then preserve its limitations in the citation. Read Figure~\ref{fig:ch05-research-1} in that order: corpus selection, enrichment, measurement and validation determine what a quality claim can mean. Its final box concerns statistical and sensitivity checks on the analysis, not certification that the merged software is safe in production. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch05-reading-ai-versus-human-studies-correctly x06045 provenance "v8_prose_explanation" fig:ch05-research-2 1 Editorial linkage, not a new empirical-evidence relation 1 13e3bf068c852a38af6e80d17d55ee06ae76b27e1319b76c13020b9ccfbffacc FIGURE_TEXT_AUDIT_V8 chapters/chapter05.tex 76344b570df88cc78f651c5b435916b41ff1ecfb56d0133e1f08bb5b028e801e A separate comparison, summarized in Figure~\ref{fig:ch05-research-2}, groups repositories by prior AI-tool exposure. Its velocity row differs between the agent-first and IDE-first cohorts, while both show worsened maintainability signals in the summarized estimates. The aligned boxes compare directions, not equal effect sizes. For our service, the lesson is to track later change effort alongside immediate output rather than let a velocity gain stand in for maintainability. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch05-post-merge-evolution-and-maintenance-burden x06046 provenance "v8_prose_explanation" fig:ch06-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 be01d6c2ea166e8f5c23365438e8be5bdc883d213a7690527adb5faf8e2a6ffc FIGURE_TEXT_AUDIT_V8 chapters/chapter06.tex 2c0e22a9113e0fd8bfc4f632c25df153a2756fcb3bf726534a5713a93ece6fa2 The critical transition in Figure~\ref{fig:ch06-research-1} is from a suggested name to an installed artifact: a name becoming available in a registry does not establish its trustworthiness. The control beneath the path therefore combines existence checks with provenance and locked dependencies. Our proposed gate requires approved identity and version review before installation, including for tool servers and skills. Pinning limits ambiguity but does not establish integrity. The teaching laboratory checks only a local manifest; it does not resolve or install packages over the network. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch06-dependency-provenance-and-hallucinated-packages x06047 provenance "v8_prose_explanation" fig:ch06-research-2 1 Editorial linkage, not a new empirical-evidence relation 1 3f78cc4849524089d8ee791fbf9b6bbdb2ce323d02e5648f14fe7cb659341edd FIGURE_TEXT_AUDIT_V8 chapters/chapter06.tex 2c0e22a9113e0fd8bfc4f632c25df153a2756fcb3bf726534a5713a93ece6fa2 Our proposed profile uses explicit tool operations, no wildcard shell grants, no default network egress, pinned tool declarations and structured audit logs. Skills and servers are reviewed like other executable dependencies; a friendly description is not an authorization. The laboratory rejects a manifest containing a floating tool version or broad shell permission and accepts a narrowly scoped manifest. It does not execute or authenticate any remote MCP server. The fork in Figure~\ref{fig:ch06-research-2} places enforcement after interpretation: even when the model accepts an instruction from a repository file, the runtime must separately allow the operation or deny its side effect. Reading content and acquiring authority remain distinct events. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch06-harness-configuration-skills-and-external-services x06048 provenance "v8_prose_explanation" fig:ch07-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 12b8c6b6ca538821919bfd1c9f3a6b882e99403d83476af691041b0fd3d5897f FIGURE_TEXT_AUDIT_V8 chapters/chapter07.tex 1bbb5af2473938ef0cee310a060ecc9a00673ed6daaff11af94ce508d4defcee Figure~\ref{fig:ch07-research-1} makes the conditioning in \autocite{W079} important: the bars compare how often two models choose the same wrong answer \emph{given that both are wrong}. They do not show how often the models fail overall. Agreement above the uniform wrong-choice baseline warns against treating consensus as independent evidence. Together with evaluator self-preference in broader LLM judgments \autocite{W082}, it motivates diversifying evidence sources; its quantitative transfer to software defect detection remains unverified. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch07-independent-checkers-and-correlated-error x06049 provenance "v8_prose_explanation" fig:ch07-research-2 1 Editorial linkage, not a new empirical-evidence relation 1 640454a5b25b369e6987867b3193dc4615ca7c931fc1aef66bd43af80253cdab FIGURE_TEXT_AUDIT_V8 chapters/chapter07.tex 1bbb5af2473938ef0cee310a060ecc9a00673ed6daaff11af94ce508d4defcee Every attempt retains a task identifier, code hash, tool version, diff, tests, failure reason, time or cost budget and resulting state. \autocite{W101}, \autocite{W095} and \autocite{W151} motivate caution about self-review and policy separation, but do not validate this exact retry policy. The steps in Figure~\ref{fig:ch07-research-2} represent distinct obligations: establish scope and contract, test behavior, review the evidence, and decide on release. Passing the test-oracle step does not satisfy the neighboring obligations. The staircase is a checklist of evidence boundaries, not a calibrated rise in reliability. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch07-bounded-repair-versus-independent-acceptance x06050 provenance "v8_prose_explanation" fig:ch07-independent-oracle 1 Editorial linkage, not a new empirical-evidence relation 1 39133958ed6af4dc0bcbad476377880b1273fad5290d9063e78efb1b2ed17284 FIGURE_TEXT_AUDIT_V8 didactics/worked07.tex 9e9e6ba0730240be5f7e150066b86a6efb15bd5375f7e17daf7b38c818cc6d00 Suppose a maker changes the Treasury ceiling to EUR~3,000 and writes a test that computes its expected result using the very same function under test. The test can pass even if the function ignores the ceiling entirely. The checker must instead receive expected outcomes from an independently approved contract and an external test harness. The two branches in Figure~\ref{fig:ch07-independent-oracle} start from the same authorized contract, rather than deriving the expected answer from the candidate. They converge at the reviewer so that implementation and independently specified expectations can be compared. A second actor alone would not provide that independence. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch07:worked-example x06051 provenance "v8_prose_explanation" fig:ch08-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 c406a6173946c91483fc24466d0f397111e3d012eeb9014be76e14526fdc63c4 FIGURE_TEXT_AUDIT_V8 chapters/chapter08.tex d3c4f31ca0fde0db8524e4a533adf2001c1488aadddf564cc5b3c37c8c585666 Xiang et al.~\autocite{W102} give a particularly useful verification-cost counterexample. On 116 complete-case LiveCodeBench problems, review by Claude changes Codex passing outputs from 83 to 104 (+21), at \$0.443 versus \$0.190 per task; the opposite reviewer ordering lowers Claude's successes from 106 to 96 while increasing modeled inference cost from \$0.226 to \$0.382 per task. Table~2 provides numerator and denominator for independent \emph{percentage arithmetic}, and Table~4 provides discordances for exact McNemar test rechecks. Neither calculation replays the model calls, proves transfer to repository review, or guarantees a cost-effective production policy. A reviewer remains accountable for independent oracles, acceptance and regression risk. Figure~\ref{fig:ch08-research-1} decomposes those net changes into failures fixed and previously passing answers broken. Read each two-letter label as writer then reviewer: the green and red bars must be considered together. More corrections can coexist with regressions, so a review policy needs both counts rather than a tally of helpful comments. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch08-self-review-cross-model-review-and-shared-blind-spots x06052 provenance "v8_prose_explanation" fig:ch08-research-2 1 Editorial linkage, not a new empirical-evidence relation 1 4f5c742427d0f633b73efc1a0859a1a2450db48d0aef3e221190c6cadab82c2d FIGURE_TEXT_AUDIT_V8 chapters/chapter08.tex d3c4f31ca0fde0db8524e4a533adf2001c1488aadddf564cc5b3c37c8c585666 Cost adds another dimension in Figure~\ref{fig:ch08-research-2}. Each arrow begins at a writer-only baseline; moving right means greater inference cost, while moving up or down means a higher or lower pass rate. The almost horizontal A-to-AA route buys little net change in this sample, and the downward A-to-AO route spends more while losing passes. These are task-level comparisons, not a production cost model, but they expose why an additional review step must earn its place. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch08-self-review-cross-model-review-and-shared-blind-spots x06053 provenance "v8_prose_explanation" fig:ch09-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 70438904f7aa46d1ba1bd684d2d8b157c9304619340e22fadb749359c7fa3288 FIGURE_TEXT_AUDIT_V8 chapters/chapter09.tex d0d7b46ec9ac8c80f5d51df8f0b25b83bf89ced3daa1eb6c8de701ecbf7dc610 The package must record omissions. Finding one threshold constant does not prove there are no other consumers. An old passing test does not prove the current branch passes. A model-generated meeting summary is not an approved contract. Missing facts that affect acceptance should produce questions for the relevant owner, not confident guesses. The branching in Figure~\ref{fig:ch09-research-1} separates a recorded event from the semantic claim drawn from it before retrieval joins them again. Its ``what is true'' label must be read as a version-scoped assertion: observing a v1 decision does not establish the rule for a new v2 request. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch09-context-assembly-for-an-agent x06054 provenance "v8_prose_explanation" fig:ch09-research-2 1 Editorial linkage, not a new empirical-evidence relation 1 be0a5b5d392e447bf979c79064fc5ddc2de175ef2c0cdf814041fd4a24b543a2 FIGURE_TEXT_AUDIT_V8 chapters/chapter09.tex d0d7b46ec9ac8c80f5d51df8f0b25b83bf89ced3daa1eb6c8de701ecbf7dc610 INT-002 invalidates Treasury boundary expectations for new decisions and the current policy-fixture reference. It does not invalidate the high-risk invariant, the OPS threshold or historical idempotency decisions. A graph dependency walk can identify candidate impacts, but a human reviewer must challenge missing edges. The memory system should preserve historical evidence and explicitly identify which checks need rerunning. Figure~\ref{fig:ch09-research-2} addresses a different failure: losing required state during compaction or reset. Typed records pass through a validated writeback journal before durable storage; the lower box requires stopping when that preservation cannot be guaranteed. Preserving a record intact still does not make its contents current or authorized. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch09-memory-consistency-decay-and-invalidation x06055 provenance "v8_prose_explanation" fig:ch10-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 a84a799c02c8ac283917097c4d2b7d2f59d9d52487414e087b89e132871555a4 FIGURE_TEXT_AUDIT_V8 chapters/chapter10.tex c9de72e9b9cbeeb7a7ab5044994f1de717789bd9e443b6e0e694e6b108ba81e4 Following the expert-to-tour-to-learner path in Figure~\ref{fig:ch10-research-1}, a maintainer can curate three stops through the service. First inspect INT-001 and INT-002 and predict the EUR~4,000 Treasury outcome under each revision. Then trace \texttt{ApprovalService.evaluate} and explain why replay does not use the current ceiling. Finally inspect the defective legacy route and identify a contract-derived counterexample to its HIGH-risk behavior. The lower strip turns the tour into a proposed check of independent reasoning: explain an invariant, predict a failure and make an unaided change. Completing the tour is preparation for that check, not proof of durable learning. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch10-learning-through-explanations-repairs-and-code-tours x06056 provenance "v8_prose_explanation" fig:ch10-research-2 2 Editorial linkage, not a new empirical-evidence relation 1 66cd0db2d86908b07a1673f1eeebbd583728e249fc7e7fa50f5300dc02ce2cc4 FIGURE_TEXT_AUDIT_V8 chapters/chapter10.tex c9de72e9b9cbeeb7a7ab5044994f1de717789bd9e443b6e0e694e6b108ba81e4 Figure~\ref{fig:ch10-research-2} helps separate those outcomes. Its arrow leads from assisted work to an \emph{immediate} unaided quiz, not to a delayed retention measurement. The lower strip describes observed patterns of engagement, not randomly assigned teaching strategies. A mentoring programme can therefore use these observations to frame questions, but needs its own later transfer assessment before claiming that assisted practice produced lasting competence. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch10-mentoring-and-apprenticeship-in-a-team-with-agents x06057 provenance "v8_prose_explanation" fig:ch11-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 1223702a42063d438c983d72a1d0be637250d5713ebdfd7508f43ed2a8db032f FIGURE_TEXT_AUDIT_V8 chapters/chapter11.tex 2c3012ea9fe30a0ad57c8abb5c046a010f02ea71f46042e2cdf2c6aee47fac90 Read the dot matrix in Figure~\ref{fig:ch11-research-1} across each row: filled dots mark provisions appearing together, and the right-hand count belongs to that selected combination. The rows illustrate how rules on contributions can coexist with requirements for human involvement, disclosure and accountability. They are neither a complete sample total nor a recommended policy ranking. For the service, define each obligation explicitly and evaluate the resulting review burden, acceptance quality and unwanted workarounds. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch11-policies-that-make-expectations-visible x06058 provenance "v8_prose_explanation" fig:ch11-research-2 1 Editorial linkage, not a new empirical-evidence relation 1 befbbaef788ed066d7a0cce32742aec03d7e30fb4bc6257725052a4362129840 FIGURE_TEXT_AUDIT_V8 chapters/chapter11.tex 2c3012ea9fe30a0ad57c8abb5c046a010f02ea71f46042e2cdf2c6aee47fac90 Figure~\ref{fig:ch11-research-2} shows why those controls need a channel-specific scope. The upper bar classifies policies on code contributions; the lower bars record an absence of explicit guidance for communication and issues or security. Silence in a policy is not permission for an agent to post externally or disclose sensitive information. Our gate profile must state these boundaries separately rather than inherit them from a general allowance to submit code. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch11-executable-policy-as-an-engineering-proposal x06059 provenance "v8_prose_explanation" fig:ch12-research-1 1 Editorial linkage, not a new empirical-evidence relation 1 5f8c0818a87b7b35e479181b8e9bfed0cba3f9653cb849fd6d099013a4b6bf58 FIGURE_TEXT_AUDIT_V8 chapters/chapter12.tex dbf4854f748601e0dd7778f39625870b36752dac82df792108a48d1b62cc701f The queue in Chapter~\ref{chap:11} gives a local reading of Figure~\ref{fig:ch12-research-1}. Candidate generation feeds review and integration, while the dashed capacity boundary reminds us that downstream delivery can remain constrained. More upstream work then accumulates instead of becoming proportionally more releases. The economic question is whether the intervention expands capacity at the constrained stage or reduces the evidence-gathering effort required there; faster generation alone answers neither. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch12-why-cheap-generation-may-increase-total-cost x06060 provenance "v8_prose_explanation" fig:ch12-research-2 1 Editorial linkage, not a new empirical-evidence relation 1 60460ac8a1e8eaeb5280e3b165572753501420b4b7b316aeac236285510d09de FIGURE_TEXT_AUDIT_V8 chapters/chapter12.tex dbf4854f748601e0dd7778f39625870b36752dac82df792108a48d1b62cc701f Figure~\ref{fig:ch12-research-2} places the long-term question on a skill axis. The two curves represent stylized cohorts, and the vertical line marks the model's active-expert threshold $a_t$; neither their relative heights nor their displacement estimates our team's future headcount or competence. The diagram asks how access to expertise changes what a later cohort can learn. Training time, attrition, supervision and delayed competence therefore belong in the investment discussion, but require longitudinal observations rather than numbers read from these illustrative curves. FIGURE_EXPLAINED_IN_READER_PROSE_V8 ch12-the-apprenticeship-and-long-term-skill-economy x06061 provenance "v8_prose_explanation" fig:app-evidence-to-teaching 1 Editorial linkage, not a new empirical-evidence relation 1 fcf3ab4c21023c5a2c606be7f35657b6d38b320f767456df1ebd2e0e3d79cb9a FIGURE_TEXT_AUDIT_V8 appendices/methodology.tex 235189b1ccedc2846cb38b438cb6b31c8878468edf89a52deba6922ba4943c27 Follow Figure~\ref{fig:app-evidence-to-teaching} from a publication and its version to a bounded claim before entering the chapter's engineering interpretation. The branch into this appendix retains the claim's qualifications; the dashed link carries limitations into the worked example instead of leaving them behind. Thus a source may motivate a proposed gate without validating it. The graph records that chain of use, not a shortcut from citation to proof. FIGURE_EXPLAINED_IN_READER_PROSE_V8 app:graph-construction x06062 provenance "v9_reader_revision" READER_REVISION_V9 READER_REVISION_OF x06063 provenance "v9_document" READER_REVISION_V9 HAS_READER_DOCUMENT x06064 provenance "v9_document" READER_REVISION_V9 HAS_READER_DOCUMENT x06065 provenance "v9_document" READER_REVISION_V9 HAS_READER_DOCUMENT x06066 provenance "v9_reading_passage" fig:ch01-research-1 1 Current reader-prose linkage only 1 9cfa250f556c24921cdf72c40ba4ccce43704e66851be7928a04396edebd45a8 READER_REVISION_V9 chapters/chapter01.tex 79d183c9ce2ab7cbf5cf7e0f9a288adce4ec6a5fb04fe69d548e29d29f8bc739 The timeline in Figure~\ref{fig:ch01-research-1} can be read as an expansion of engineering concerns, rather than a succession of methods that erase their predecessors. Agentic work still needs the process, risk and operational disciplines represented to its left. The emerging engineer's role therefore includes decomposing a problem, choosing what may safely be delegated, building independent checks and making the reasoning behind acceptance available to other people. Which activities grow or shrink under AI adoption remains a research question; the conceptual distinction is between authorship of an artifact and responsibility for its consequences. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch01-the-engineers-work-before-and-after-ai x06067 provenance "v9_reading_passage" fig:ch01-research-2 1 Current reader-prose linkage only 1 f5f8cdfafee11b9aba93846e769f36b97fbba48218a8f6ad21bf3319711bd1fe READER_REVISION_V9 chapters/chapter01.tex 79d183c9ce2ab7cbf5cf7e0f9a288adce4ec6a5fb04fe69d548e29d29f8bc739 The return path in Figure~\ref{fig:ch01-research-2} makes the lifecycle revisable: operational experience can reopen requirements, while human control spans every stage rather than appearing only at the end. An approved intention is a living, versioned contract for a bounded change. If a policy owner clarifies an approval threshold after implementation, the new fact enters as an authorized delta. The team then revisits the affected design assumptions, tests and knowledge records, retaining earlier evidence for the earlier version. This selective invalidation keeps the workflow incremental rather than restarting the entire lifecycle. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch01-the-lifecycle-of-a-trustworthy-change x06068 provenance "v9_reading_passage" fig:ch01-change-acceptance 1 Current reader-prose linkage only 1 692331aa186da6e22ab998fc1cc411ec1cce93bcddc6f263b2bee42fc3f0f35c READER_REVISION_V9 didactics/worked01.tex d18766d3a039137e8bc0ef533f694feb6550f919764dd52e477858f04ed87402 Return to the request to make a department's approval ceiling configurable. An agent can produce a patch before anyone has decided whether ``approval'' means eligibility, escalation or final authorization. To prevent that ambiguity from becoming a hidden software rule, trace the request through a sequence of decisions, each with a different source of authority. In Figure~\ref{fig:ch01-change-acceptance}, the patch sits between authorization and verification; the role labels beneath the boxes identify who is responsible for each decision. Moving right requires the corresponding evidence or approval, not merely another artifact from the maker. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch01:worked-example x06069 provenance "v9_reading_passage" fig:ch02-research-1 1 Current reader-prose linkage only 1 5e12e33917104b3e58a65a1d58a31f5d8f055e3862d1017b55695fdbcc29aa8e READER_REVISION_V9 chapters/chapter02.tex aa2d769d45a928d9abea63a9b54f7c7ad0cc701af5c2d67cb9fc331fa1827d74 Two experiments can disagree without one being defective. Becker and colleagues studied sixteen experienced open-source developers completing 246 tasks in repositories they knew well. In their early-2025 tool setting, allowing AI increased completion time by about 19\%. Developers had expected acceleration, and after participating still believed the tool had helped. Paradis and colleagues\textquotesingle{} Google trial instead estimated a roughly 21\% reduction in task time in its own environment. \autocite{W023,W008} Figure~\ref{fig:ch02-research-1} isolates the first study's disagreement: both subjective estimates fall below zero, meaning less task time, while the measured effect is above zero. Retrospective confidence therefore remains a different signal from timed performance. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch02-why-controlled-studies-disagree x06070 provenance "v9_reading_passage" fig:ch02-research-2 1 Current reader-prose linkage only 1 15d718b28cd04e101fafd658a6fa5b135b2edcaf3dcacf56d9ea8be94c57129e READER_REVISION_V9 chapters/chapter02.tex aa2d769d45a928d9abea63a9b54f7c7ad0cc701af5c2d67cb9fc331fa1827d74 The redistribution in Figure~\ref{fig:ch02-research-2} explains why the service pilot must record supervision as well as construction: prompting, waiting and reviewing outputs become part of the task. The rectangles name activities, not equal amounts of time or measured savings. Collect short post-task reports on perceived effort, confidence and comprehension alongside independently logged time, including test repairs and stakeholder clarification. An engineer who finishes faster but loses understanding of the policy may create future costs. Chapter~\ref{chap:10} returns to that learning question; the pilot should preserve the signal rather than discard it. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch02-developer-experience-and-hidden-time x06071 provenance "v9_reading_passage" fig:ch03-research-1 1 Current reader-prose linkage only 1 6fe08ee1cf9b7d33718d10a3003f11d2cf2e898cb509c87edaff3e97ec6ed3be READER_REVISION_V9 chapters/chapter03.tex 869ad0357050f6dcde42f1990c99209518e90f6574fd264ad71e4da80aa80bbb The exchange in Figure~\ref{fig:ch03-research-1} connects human intent and acceptance with the agent's bounded execution through versioned evidence packs. For the service, the outgoing task carries the contract and permissions; the returning pack contains the candidate diff and a trace of what was read and executed. The feedback paths let either side request clarification without turning a tool result into policy. This separation lets us evaluate capability without granting merge, release or policy-approval authority. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch03-from-suggestion-to-a-permission-bounded-agent x06072 provenance "v9_reading_passage" fig:osmani-agency-orchestration 1 Current reader-prose linkage only 1 4c23ec34588bc09586f6d8281501be33899a2bcca1e8ec29f7df02e5b3b64a73 READER_REVISION_V9 chapters/chapter03.tex 869ad0357050f6dcde42f1990c99209518e90f6574fd264ad71e4da80aa80bbb The position on Figure~\ref{fig:osmani-agency-orchestration} never supplies its own approval. For each configuration, record the writable scope, expected independent evidence, rollback mechanism, review capacity and named acceptance owner. Expand either axis only when observed accepted outcomes justify the added complexity; a higher level is not automatically better. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch03-the-task-envelope x06073 provenance "v9_reading_passage" fig:ch03-research-2 1 Current reader-prose linkage only 1 ad64302d8ef6bfaebc686143bcdff6dba51ff91a6e3c09be7306f032d426540b READER_REVISION_V9 chapters/chapter03.tex 869ad0357050f6dcde42f1990c99209518e90f6574fd264ad71e4da80aa80bbb The spread in Figure~\ref{fig:ch03-research-2} illustrates why task mix matters: documentation changes had a higher merged share than performance changes in the sampled corpus. The bars summarize repository and reviewer decisions, not probabilities for our next task. They motivate separate evaluation of task classes, while leaving the causes of the differences open. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch03-agent-benchmarks-and-observed-pull-requests x06074 provenance "v9_reading_passage" fig:controls_execution_P110 3 Current reader-prose linkage only 2 a973d015dc2104ca0411b7e528272c5ef1d02d280fdd73ea6f8248a5faeeceb3 READER_REVISION_V9 chapters/chapter03.tex 869ad0357050f6dcde42f1990c99209518e90f6574fd264ad71e4da80aa80bbb For the same INT-002 task, first name the control missing from the simpler route. Is it a permission check, durable progress state, independent evidence, or an escalation path? Add a mechanism only with a testable account of how it supplies that control. Where the simpler route already meets the contract, extra scheduling or coordination is an additional maintenance obligation rather than a maturity achievement. Figure~\ref{fig:controls_execution_P110} separates these decisions. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch03-a-bounded-proposeactobserve-loop x06075 provenance "v9_reading_passage" fig:ch04-research-1 1 Current reader-prose linkage only 1 ec1604bafd55a8fc85775bf158c8683e65352c3ea14fb5c6c95f8b6f3b0f4309 READER_REVISION_V9 chapters/chapter04.tex 5280faf997ec1bb32a7160d02c323a9a203a75e0cfccceb64cd8b481810b7aa4 Figure~\ref{fig:ch04-research-1} shows where the ledger enters execution. The authorized contract constrains deterministic workflow code; the model contributes subtask content and uses only the permitted tools. The right-hand ``verified result'' denotes an output checked within that scope, not authorization to change the contract or release the service. Behavioral examples must supply the expectations against which such an output is judged. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch04-from-a-request-to-a-versioned-intention-ledger x06076 provenance "v9_reading_passage" fig:ch04-research-2 1 Current reader-prose linkage only 1 31d5a95b7efee7b1f7427ad193ba84c1073f94aaab7d7af9d27f50367edf6f59 READER_REVISION_V9 chapters/chapter04.tex 5280faf997ec1bb32a7160d02c323a9a203a75e0cfccceb64cd8b481810b7aa4 Hassan\textquotesingle s roadmap \autocite{W152} and research on rejected agent PRs \autocite{W071} motivate coordination and review without establishing an optimal gate sequence. Figure~\ref{fig:ch04-research-2} makes our proposed sequence explicit: validate the authorized delta before asking the model for a new patch, then rerun the affected contracts and independent checks. The dashed return brings unresolved evidence back to the control layer; it does not let the model silently rewrite intention. This keeps a late requirement small enough to trace without regenerating the entire system. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch04-a-delta-driven-iterative-brownfield-lifecycle x06077 provenance "v9_reading_passage" fig:ch04-invalidation-loop 1 Current reader-prose linkage only 1 a80039c8696e1dd4b0b4a79179f3e141495a22d9984583888a21bf6b7f128412 READER_REVISION_V9 didactics/worked04.tex d2c109d282dc74603d2072cf2de3ffd75db3b2859a785600f00ee7ad98eb421e The return arrow in Figure~\ref{fig:ch04-invalidation-loop} starts another impact analysis after the next delta is authorized; it does not reopen every invariant. For the change in the table, invalidate the Treasury boundary fixture and its new-decision tests, while retaining replay, audit, cross-border and high-risk obligations. The checker derives expected behavior from INT-002, not from the maker's patch. Exercise~\ref{ex:ch04} asks you to author this change ledger. Research-versus-proposal distinctions are in Appendix~\ref{app:methodology}, \S\ref{app:commentary-ch04}. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch04:worked-example x06078 provenance "v9_reading_passage" fig:ch05-research-1 1 Current reader-prose linkage only 1 7706b54a97c030fd16787f3953e3463af9f3bfa831eae52f48c243e2b5885f1a READER_REVISION_V9 chapters/chapter05.tex 76344b570df88cc78f651c5b435916b41ff1ecfb56d0133e1f08bb5b028e801e Before adopting a headline number, inspect the numerator and denominator: warnings per function or per thousand lines, code samples or accepted patches, total findings or high-severity findings, generated candidates or deployed changes. A matched sample can still be biased if a docstring omits the surrounding repository\textquotesingle s constraints. Conversely, an observational comparison of merged pull requests may exclude failed proposals and hide review effort. The engineering lesson is to match the study design to the question, then preserve its limitations in the citation. Read Figure~\ref{fig:ch05-research-1} in that order: corpus selection, enrichment, measurement and validation determine what a quality claim can mean. Its final box concerns statistical and sensitivity checks on the analysis, not certification that the merged software is safe in production. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch05-reading-ai-versus-human-studies-correctly x06079 provenance "v9_reading_passage" fig:ch05-research-2 1 Current reader-prose linkage only 1 13e3bf068c852a38af6e80d17d55ee06ae76b27e1319b76c13020b9ccfbffacc READER_REVISION_V9 chapters/chapter05.tex 76344b570df88cc78f651c5b435916b41ff1ecfb56d0133e1f08bb5b028e801e A separate comparison, summarized in Figure~\ref{fig:ch05-research-2}, groups repositories by prior AI-tool exposure. Its velocity row differs between the agent-first and IDE-first cohorts, while both show worsened maintainability signals in the summarized estimates. The aligned boxes compare directions, not equal effect sizes. For our service, the lesson is to track later change effort alongside immediate output rather than let a velocity gain stand in for maintainability. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch05-post-merge-evolution-and-maintenance-burden x06080 provenance "v9_reading_passage" fig:ch06-research-1 1 Current reader-prose linkage only 1 be01d6c2ea166e8f5c23365438e8be5bdc883d213a7690527adb5faf8e2a6ffc READER_REVISION_V9 chapters/chapter06.tex 2c0e22a9113e0fd8bfc4f632c25df153a2756fcb3bf726534a5713a93ece6fa2 The critical transition in Figure~\ref{fig:ch06-research-1} is from a suggested name to an installed artifact: a name becoming available in a registry does not establish its trustworthiness. The control beneath the path therefore combines existence checks with provenance and locked dependencies. Our proposed gate requires approved identity and version review before installation, including for tool servers and skills. Pinning limits ambiguity but does not establish integrity. The teaching laboratory checks only a local manifest; it does not resolve or install packages over the network. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch06-dependency-provenance-and-hallucinated-packages x06081 provenance "v9_reading_passage" fig:ch06-research-2 1 Current reader-prose linkage only 1 3f78cc4849524089d8ee791fbf9b6bbdb2ce323d02e5648f14fe7cb659341edd READER_REVISION_V9 chapters/chapter06.tex 2c0e22a9113e0fd8bfc4f632c25df153a2756fcb3bf726534a5713a93ece6fa2 Our proposed profile uses explicit tool operations, no wildcard shell grants, no default network egress, pinned tool declarations and structured audit logs. Skills and servers are reviewed like other executable dependencies; a friendly description is not an authorization. The laboratory rejects a manifest containing a floating tool version or broad shell permission and accepts a narrowly scoped manifest. It does not execute or authenticate any remote MCP server. The fork in Figure~\ref{fig:ch06-research-2} places enforcement after interpretation: even when the model accepts an instruction from a repository file, the runtime must separately allow the operation or deny its side effect. Reading content and acquiring authority remain distinct events. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch06-harness-configuration-skills-and-external-services x06082 provenance "v9_reading_passage" fig:ch07-research-1 1 Current reader-prose linkage only 1 12b8c6b6ca538821919bfd1c9f3a6b882e99403d83476af691041b0fd3d5897f READER_REVISION_V9 chapters/chapter07.tex 1bbb5af2473938ef0cee310a060ecc9a00673ed6daaff11af94ce508d4defcee Figure~\ref{fig:ch07-research-1} makes the conditioning in \autocite{W079} important: the bars compare how often two models choose the same wrong answer \emph{given that both are wrong}. They do not show how often the models fail overall. Agreement above the uniform wrong-choice baseline warns against treating consensus as independent evidence. Together with evaluator self-preference in broader LLM judgments \autocite{W082}, it motivates diversifying evidence sources; its quantitative transfer to software defect detection remains unverified. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch07-independent-checkers-and-correlated-error x06083 provenance "v9_reading_passage" fig:ch07-research-2 1 Current reader-prose linkage only 1 640454a5b25b369e6987867b3193dc4615ca7c931fc1aef66bd43af80253cdab READER_REVISION_V9 chapters/chapter07.tex 1bbb5af2473938ef0cee310a060ecc9a00673ed6daaff11af94ce508d4defcee Every attempt retains a task identifier, code hash, tool version, diff, tests, failure reason, time or cost budget and resulting state. \autocite{W101}, \autocite{W095} and \autocite{W151} motivate caution about self-review and policy separation, but do not validate this exact retry policy. The steps in Figure~\ref{fig:ch07-research-2} represent distinct obligations: establish scope and contract, test behavior, review the evidence, and decide on release. Passing the test-oracle step does not satisfy the neighboring obligations. The staircase is a checklist of evidence boundaries, not a calibrated rise in reliability. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch07-bounded-repair-versus-independent-acceptance x06084 provenance "v9_reading_passage" fig:ch07-independent-oracle 1 Current reader-prose linkage only 1 39133958ed6af4dc0bcbad476377880b1273fad5290d9063e78efb1b2ed17284 READER_REVISION_V9 didactics/worked07.tex 9e9e6ba0730240be5f7e150066b86a6efb15bd5375f7e17daf7b38c818cc6d00 Suppose a maker changes the Treasury ceiling to EUR~3,000 and writes a test that computes its expected result using the very same function under test. The test can pass even if the function ignores the ceiling entirely. The checker must instead receive expected outcomes from an independently approved contract and an external test harness. The two branches in Figure~\ref{fig:ch07-independent-oracle} start from the same authorized contract, rather than deriving the expected answer from the candidate. They converge at the reviewer so that implementation and independently specified expectations can be compared. A second actor alone would not provide that independence. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch07:worked-example x06085 provenance "v9_reading_passage" fig:ch08-research-1 1 Current reader-prose linkage only 1 c406a6173946c91483fc24466d0f397111e3d012eeb9014be76e14526fdc63c4 READER_REVISION_V9 chapters/chapter08.tex d3c4f31ca0fde0db8524e4a533adf2001c1488aadddf564cc5b3c37c8c585666 Xiang et al.~\autocite{W102} give a particularly useful verification-cost counterexample. On 116 complete-case LiveCodeBench problems, review by Claude changes Codex passing outputs from 83 to 104 (+21), at \$0.443 versus \$0.190 per task; the opposite reviewer ordering lowers Claude's successes from 106 to 96 while increasing modeled inference cost from \$0.226 to \$0.382 per task. Table~2 provides numerator and denominator for independent \emph{percentage arithmetic}, and Table~4 provides discordances for exact McNemar test rechecks. Neither calculation replays the model calls, proves transfer to repository review, or guarantees a cost-effective production policy. A reviewer remains accountable for independent oracles, acceptance and regression risk. Figure~\ref{fig:ch08-research-1} decomposes those net changes into failures fixed and previously passing answers broken. Read each two-letter label as writer then reviewer: the green and red bars must be considered together. More corrections can coexist with regressions, so a review policy needs both counts rather than a tally of helpful comments. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch08-self-review-cross-model-review-and-shared-blind-spots x06086 provenance "v9_reading_passage" fig:ch08-research-2 1 Current reader-prose linkage only 1 4f5c742427d0f633b73efc1a0859a1a2450db48d0aef3e221190c6cadab82c2d READER_REVISION_V9 chapters/chapter08.tex d3c4f31ca0fde0db8524e4a533adf2001c1488aadddf564cc5b3c37c8c585666 Cost adds another dimension in Figure~\ref{fig:ch08-research-2}. Each arrow begins at a writer-only baseline; moving right means greater inference cost, while moving up or down means a higher or lower pass rate. The almost horizontal A-to-AA route buys little net change in this sample, and the downward A-to-AO route spends more while losing passes. These are task-level comparisons, not a production cost model, but they expose why an additional review step must earn its place. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch08-self-review-cross-model-review-and-shared-blind-spots x06087 provenance "v9_reading_passage" fig:ch09-research-1 1 Current reader-prose linkage only 1 70438904f7aa46d1ba1bd684d2d8b157c9304619340e22fadb749359c7fa3288 READER_REVISION_V9 chapters/chapter09.tex d0d7b46ec9ac8c80f5d51df8f0b25b83bf89ced3daa1eb6c8de701ecbf7dc610 The package must record omissions. Finding one threshold constant does not prove there are no other consumers. An old passing test does not prove the current branch passes. A model-generated meeting summary is not an approved contract. Missing facts that affect acceptance should produce questions for the relevant owner, not confident guesses. The branching in Figure~\ref{fig:ch09-research-1} separates a recorded event from the semantic claim drawn from it before retrieval joins them again. Its ``what is true'' label must be read as a version-scoped assertion: observing a v1 decision does not establish the rule for a new v2 request. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch09-context-assembly-for-an-agent x06088 provenance "v9_reading_passage" fig:ch09-research-2 1 Current reader-prose linkage only 1 be0a5b5d392e447bf979c79064fc5ddc2de175ef2c0cdf814041fd4a24b543a2 READER_REVISION_V9 chapters/chapter09.tex d0d7b46ec9ac8c80f5d51df8f0b25b83bf89ced3daa1eb6c8de701ecbf7dc610 INT-002 invalidates Treasury boundary expectations for new decisions and the current policy-fixture reference. It does not invalidate the high-risk invariant, the OPS threshold or historical idempotency decisions. A graph dependency walk can identify candidate impacts, but a human reviewer must challenge missing edges. The memory system should preserve historical evidence and explicitly identify which checks need rerunning. Figure~\ref{fig:ch09-research-2} addresses a different failure: losing required state during compaction or reset. Typed records pass through a validated writeback journal before durable storage; the lower box requires stopping when that preservation cannot be guaranteed. Preserving a record intact still does not make its contents current or authorized. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch09-memory-consistency-decay-and-invalidation x06089 provenance "v9_reading_passage" fig:ch10-research-1 1 Current reader-prose linkage only 1 a84a799c02c8ac283917097c4d2b7d2f59d9d52487414e087b89e132871555a4 READER_REVISION_V9 chapters/chapter10.tex c9de72e9b9cbeeb7a7ab5044994f1de717789bd9e443b6e0e694e6b108ba81e4 Following the expert-to-tour-to-learner path in Figure~\ref{fig:ch10-research-1}, a maintainer can curate three stops through the service. First inspect INT-001 and INT-002 and predict the EUR~4,000 Treasury outcome under each revision. Then trace \texttt{ApprovalService.evaluate} and explain why replay does not use the current ceiling. Finally inspect the defective legacy route and identify a contract-derived counterexample to its HIGH-risk behavior. The lower strip turns the tour into a proposed check of independent reasoning: explain an invariant, predict a failure and make an unaided change. Completing the tour is preparation for that check, not proof of durable learning. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch10-learning-through-explanations-repairs-and-code-tours x06090 provenance "v9_reading_passage" fig:ch10-research-2 2 Current reader-prose linkage only 1 66cd0db2d86908b07a1673f1eeebbd583728e249fc7e7fa50f5300dc02ce2cc4 READER_REVISION_V9 chapters/chapter10.tex c9de72e9b9cbeeb7a7ab5044994f1de717789bd9e443b6e0e694e6b108ba81e4 Figure~\ref{fig:ch10-research-2} helps separate those outcomes. Its arrow leads from assisted work to an \emph{immediate} unaided quiz, not to a delayed retention measurement. The lower strip describes observed patterns of engagement, not randomly assigned teaching strategies. A mentoring programme can therefore use these observations to frame questions, but needs its own later transfer assessment before claiming that assisted practice produced lasting competence. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch10-mentoring-and-apprenticeship-in-a-team-with-agents x06091 provenance "v9_reading_passage" fig:ch11-research-1 1 Current reader-prose linkage only 1 1223702a42063d438c983d72a1d0be637250d5713ebdfd7508f43ed2a8db032f READER_REVISION_V9 chapters/chapter11.tex 2c3012ea9fe30a0ad57c8abb5c046a010f02ea71f46042e2cdf2c6aee47fac90 Read the dot matrix in Figure~\ref{fig:ch11-research-1} across each row: filled dots mark provisions appearing together, and the right-hand count belongs to that selected combination. The rows illustrate how rules on contributions can coexist with requirements for human involvement, disclosure and accountability. They are neither a complete sample total nor a recommended policy ranking. For the service, define each obligation explicitly and evaluate the resulting review burden, acceptance quality and unwanted workarounds. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch11-policies-that-make-expectations-visible x06092 provenance "v9_reading_passage" fig:ch11-research-2 1 Current reader-prose linkage only 1 befbbaef788ed066d7a0cce32742aec03d7e30fb4bc6257725052a4362129840 READER_REVISION_V9 chapters/chapter11.tex 2c3012ea9fe30a0ad57c8abb5c046a010f02ea71f46042e2cdf2c6aee47fac90 Figure~\ref{fig:ch11-research-2} shows why those controls need a channel-specific scope. The upper bar classifies policies on code contributions; the lower bars record an absence of explicit guidance for communication and issues or security. Silence in a policy is not permission for an agent to post externally or disclose sensitive information. Our gate profile must state these boundaries separately rather than inherit them from a general allowance to submit code. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch11-executable-policy-as-an-engineering-proposal x06093 provenance "v9_reading_passage" fig:ch12-research-1 1 Current reader-prose linkage only 1 5f8c0818a87b7b35e479181b8e9bfed0cba3f9653cb849fd6d099013a4b6bf58 READER_REVISION_V9 chapters/chapter12.tex dbf4854f748601e0dd7778f39625870b36752dac82df792108a48d1b62cc701f The queue in Chapter~\ref{chap:11} gives a local reading of Figure~\ref{fig:ch12-research-1}. Candidate generation feeds review and integration, while the dashed capacity boundary reminds us that downstream delivery can remain constrained. More upstream work then accumulates instead of becoming proportionally more releases. The economic question is whether the intervention expands capacity at the constrained stage or reduces the evidence-gathering effort required there; faster generation alone answers neither. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch12-why-cheap-generation-may-increase-total-cost x06094 provenance "v9_reading_passage" fig:ch12-research-2 1 Current reader-prose linkage only 1 60460ac8a1e8eaeb5280e3b165572753501420b4b7b316aeac236285510d09de READER_REVISION_V9 chapters/chapter12.tex dbf4854f748601e0dd7778f39625870b36752dac82df792108a48d1b62cc701f Figure~\ref{fig:ch12-research-2} places the long-term question on a skill axis. The two curves represent stylized cohorts, and the vertical line marks the model's active-expert threshold $a_t$; neither their relative heights nor their displacement estimates our team's future headcount or competence. The diagram asks how access to expertise changes what a later cohort can learn. Training time, attrition, supervision and delayed competence therefore belong in the investment discussion, but require longitudinal observations rather than numbers read from these illustrative curves. FIGURE_EXPLAINED_IN_READER_PROSE_V9 ch12-the-apprenticeship-and-long-term-skill-economy x06095 provenance "v9_reading_passage" fig:app-evidence-to-teaching 1 Current reader-prose linkage only 1 bc16e9628d8feb824301ec24cecad3f654f1573c3e72365ad060a095f3fa3385 READER_REVISION_V9 appendices/methodology.tex 71c69a94ecdbaa12b7170f8d564bb34bb1af99a9a0a23766dc28687589743093 A useful evidence trail names the publication and version, locates the relevant passage, states a bounded claim and explains how that claim informs a decision. Figure~\ref{fig:app-evidence-to-teaching} follows that route. Read across its upper row from publication to claim to engineering interpretation. The lower branch carries the source's qualifications into the example, so that the practical lesson does not quietly acquire more authority than the evidence supplies. FIGURE_EXPLAINED_IN_READER_PROSE_V9 app:graph-construction x06096 provenance "ND-e3d5306483368531" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La directory e il titolo forniti dall’autore identificano la seconda edizione dello stesso volume; non è una seconda fonte empirica indipendente. ND_SECOND_EDITION_OF ND/AI_SDD_ENG_V2 0 x06097 provenance "ND-21008adb4098cd2f" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/main.tex 1 x06098 classification "ND-b14196a1f8ec4aaf" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le introduzioni alle parti costruiscono il percorso dalle trasformazioni professionali all’adozione organizzativa. 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Ancoraggi: Introduzioni alle parti — Non-Deterministic Software Engineering (L1) ND_SECONDARY_STREAM AI_SW_ENG/main.tex 1 x06101 classification "ND-30e36705738482c1" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le introduzioni alle parti costruiscono il percorso dalle trasformazioni professionali all’adozione organizzativa. Ancoraggi: Introduzioni alle parti — Non-Deterministic Software Engineering (L1) ND_SECONDARY_STREAM AI_SW_ENG/main.tex 1 x06102 classification "ND-803b42ee5ca0390e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main contiene prosa autonoma di raccordo fra fondamenti, implementazione, organizzazione, catalogo e appendici. Va schedato senza inglobare nuovamente il testo dei file inclusi. Ancoraggi: Introduzioni alle parti — Non-Deterministic Software Engineering (L1) ND_ADDRESSES_TOPIC AI_SW_ENG/main.tex 1 x06103 classification "ND-16af4a0cc9814b82" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main contiene prosa autonoma di raccordo fra fondamenti, implementazione, organizzazione, catalogo e appendici. Va schedato senza inglobare nuovamente il testo dei file inclusi. Ancoraggi: Introduzioni alle parti — Non-Deterministic Software Engineering (L1) ND_ADDRESSES_TOPIC AI_SW_ENG/main.tex 1 x06104 classification "ND-01f2c24844650d3e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main contiene prosa autonoma di raccordo fra fondamenti, implementazione, organizzazione, catalogo e appendici. Va schedato senza inglobare nuovamente il testo dei file inclusi. 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ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/main.tex 1 x06107 provenance "ND-3e398272d20d6240" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 25 x06108 provenance "ND-16acb9cbe47b8a41" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 30 x06109 provenance "ND-b6a091dfa89c4f4b" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 74 x06110 provenance "ND-f8279227af226d6e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 54 x06111 provenance "ND-7f079d8ddd7185c6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 66 x06112 provenance "ND-576cc6b46c669fa1" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 75 x06113 provenance "ND-53e6cb7fcfcccbaa" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:vibe-coding. ch:vibe-coding ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 57 x06114 provenance "ND-c5ccbf6a7c818622" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 76 x06115 provenance "ND-e0527df858a80cec" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:experience-divide. ch:experience-divide ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 60 x06116 provenance "ND-0fced2722e6850dc" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 113 x06117 provenance "ND-a10c0ff0fa328705" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 93 x06118 provenance "ND-cac9a1faf171f549" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 105 x06119 provenance "ND-f0f87d063c5441d3" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 205 x06120 provenance "ND-625f0decf22b3098" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 114 x06121 provenance "ND-d54461e27373a19f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality-crisis. ch:quality-crisis ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 96 x06122 provenance "ND-6fe64047021bed6d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality-crisis. ch:quality-crisis ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 105 x06123 provenance "ND-35c2564804d2aefd" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 115 x06124 provenance "ND-0f8ea9e84cf299ab" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 99 x06125 provenance "ND-9c03c8b28048195a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 105 x06126 provenance "ND-df02ef5ff775e6be" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 149 x06127 provenance "ND-21be25744f73963f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 132 x06128 provenance "ND-7914e51f3a857024" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 141 x06129 provenance "ND-caafc36b1aa96151" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 150 x06130 provenance "ND-832e977389347b74" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:looking-forward. ch:looking-forward ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 135 x06131 provenance "ND-bc6457de847ea718" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:looking-forward. ch:looking-forward ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 141 x06132 provenance "ND-988fef15045d4a0a" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 184 x06133 provenance "ND-63434d1d7d41b076" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 167 x06134 provenance "ND-04db0fbecee0e05d" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 185 x06135 provenance "ND-d8552dba1e204b1a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 170 x06136 provenance "ND-de3ef509bd2d99fa" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 228 x06137 provenance "ND-6c4b168f91fb468f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:quick-reference. app:quick-reference ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 198 x06138 provenance "ND-bc290b7616537ca5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:quick-reference. app:quick-reference ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 215 x06139 provenance "ND-1678d0a8bd690ff2" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 229 x06140 provenance "ND-87e65965c9ef1d40" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:expert-insights. app:expert-insights ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 201 x06141 provenance "ND-a92ce42bb74e51d0" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:expert-insights. app:expert-insights ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 216 x06142 provenance "ND-de6ca6f15403716b" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 230 x06143 provenance "ND-57a3923329ef8ddc" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:solutions. app:solutions ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 204 x06144 provenance "ND-c88b8e282e34d7ca" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/main.tex 231 x06145 provenance "ND-6592c290baf2bb8f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:eu-adoption. app:eu-adoption ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 207 x06146 provenance "ND-1523c0561c1d7ef2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:eu-adoption. app:eu-adoption ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/main.tex 217 x06147 provenance "V11-4510e0ee535cb4953aee4cc1" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06148 provenance "ND-a87f4a9f1f7c1388" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/frontmatter.tex 1 x06149 classification "ND-f3a7018a3eba648d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il frontespizio dichiara fonti, attribuzioni e limiti del volume. Ancoraggi: Fonti, attribuzioni e avvertenze di lettura (L1) ND_PRIMARY_STREAM AI_SW_ENG/frontmatter.tex 1 x06150 classification "ND-39f305040c234266" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il frontespizio dichiara fonti, attribuzioni e limiti del volume. Ancoraggi: Fonti, attribuzioni e avvertenze di lettura (L1) ND_SECONDARY_STREAM AI_SW_ENG/frontmatter.tex 1 x06151 classification "ND-3fd7570aa02fc982" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le note iniziali chiariscono l’uso di interviste practitioner, report industriali ed esperienza dell’autore; permettono di qualificare l’origine delle affermazioni successive. Ancoraggi: Fonti, attribuzioni e avvertenze di lettura (L1) ND_ADDRESSES_TOPIC AI_SW_ENG/frontmatter.tex 1 x06152 classification "ND-01c95fb0921bdbba" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le note iniziali chiariscono l’uso di interviste practitioner, report industriali ed esperienza dell’autore; permettono di qualificare l’origine delle affermazioni successive. Ancoraggi: Fonti, attribuzioni e avvertenze di lettura (L1) ND_ADDRESSES_TOPIC AI_SW_ENG/frontmatter.tex 1 x06153 mapping "ND-2f00ec6a421fbbf7" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il frontespizio dichiara fonti, attribuzioni e limiti del volume. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/frontmatter.tex 1 x06154 provenance "V11-29a04ef0d64cc767283d2a86" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06155 provenance "ND-22b75f141355dc63" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/summary_v2.tex 1 x06156 classification "ND-d0eb2e1c78544336" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Ancoraggi: The Opening Scenario (L13); Why This Book Exists (L84); What You'll Learn (L122); Reading Paths (L227) ND_PRIMARY_STREAM AI_SW_ENG/summary_v2.tex 13 x06157 classification "ND-6cd13e29d297ac4c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Ancoraggi: The Opening Scenario (L13); Why This Book Exists (L84); What You'll Learn (L122); Reading Paths (L227) ND_SECONDARY_STREAM AI_SW_ENG/summary_v2.tex 13 x06158 classification "ND-0a646f30948b8079" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Ancoraggi: The Opening Scenario (L13); Why This Book Exists (L84); What You'll Learn (L122); Reading Paths (L227) ND_SECONDARY_STREAM AI_SW_ENG/summary_v2.tex 13 x06159 classification "ND-7234ff04f3663b5b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Ancoraggi: The Opening Scenario (L13); Why This Book Exists (L84); What You'll Learn (L122); Reading Paths (L227) ND_SECONDARY_STREAM AI_SW_ENG/summary_v2.tex 13 x06160 classification "ND-5b2656694d457a90" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Ancoraggi: The Opening Scenario (L13); Why This Book Exists (L84); What You'll Learn (L122); Reading Paths (L227) ND_SECONDARY_STREAM AI_SW_ENG/summary_v2.tex 13 x06161 classification "ND-ced1a82df70fff8d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scena iniziale e i percorsi per ruolo spiegano come usare il libro. La scheda è un nodo di orientamento che collega trasformazione del lavoro, misurazione e responsabilità. Ancoraggi: The Opening Scenario (L13); Why This Book Exists (L84); What You'll Learn (L122); Reading Paths (L227) ND_ADDRESSES_TOPIC AI_SW_ENG/summary_v2.tex 13 x06162 classification "ND-44814755a00ac4f5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scena iniziale e i percorsi per ruolo spiegano come usare il libro. La scheda è un nodo di orientamento che collega trasformazione del lavoro, misurazione e responsabilità. Ancoraggi: The Opening Scenario (L13); Why This Book Exists (L84); What You'll Learn (L122); Reading Paths (L227) ND_ADDRESSES_TOPIC AI_SW_ENG/summary_v2.tex 13 x06163 classification "ND-78ae1d5694ddb81d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scena iniziale e i percorsi per ruolo spiegano come usare il libro. La scheda è un nodo di orientamento che collega trasformazione del lavoro, misurazione e responsabilità. Ancoraggi: The Opening Scenario (L13); Why This Book Exists (L84); What You'll Learn (L122); Reading Paths (L227) ND_ADDRESSES_TOPIC AI_SW_ENG/summary_v2.tex 13 x06164 classification "ND-ba951da5d02f1ec8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scena iniziale e i percorsi per ruolo spiegano come usare il libro. La scheda è un nodo di orientamento che collega trasformazione del lavoro, misurazione e responsabilità. Ancoraggi: The Opening Scenario (L13); Why This Book Exists (L84); What You'll Learn (L122); Reading Paths (L227) ND_ADDRESSES_TOPIC AI_SW_ENG/summary_v2.tex 13 x06165 mapping "ND-4995cc855a57bc9b" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/summary_v2.tex 13 x06166 mapping "ND-893db1797b125b87" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/summary_v2.tex 13 x06167 mapping "ND-3f0afd88317c20a8" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/summary_v2.tex 13 x06168 comparison "ND-13586e9d6bc2d170" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON For CTOs and VPs of Engineering (L232); For Engineering Managers (L252) AI_SW_ENG/summary_v2.tex 232 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x06169 comparison "ND-e88d0e4247097540" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda O028: Fast conversational prototyping and accountable AI-assisted engineering are distinct development regimes. ND_EDITORIAL_COMPARISON For CTOs and VPs of Engineering (L232); For Engineering Managers (L252) AI_SW_ENG/summary_v2.tex 232 Frozen v6 node O028 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06170 comparison "ND-c5827dad71d3b6d9" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON For CTOs and VPs of Engineering (L232); For Engineering Managers (L252) AI_SW_ENG/summary_v2.tex 232 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06171 comparison "ND-a14bfb3e6eec211d" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda W010: Agent advances raise commits substantially more than releases; delivery throughput has lower elasticity than coding throughput. ND_EDITORIAL_COMPARISON The Opening Scenario (L13); Why This Book Exists (L84); Reading Paths (L227) AI_SW_ENG/summary_v2.tex 13 Frozen v6 node W010 summary/contribution and limitation GitHub activity and matched designs do not establish business value. NO x06172 comparison "ND-228194e62898e99a" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda O029: Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. ND_EDITORIAL_COMPARISON The Opening Scenario (L13); Why This Book Exists (L84); Reading Paths (L227) AI_SW_ENG/summary_v2.tex 13 Frozen v6 node O029 summary/contribution and limitation The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. NO x06173 comparison "ND-d681b6bbbe803fd4" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON Part IV: Patterns, Tools and Practices (Chapters 9--10) (L160) AI_SW_ENG/summary_v2.tex 160 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x06174 comparison "ND-3a549b1511659165" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il problema della distanza fra feature generata e cambiamento pronto per il rilascio. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON Part IV: Patterns, Tools and Practices (Chapters 9--10) (L160) AI_SW_ENG/summary_v2.tex 160 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06175 provenance "ND-d49ed20ba2af4d36" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:vibe-coding. ch:vibe-coding ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 26 x06176 provenance "ND-5225a8ec96464c68" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:vibe-coding. ch:vibe-coding ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 53 x06177 provenance "ND-a5f435ced3734459" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:vibe-coding. ch:vibe-coding ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 133 x06178 provenance "ND-13cde05f3342427e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:vibe-coding. ch:vibe-coding ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 240 x06179 provenance "ND-9f40a477b786ec8e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 28 x06180 provenance "ND-a22fc07ae5e9904b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 45 x06181 provenance "ND-c783e063bd40e1d5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 131 x06182 provenance "ND-6abe2a6186dfdc8e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 239 x06183 provenance "ND-3cb309ac8de4ddcd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 259 x06184 provenance "ND-cd098d6beb85d5d0" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 277 x06185 provenance "ND-1d552ddbdd0fa326" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 294 x06186 provenance "ND-d57b70b84b4cedc5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 311 x06187 provenance "ND-49e5901d08657fd1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 324 x06188 provenance "ND-ea8bc01b79e1bc2e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 49 x06189 provenance "ND-7f1092013faa49bd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 119 x06190 provenance "ND-4b450327dfc7efc1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 165 x06191 provenance "ND-e55a9aa55013d03b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 206 x06192 provenance "ND-a1e7f54e418c33a1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 208 x06193 provenance "ND-d337de5adad07e60" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 278 x06194 provenance "ND-f72a8d4a6575086b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 295 x06195 provenance "ND-cb89c611a0bc5c8d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 314 x06196 provenance "ND-a25a8fd1e87a6f00" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 49 x06197 provenance "ND-f05ef3a26d0a45a6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 108 x06198 provenance "ND-fae271ef083637ff" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 143 x06199 provenance "ND-4a48b0384a1d0d7a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 179 x06200 provenance "ND-76123be0a2629b80" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 294 x06201 provenance "ND-59a216a354d0c29c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:experience-divide. ch:experience-divide ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 57 x06202 provenance "ND-7f5e25a81343ecfe" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:experience-divide. ch:experience-divide ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 135 x06203 provenance "ND-b931019051622005" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:experience-divide. ch:experience-divide ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 212 x06204 provenance "ND-eee1fbacda7f7b7d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:experience-divide. ch:experience-divide ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 259 x06205 provenance "ND-fa05d3ec531dba8d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 61 x06206 provenance "ND-de107ee2f0b08224" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 147 x06207 provenance "ND-7461178eefe8b716" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 210 x06208 provenance "ND-9d5d7a5c4a9d6dc6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 242 x06209 provenance "ND-d96c54cd24518606" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 260 x06210 provenance "ND-87fe7d790d2be3f9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 65 x06211 provenance "ND-a0a1f6a8397c7cfb" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 155 x06212 provenance "ND-ad0fca76da70a4e7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 214 x06213 provenance "ND-b9a52d2b2cdc0cf3" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 243 x06214 provenance "ND-27285507dcb5b59a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 261 x06215 provenance "ND-294874a2455c9b5b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 277 x06216 provenance "ND-33fb412419ef3610" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality-crisis. ch:quality-crisis ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 73 x06217 provenance "ND-7b4082dc51ab8f81" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality-crisis. ch:quality-crisis ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 145 x06218 provenance "ND-9e3dfcb0c767b7c4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality-crisis. ch:quality-crisis ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 216 x06219 provenance "ND-f134b171348ddc5a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality-crisis. ch:quality-crisis ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 241 x06220 provenance "ND-4e4c59e2cc596171" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality-crisis. ch:quality-crisis ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 260 x06221 provenance "ND-4f6ce387ce2e9632" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality-crisis. ch:quality-crisis ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 312 x06222 provenance "ND-d4858f40e785f4c0" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:expert-insights. app:expert-insights ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 82 x06223 provenance "ND-1bb94f61acf73558" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:expert-insights. app:expert-insights ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 177 x06224 provenance "ND-363d5cb60094d049" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:expert-insights. app:expert-insights ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 244 x06225 provenance "ND-43dd9eb72bbee6ba" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 108 x06226 provenance "ND-111005d1d3d9df29" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 167 x06227 provenance "ND-d63da88d070a36ae" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 179 x06228 provenance "ND-07b191ee63a6e74e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 214 x06229 provenance "ND-47084e0e1f940ac7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 262 x06230 provenance "ND-0f56032bd940050f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 280 x06231 provenance "ND-97e2b7261775c047" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 296 x06232 provenance "ND-aa47ea2296f66d91" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 313 x06233 provenance "ND-5f2d0a365ab94225" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:looking-forward. ch:looking-forward ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 157 x06234 provenance "ND-7a61c4374f5952ef" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:looking-forward. ch:looking-forward ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 212 x06235 provenance "ND-6665c470644b4285" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:quick-reference. app:quick-reference ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 175 x06236 provenance "ND-374142e5eed3bf90" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:quick-reference. app:quick-reference ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 206 x06237 provenance "ND-18e682ebeef8eae1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:quick-reference. app:quick-reference ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 210 x06238 provenance "ND-3a75c21f89f455b8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:quick-reference. app:quick-reference ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 214 x06239 provenance "ND-b7a77f5f614f5963" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:quick-reference. app:quick-reference ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 263 x06240 provenance "ND-a43fddab88ff1a4c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:quick-reference. app:quick-reference ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 279 x06241 provenance "ND-3f2b9c9218079d16" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:quick-reference. app:quick-reference ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 297 x06242 provenance "ND-da97a533049da4b4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:solutions. app:solutions ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 179 x06243 provenance "ND-2afb007bd148df75" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:eu-adoption. app:eu-adoption ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 181 x06244 provenance "ND-2dd2dfa3fcd9f527" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:eu-adoption. app:eu-adoption ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 245 x06245 provenance "ND-f557d517d2ccd877" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:eu-adoption. app:eu-adoption ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/summary_v2.tex 315 x06246 provenance "V11-81072fb37e90c75e8229077c" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06247 provenance "ND-953dc7b1aecf1fd1" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter01_v4.tex 1 x06248 classification "ND-34617ea5835baefa" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice. Ancoraggi: A Shift as Significant as Assembly to High-Level Languages (L13); Implications for Engineering Practice (L80); The Security Imperative (L116); Why This Historical Context Matters (L214) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 x06249 classification "ND-54db7c0845b66285" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice. Ancoraggi: A Shift as Significant as Assembly to High-Level Languages (L13); Implications for Engineering Practice (L80); The Security Imperative (L116); Why This Historical Context Matters (L214) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 x06250 classification "ND-de4c31ac64df0f30" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice. Ancoraggi: A Shift as Significant as Assembly to High-Level Languages (L13); Implications for Engineering Practice (L80); The Security Imperative (L116); Why This Historical Context Matters (L214) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 x06251 classification "ND-b070c96d6eb44fe6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo propone una lettura storica del cambiamento e ne ricava responsabilità di verifica, modelli mentali e attenzione alla sicurezza. Ancoraggi: A Shift as Significant as Assembly to High-Level Languages (L13); Implications for Engineering Practice (L80); The Security Imperative (L116); Why This Historical Context Matters (L214) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 x06252 classification "ND-ccc590adbf9e426b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo propone una lettura storica del cambiamento e ne ricava responsabilità di verifica, modelli mentali e attenzione alla sicurezza. Ancoraggi: A Shift as Significant as Assembly to High-Level Languages (L13); Implications for Engineering Practice (L80); The Security Imperative (L116); Why This Historical Context Matters (L214) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 x06253 classification "ND-10c362989b351ef1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo propone una lettura storica del cambiamento e ne ricava responsabilità di verifica, modelli mentali e attenzione alla sicurezza. Ancoraggi: A Shift as Significant as Assembly to High-Level Languages (L13); Implications for Engineering Practice (L80); The Security Imperative (L116); Why This Historical Context Matters (L214) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 x06254 classification "ND-42105e2abd71e17a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo propone una lettura storica del cambiamento e ne ricava responsabilità di verifica, modelli mentali e attenzione alla sicurezza. Ancoraggi: A Shift as Significant as Assembly to High-Level Languages (L13); Implications for Engineering Practice (L80); The Security Imperative (L116); Why This Historical Context Matters (L214) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 x06255 mapping "ND-b61a1a9a8eb0e77a" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 x06256 mapping "ND-aa199ea5f3d6ec45" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 x06257 comparison "ND-c1f794f2b3348719" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON A Shift as Significant as Assembly to High-Level Languages (L13); Beyond Abstraction: The Shift to Non-Determinism (L24); Implications for Engineering Practice (L80) AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x06258 comparison "ND-d5851fb5bb3338ba" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda O028: Fast conversational prototyping and accountable AI-assisted engineering are distinct development regimes. ND_EDITORIAL_COMPARISON A Shift as Significant as Assembly to High-Level Languages (L13); Beyond Abstraction: The Shift to Non-Determinism (L24); Implications for Engineering Practice (L80) AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 Frozen v6 node O028 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06259 comparison "ND-a65f62645ca9c13f" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON A Shift as Significant as Assembly to High-Level Languages (L13); Beyond Abstraction: The Shift to Non-Determinism (L24); Implications for Engineering Practice (L80) AI_SW_ENG/chapters_verbose/chapter01_v4.tex 13 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06260 comparison "ND-b4f37b6a4256d965" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda W060: Workspace and retrieved-content injections can induce agents to execute unwanted commands. ND_EDITORIAL_COMPARISON The Security Imperative (L116) AI_SW_ENG/chapters_verbose/chapter01_v4.tex 116 Frozen v6 node W060 summary/contribution and limitation Attack configurations are adversarial, not real-world incidence rates. NO x06261 comparison "ND-f47fa94b5046ce25" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il passaggio al non determinismo richiede pratiche di controllo diverse dalla sola produzione del codice. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda O014: Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. ND_EDITORIAL_COMPARISON The Security Imperative (L116) AI_SW_ENG/chapters_verbose/chapter01_v4.tex 116 Frozen v6 node O014 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06262 provenance "V11-116aa6e172a26f2ef5df1d21" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06263 provenance "ND-c897c7aa88366093" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter02_v3.tex 1 x06264 classification "ND-d67261706bf919a5" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06265 classification "ND-9aec6bbcf344a621" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06266 classification "ND-d9c41a08d1947c7c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06267 classification "ND-99604945fea9d3b7" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06268 classification "ND-f368c5517b1d3612" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06269 classification "ND-8c317308a9254d20" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo delimita l’uso esplorativo dei prototipi, discute il problema del 70% e introduce specifiche e verifiche come alternativa alla mera prosecuzione della conversazione. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06270 classification "ND-6d5dc8d206cafe36" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo delimita l’uso esplorativo dei prototipi, discute il problema del 70% e introduce specifiche e verifiche come alternativa alla mera prosecuzione della conversazione. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06271 classification "ND-5dc42e3a9641ccd5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo delimita l’uso esplorativo dei prototipi, discute il problema del 70% e introduce specifiche e verifiche come alternativa alla mera prosecuzione della conversazione. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06272 classification "ND-fe462285b85fcd88" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo delimita l’uso esplorativo dei prototipi, discute il problema del 70% e introduce specifiche e verifiche come alternativa alla mera prosecuzione della conversazione. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06273 classification "ND-2e823d13a7a32ba1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo delimita l’uso esplorativo dei prototipi, discute il problema del 70% e introduce specifiche e verifiche come alternativa alla mera prosecuzione della conversazione. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06274 classification "ND-bf932a62ddd6e294" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo delimita l’uso esplorativo dei prototipi, discute il problema del 70% e introduce specifiche e verifiche come alternativa alla mera prosecuzione della conversazione. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06275 classification "ND-943c1bce263adbb2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo delimita l’uso esplorativo dei prototipi, discute il problema del 70% e introduce specifiche e verifiche come alternativa alla mera prosecuzione della conversazione. Ancoraggi: Two Fundamentally Different Approaches (L21); When Vibes Meet Reality (L79); The Spec-Driven Alternative (L209); Organizational Implications (L308) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06276 mapping "ND-97ac137c88ed37da" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06277 mapping "ND-f55be90f1fbb242f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06278 mapping "ND-2694e2164f0ac860" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 x06279 comparison "ND-906c866d2cbf9e1a" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Two Fundamentally Different Approaches (L21); The 70\% Problem (L179); Organizational Implications (L308) AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x06280 comparison "ND-6bc055389cfe9e50" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda O028: Fast conversational prototyping and accountable AI-assisted engineering are distinct development regimes. ND_EDITORIAL_COMPARISON Two Fundamentally Different Approaches (L21); The 70\% Problem (L179); Organizational Implications (L308) AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 Frozen v6 node O028 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06281 comparison "ND-e9ddb930bbc7a1de" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Two Fundamentally Different Approaches (L21); The 70\% Problem (L179); Organizational Implications (L308) AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06282 comparison "ND-29b96fc1309d1fa8" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON The Spec-Driven Alternative (L209) AI_SW_ENG/chapters_verbose/chapter02_v3.tex 209 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x06283 comparison "ND-cb3b6f5fad7985d5" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON The Spec-Driven Alternative (L209) AI_SW_ENG/chapters_verbose/chapter02_v3.tex 209 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06284 comparison "ND-45ded46498d9c223" NO debt EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Confronto (debt): Esaminare il divario tra possesso del codice e comprensione del sistema; quota di codice generato e competenza del manutentore non sono equivalenti. Scheda W154: Delegated code generation may leave developers with latent understanding deficits analogous to accumulated technical debt. ND_EDITORIAL_COMPARISON Two Fundamentally Different Approaches (L21); The 70\% Problem (L179); Organizational Implications (L308) AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 Frozen v6 node W154 summary/contribution and limitation Thematic self-reports from students, without effect-size or objective comprehension baseline. NO x06285 comparison "ND-e634bb102887afee" NO debt EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Vibe coding e ingegneria assistita differiscono per comprensione, controllo e responsabilità. Confronto (debt): Esaminare il divario tra possesso del codice e comprensione del sistema; quota di codice generato e competenza del manutentore non sono equivalenti. Scheda O017: When agents implement most code, developers can accumulate comprehension debt even while shipping more changes. ND_EDITORIAL_COMPARISON Two Fundamentally Different Approaches (L21); The 70\% Problem (L179); Organizational Implications (L308) AI_SW_ENG/chapters_verbose/chapter02_v3.tex 21 Frozen v6 node O017 summary/contribution and limitation The 80% figure expresses an illustrative workflow shift; it is not a population-level experimental estimate. NO x06286 provenance "ND-56267260be523092" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter02_v3.tex 9 x06287 provenance "V11-2d0d74cc59c63cb5a524e2cf" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06288 provenance "ND-a86746b20fe47d3e" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter03_v3.tex 1 x06289 classification "ND-2c2bacaef558ecbf" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento. Ancoraggi: Why Experience Matters More Than Ever (L27); Preserving the Learning Loop (L95); The Skill Transformation (L221); Control, Confidence, and Understanding (L356) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter03_v3.tex 27 x06290 classification "ND-5a27e9155d7cdf6b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento. Ancoraggi: Why Experience Matters More Than Ever (L27); Preserving the Learning Loop (L95); The Skill Transformation (L221); Control, Confidence, and Understanding (L356) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter03_v3.tex 27 x06291 classification "ND-a22619300641e12a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento. Ancoraggi: Why Experience Matters More Than Ever (L27); Preserving the Learning Loop (L95); The Skill Transformation (L221); Control, Confidence, and Understanding (L356) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter03_v3.tex 27 x06292 classification "ND-d5d06736ca1959c7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo analizza falsa sicurezza, trio programming e trasformazione delle competenze per junior, intermedi e senior. Offre un ponte fra produttività individuale e formazione del team. Ancoraggi: Why Experience Matters More Than Ever (L27); Preserving the Learning Loop (L95); The Skill Transformation (L221); Control, Confidence, and Understanding (L356) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter03_v3.tex 27 x06293 classification "ND-b9707a29d99a0b19" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo analizza falsa sicurezza, trio programming e trasformazione delle competenze per junior, intermedi e senior. Offre un ponte fra produttività individuale e formazione del team. Ancoraggi: Why Experience Matters More Than Ever (L27); Preserving the Learning Loop (L95); The Skill Transformation (L221); Control, Confidence, and Understanding (L356) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter03_v3.tex 27 x06294 classification "ND-b3161effd4070fb2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo analizza falsa sicurezza, trio programming e trasformazione delle competenze per junior, intermedi e senior. Offre un ponte fra produttività individuale e formazione del team. Ancoraggi: Why Experience Matters More Than Ever (L27); Preserving the Learning Loop (L95); The Skill Transformation (L221); Control, Confidence, and Understanding (L356) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter03_v3.tex 27 x06295 classification "ND-4768180ac3d81737" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo analizza falsa sicurezza, trio programming e trasformazione delle competenze per junior, intermedi e senior. Offre un ponte fra produttività individuale e formazione del team. Ancoraggi: Why Experience Matters More Than Ever (L27); Preserving the Learning Loop (L95); The Skill Transformation (L221); Control, Confidence, and Understanding (L356) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter03_v3.tex 27 x06296 mapping "ND-6b1d897fd8aa40dc" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter03_v3.tex 27 x06297 mapping "ND-178ffde3437bf228" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter03_v3.tex 27 x06298 comparison "ND-fec441484433974b" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda W118: Access to AI can reduce independent conceptual learning even without faster task completion. ND_EDITORIAL_COMPARISON Preserving the Learning Loop (L95); The Skill Transformation (L221) AI_SW_ENG/chapters_verbose/chapter03_v3.tex 95 Frozen v6 node W118 summary/contribution and limitation Controlled learning quiz; not long-run professional performance. Immediate quiz only, not delayed retention. Source percentage normalization is unresolved; Figure 10.2 is qualitative. See Appendix B and ISSUE:V6:W118_NORMALIZATION. NO x06299 comparison "ND-936da2556cd0f170" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda O003: Developers must deliberately practice reasoning, debugging and code comprehension when agents perform most implementation work. ND_EDITORIAL_COMPARISON Preserving the Learning Loop (L95); The Skill Transformation (L221) AI_SW_ENG/chapters_verbose/chapter03_v3.tex 95 Frozen v6 node O003 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06300 comparison "ND-45a05d321ac6d576" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda P101: The final analysis of the publication’s 2026 reader survey examines team adoption, codebase quality, less-experienced engineers and differing experiences of focus and cognitive load. ND_EDITORIAL_COMPARISON Preserving the Learning Loop (L95); The Skill Transformation (L221) AI_SW_ENG/chapters_verbose/chapter03_v3.tex 95 Frozen v6 node P101 summary/contribution and limitation Self-selected respondents and subjective reports; shared 2026 survey dataset with AI Tooling 2026 and key trends Part 1. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06301 comparison "ND-3278daaee4181949" NO roles EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento. Confronto (roles): Confrontare trasformazione dei compiti, formazione dei junior e dinamiche occupazionali; distinguere previsione, testimonianza e identificazione causale. Scheda W123: Early adopter firms show higher software hiring, especially junior hiring, contradicting simple substitution stories. ND_EDITORIAL_COMPARISON For New Graduates and Junior Engineers (L327) AI_SW_ENG/chapters_verbose/chapter03_v3.tex 327 Frozen v6 node W123 summary/contribution and limitation Firm adoption selection and platform measures complicate causal attribution. NO x06302 comparison "ND-8bca1bca24025e87" NO roles EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’esperienza cambia il modo in cui si delega all’AI, ma va preservato il ciclo di apprendimento. Confronto (roles): Confrontare trasformazione dei compiti, formazione dei junior e dinamiche occupazionali; distinguere previsione, testimonianza e identificazione causale. Scheda O035: Removing junior engineering positions can damage apprenticeship and the future pool of experienced maintainers. ND_EDITORIAL_COMPARISON For New Graduates and Junior Engineers (L327) AI_SW_ENG/chapters_verbose/chapter03_v3.tex 327 Frozen v6 node O035 summary/contribution and limitation A prescriptive career and hiring essay; no original causal analysis of employment trends. NO x06303 provenance "ND-db04c530c48243b5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:vibe-coding. ch:vibe-coding ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter03_v3.tex 9 x06304 provenance "V11-fca95f32a33ea13c6fbe70ee" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06305 provenance "ND-94a30f3c929a58f2" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter04_v5.tex 1 x06306 classification "ND-ff4343bb5c212375" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Ancoraggi: Workflow: Plan Before You Prompt (L17); Workflow: Keeping the Runtime in the Loop (L215); Workflow: Understanding Legacy Systems (L549); The Orchestration Mindset (L920) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06307 classification "ND-9c4b75ca2074363f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Ancoraggi: Workflow: Plan Before You Prompt (L17); Workflow: Keeping the Runtime in the Loop (L215); Workflow: Understanding Legacy Systems (L549); The Orchestration Mindset (L920) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06308 classification "ND-24589642c8534e4a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Ancoraggi: Workflow: Plan Before You Prompt (L17); Workflow: Keeping the Runtime in the Loop (L215); Workflow: Understanding Legacy Systems (L549); The Orchestration Mindset (L920) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06309 classification "ND-e7c58cae198c05ac" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Pianificazione, TDD, runtime feedback, contesto, review e orchestrazione enterprise sono raccolti in un percorso operativo. Il file è il principale punto di origine di varie elaborazioni dei volumi successivi. Ancoraggi: Workflow: Plan Before You Prompt (L17); Workflow: Keeping the Runtime in the Loop (L215); Workflow: Understanding Legacy Systems (L549); The Orchestration Mindset (L920) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06310 classification "ND-597a3ce88111ec44" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Pianificazione, TDD, runtime feedback, contesto, review e orchestrazione enterprise sono raccolti in un percorso operativo. Il file è il principale punto di origine di varie elaborazioni dei volumi successivi. Ancoraggi: Workflow: Plan Before You Prompt (L17); Workflow: Keeping the Runtime in the Loop (L215); Workflow: Understanding Legacy Systems (L549); The Orchestration Mindset (L920) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06311 classification "ND-5e5b95b7d2a1c783" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Pianificazione, TDD, runtime feedback, contesto, review e orchestrazione enterprise sono raccolti in un percorso operativo. Il file è il principale punto di origine di varie elaborazioni dei volumi successivi. Ancoraggi: Workflow: Plan Before You Prompt (L17); Workflow: Keeping the Runtime in the Loop (L215); Workflow: Understanding Legacy Systems (L549); The Orchestration Mindset (L920) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06312 classification "ND-a32df7fb49800d6a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Pianificazione, TDD, runtime feedback, contesto, review e orchestrazione enterprise sono raccolti in un percorso operativo. Il file è il principale punto di origine di varie elaborazioni dei volumi successivi. Ancoraggi: Workflow: Plan Before You Prompt (L17); Workflow: Keeping the Runtime in the Loop (L215); Workflow: Understanding Legacy Systems (L549); The Orchestration Mindset (L920) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06313 classification "ND-47013b405ac6d199" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Pianificazione, TDD, runtime feedback, contesto, review e orchestrazione enterprise sono raccolti in un percorso operativo. Il file è il principale punto di origine di varie elaborazioni dei volumi successivi. Ancoraggi: Workflow: Plan Before You Prompt (L17); Workflow: Keeping the Runtime in the Loop (L215); Workflow: Understanding Legacy Systems (L549); The Orchestration Mindset (L920) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06314 classification "ND-a0fa1448811cf94f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Pianificazione, TDD, runtime feedback, contesto, review e orchestrazione enterprise sono raccolti in un percorso operativo. Il file è il principale punto di origine di varie elaborazioni dei volumi successivi. Ancoraggi: Workflow: Plan Before You Prompt (L17); Workflow: Keeping the Runtime in the Loop (L215); Workflow: Understanding Legacy Systems (L549); The Orchestration Mindset (L920) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06315 mapping "ND-67aebc3da7061d7c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06316 mapping "ND-367f1626e58c2ede" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06317 mapping "ND-df5cbe480bc5184d" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06318 mapping "ND-e563e99aa76b3b90" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter04_v5.tex 17 x06319 comparison "ND-8e64d615529f7ef8" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Workflow Mapping: From Book to Practice (L887); Workflow: Plan Before You Prompt (L17); Workflow: From Specification to Implementation (L80) AI_SW_ENG/chapters_verbose/chapter04_v5.tex 887 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x06320 comparison "ND-80d8d0a12afaeca8" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Workflow Mapping: From Book to Practice (L887); Workflow: Plan Before You Prompt (L17); Workflow: From Specification to Implementation (L80) AI_SW_ENG/chapters_verbose/chapter04_v5.tex 887 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06321 comparison "ND-60eb4c51a60fad31" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda P047: Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. ND_EDITORIAL_COMPARISON Workflow Mapping: From Book to Practice (L887); Workflow: Plan Before You Prompt (L17); Workflow: From Specification to Implementation (L80) AI_SW_ENG/chapters_verbose/chapter04_v5.tex 887 Frozen v6 node P047 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06322 comparison "ND-d14fca3bd0bf0760" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Workflow: From Specification to Implementation (L80); Specialized Agents for Each Step (L819) AI_SW_ENG/chapters_verbose/chapter04_v5.tex 80 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x06323 comparison "ND-0219c1f909a398a8" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Workflow: From Specification to Implementation (L80); Specialized Agents for Each Step (L819) AI_SW_ENG/chapters_verbose/chapter04_v5.tex 80 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06324 comparison "ND-2153454128173f31" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON Workflow: Parallel Asynchronous Agents (L284); The Orchestration Mindset (L920) AI_SW_ENG/chapters_verbose/chapter04_v5.tex 284 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x06325 comparison "ND-af06fb1ae74dac93" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Workflow piccoli e verificabili trasformano l’AI da generatore a componente del processo ingegneristico. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON Workflow: Parallel Asynchronous Agents (L284); The Orchestration Mindset (L920) AI_SW_ENG/chapters_verbose/chapter04_v5.tex 284 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x06326 provenance "ND-7df4b7c4bd98ac74" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label fig:spec-driven-workflow. fig:spec-driven-workflow ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter04_v5.tex 82 x06327 provenance "V11-9d391f743e9752d801a5a14a" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06328 provenance "ND-9fcf1dfbde804564" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter05_v4.tex 1 x06329 classification "ND-eb43e4b871777dc0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La qualità diventa critica quando il volume generato supera la capacità di revisione. Ancoraggi: The Compounding Effect of Volume (L20); The Trust Problem (L80); The Critical Thinking Imperative (L213); The Path Forward (L271) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter05_v4.tex 20 x06330 classification "ND-0dfea2937bcd7540" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La qualità diventa critica quando il volume generato supera la capacità di revisione. Ancoraggi: The Compounding Effect of Volume (L20); The Trust Problem (L80); The Critical Thinking Imperative (L213); The Path Forward (L271) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter05_v4.tex 20 x06331 classification "ND-a68b5563b62362c0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La qualità diventa critica quando il volume generato supera la capacità di revisione. Ancoraggi: The Compounding Effect of Volume (L20); The Trust Problem (L80); The Critical Thinking Imperative (L213); The Path Forward (L271) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter05_v4.tex 20 x06332 classification "ND-082faed97b29d6ed" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo combina debito tecnico, fiducia, colli di bottiglia e quality gate; invita a rendere verificabile l’accettazione e a mantenere una cultura di pensiero critico. Ancoraggi: The Compounding Effect of Volume (L20); The Trust Problem (L80); The Critical Thinking Imperative (L213); The Path Forward (L271) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter05_v4.tex 20 x06333 classification "ND-cccd1facae61c037" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo combina debito tecnico, fiducia, colli di bottiglia e quality gate; invita a rendere verificabile l’accettazione e a mantenere una cultura di pensiero critico. Ancoraggi: The Compounding Effect of Volume (L20); The Trust Problem (L80); The Critical Thinking Imperative (L213); The Path Forward (L271) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter05_v4.tex 20 x06334 classification "ND-a313469f00741395" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo combina debito tecnico, fiducia, colli di bottiglia e quality gate; invita a rendere verificabile l’accettazione e a mantenere una cultura di pensiero critico. Ancoraggi: The Compounding Effect of Volume (L20); The Trust Problem (L80); The Critical Thinking Imperative (L213); The Path Forward (L271) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter05_v4.tex 20 x06335 classification "ND-d5dbbad2d8f89a6a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo combina debito tecnico, fiducia, colli di bottiglia e quality gate; invita a rendere verificabile l’accettazione e a mantenere una cultura di pensiero critico. Ancoraggi: The Compounding Effect of Volume (L20); The Trust Problem (L80); The Critical Thinking Imperative (L213); The Path Forward (L271) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter05_v4.tex 20 x06336 classification "ND-bfa0ed8b0df6a302" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo combina debito tecnico, fiducia, colli di bottiglia e quality gate; invita a rendere verificabile l’accettazione e a mantenere una cultura di pensiero critico. Ancoraggi: The Compounding Effect of Volume (L20); The Trust Problem (L80); The Critical Thinking Imperative (L213); The Path Forward (L271) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter05_v4.tex 20 x06337 mapping "ND-a65871a14e9bf849" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La qualità diventa critica quando il volume generato supera la capacità di revisione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter05_v4.tex 20 x06338 mapping "ND-50e8e1b833ea16d2" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La qualità diventa critica quando il volume generato supera la capacità di revisione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter05_v4.tex 20 x06339 comparison "ND-33fb770414b6d254" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La qualità diventa critica quando il volume generato supera la capacità di revisione. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda W065: Most agent PRs have no recorded human review, but same-repository human PRs also often lack review. ND_EDITORIAL_COMPARISON The Review Bottleneck (L96) AI_SW_ENG/chapters_verbose/chapter05_v4.tex 96 Frozen v6 node W065 summary/contribution and limitation Recorded GitHub review is not total review rigor; shared AIDev data. NO x06340 comparison "ND-9a10b7ec86859903" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La qualità diventa critica quando il volume generato supera la capacità di revisione. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda O011: AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill. ND_EDITORIAL_COMPARISON The Review Bottleneck (L96) AI_SW_ENG/chapters_verbose/chapter05_v4.tex 96 Frozen v6 node O011 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06341 comparison "ND-7eaff3152b7ada43" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La qualità diventa critica quando il volume generato supera la capacità di revisione. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda P118: The article surveys responses to growing AI-generated review workloads: reviewing AI feedback, routing by blast radius, inspecting plans and tests, reducing patch size, and retaining manual review. ND_EDITORIAL_COMPARISON The Review Bottleneck (L96) AI_SW_ENG/chapters_verbose/chapter05_v4.tex 96 Frozen v6 node P118 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06342 comparison "ND-ce787f68082da0d6" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La qualità diventa critica quando il volume generato supera la capacità di revisione. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda W059: Larger generated outputs are associated with coupling and architectural smells even when tests pass. ND_EDITORIAL_COMPARISON Building Quality Gates for AI-Generated Code (L128); Cultivating a Quality Culture (L231) AI_SW_ENG/chapters_verbose/chapter05_v4.tex 128 Frozen v6 node W059 summary/contribution and limitation Small smell counts; correlation with LOC not a causal law. NO x06343 comparison "ND-a03e27cef3ddc2cc" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La qualità diventa critica quando il volume generato supera la capacità di revisione. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda O007: Quality assurance for generated code increasingly depends on repeatable harness checks, not only manual inspection or agent opinion. ND_EDITORIAL_COMPARISON Building Quality Gates for AI-Generated Code (L128); Cultivating a Quality Culture (L231) AI_SW_ENG/chapters_verbose/chapter05_v4.tex 128 Frozen v6 node O007 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06344 provenance "ND-c9fc747129743d7c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter05_v4.tex 9 x06345 provenance "V11-80a99938a925d0a5df9b129c" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06346 provenance "ND-f7c2e7385d54e72c" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter06_v4.tex 1 x06347 classification "ND-b1c518bce6f866f6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La misura dell’AI deve includere il lavoro rilasciato, la qualità e l’esperienza dello sviluppatore. Ancoraggi: Understanding the Hype Problem (L15); The Surprising Hierarchy of Time Savings (L164); Hidden Benefits Beyond Time Savings (L250); Practical Guidance for Engineering Leaders (L308) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter06_v4.tex 15 x06348 classification "ND-2a15d8ae087ae24d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La misura dell’AI deve includere il lavoro rilasciato, la qualità e l’esperienza dello sviluppatore. Ancoraggi: Understanding the Hype Problem (L15); The Surprising Hierarchy of Time Savings (L164); Hidden Benefits Beyond Time Savings (L250); Practical Guidance for Engineering Leaders (L308) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter06_v4.tex 15 x06349 classification "ND-d1a2173fddf2b78b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La misura dell’AI deve includere il lavoro rilasciato, la qualità e l’esperienza dello sviluppatore. Ancoraggi: Understanding the Hype Problem (L15); The Surprising Hierarchy of Time Savings (L164); Hidden Benefits Beyond Time Savings (L250); Practical Guidance for Engineering Leaders (L308) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter06_v4.tex 15 x06350 classification "ND-12c4108d62035d66" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo confronta narrazioni di produttività, dati industriali, soddisfazione, dimensione delle modifiche e vantaggi nella riduzione del lavoro ripetitivo. Ancoraggi: Understanding the Hype Problem (L15); The Surprising Hierarchy of Time Savings (L164); Hidden Benefits Beyond Time Savings (L250); Practical Guidance for Engineering Leaders (L308) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter06_v4.tex 15 x06351 classification "ND-e5965a300f8e2b12" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo confronta narrazioni di produttività, dati industriali, soddisfazione, dimensione delle modifiche e vantaggi nella riduzione del lavoro ripetitivo. Ancoraggi: Understanding the Hype Problem (L15); The Surprising Hierarchy of Time Savings (L164); Hidden Benefits Beyond Time Savings (L250); Practical Guidance for Engineering Leaders (L308) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter06_v4.tex 15 x06352 classification "ND-f9a816635e0e2b13" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo confronta narrazioni di produttività, dati industriali, soddisfazione, dimensione delle modifiche e vantaggi nella riduzione del lavoro ripetitivo. Ancoraggi: Understanding the Hype Problem (L15); The Surprising Hierarchy of Time Savings (L164); Hidden Benefits Beyond Time Savings (L250); Practical Guidance for Engineering Leaders (L308) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter06_v4.tex 15 x06353 mapping "ND-67d45d43ceb007e0" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La misura dell’AI deve includere il lavoro rilasciato, la qualità e l’esperienza dello sviluppatore. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter06_v4.tex 15 x06354 mapping "ND-ccfa935cfadab3d2" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La misura dell’AI deve includere il lavoro rilasciato, la qualità e l’esperienza dello sviluppatore. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter06_v4.tex 15 x06355 comparison "ND-fe7ca9425e6bf470" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La misura dell’AI deve includere il lavoro rilasciato, la qualità e l’esperienza dello sviluppatore. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda W010: Agent advances raise commits substantially more than releases; delivery throughput has lower elasticity than coding throughput. ND_EDITORIAL_COMPARISON A Framework for Meaningful Measurement (L53) AI_SW_ENG/chapters_verbose/chapter06_v4.tex 53 Frozen v6 node W010 summary/contribution and limitation GitHub activity and matched designs do not establish business value. NO x06356 comparison "ND-7b99732a97f911ea" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La misura dell’AI deve includere il lavoro rilasciato, la qualità e l’esperienza dello sviluppatore. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda O029: Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. ND_EDITORIAL_COMPARISON A Framework for Meaningful Measurement (L53) AI_SW_ENG/chapters_verbose/chapter06_v4.tex 53 Frozen v6 node O029 summary/contribution and limitation The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. NO x06357 comparison "ND-b1e0b4e8880a7a73" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La misura dell’AI deve includere il lavoro rilasciato, la qualità e l’esperienza dello sviluppatore. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda P061: Laura Tacho presents company measurement practices combining adoption, delivery, quality and developer experience, with baseline and segmentation guidance. ND_EDITORIAL_COMPARISON A Framework for Meaningful Measurement (L53) AI_SW_ENG/chapters_verbose/chapter06_v4.tex 53 Frozen v6 node P061 summary/contribution and limitation At publication Orosz disclosed investment in DX and Tacho was DX CTO; article states it was not sponsored. The source discloses Laura Tacho’s DX role and Orosz’s investment in DX. Company measurement practices are not a new randomized causal estimate. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06358 comparison "ND-fcea4cb5ae2ae351" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La misura dell’AI deve includere il lavoro rilasciato, la qualità e l’esperienza dello sviluppatore. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda W023: Experienced maintainers were approximately 19% slower on familiar real-repository tasks using early-2025 tools. ND_EDITORIAL_COMPARISON A Framework for Meaningful Measurement (L53) AI_SW_ENG/chapters_verbose/chapter06_v4.tex 53 Frozen v6 node W023 summary/contribution and limitation Small sample and older tool generation; not universal effect. NO x06359 provenance "ND-5620e3e7c550dcbd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality-crisis. ch:quality-crisis ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter06_v4.tex 9 x06360 provenance "V11-c029a9df9623961ff6e77451" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06361 provenance "ND-1be2fb2011454099" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter08_v4.tex 1 x06362 classification "ND-0540f42dd95c8680" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. Ancoraggi: Contrasting Approaches: Speed Versus Rigor (L15); Measuring AI's Real Impact (L180); Your 6-Month Roadmap (L190); For Individual Contributors (L402) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 x06363 classification "ND-1727682d0a6d7f79" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. Ancoraggi: Contrasting Approaches: Speed Versus Rigor (L15); Measuring AI's Real Impact (L180); Your 6-Month Roadmap (L190); For Individual Contributors (L402) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 x06364 classification "ND-9d6e58cafef27686" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. Ancoraggi: Contrasting Approaches: Speed Versus Rigor (L15); Measuring AI's Real Impact (L180); Your 6-Month Roadmap (L190); For Individual Contributors (L402) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 x06365 classification "ND-382ff28b73e1a2d2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. Ancoraggi: Contrasting Approaches: Speed Versus Rigor (L15); Measuring AI's Real Impact (L180); Your 6-Month Roadmap (L190); For Individual Contributors (L402) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 x06366 classification "ND-ace9bd2559b8a76f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Otto principi, una roadmap di sei mesi e adattamenti per dimensione aziendale traducono il cambiamento tecnico in responsabilità e decisioni organizzative. Ancoraggi: Contrasting Approaches: Speed Versus Rigor (L15); Measuring AI's Real Impact (L180); Your 6-Month Roadmap (L190); For Individual Contributors (L402) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 x06367 classification "ND-2dee621d0221fef7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Otto principi, una roadmap di sei mesi e adattamenti per dimensione aziendale traducono il cambiamento tecnico in responsabilità e decisioni organizzative. Ancoraggi: Contrasting Approaches: Speed Versus Rigor (L15); Measuring AI's Real Impact (L180); Your 6-Month Roadmap (L190); For Individual Contributors (L402) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 x06368 classification "ND-4a605a3b2ac38d4f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Otto principi, una roadmap di sei mesi e adattamenti per dimensione aziendale traducono il cambiamento tecnico in responsabilità e decisioni organizzative. Ancoraggi: Contrasting Approaches: Speed Versus Rigor (L15); Measuring AI's Real Impact (L180); Your 6-Month Roadmap (L190); For Individual Contributors (L402) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 x06369 classification "ND-8289f6c741c35a19" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Otto principi, una roadmap di sei mesi e adattamenti per dimensione aziendale traducono il cambiamento tecnico in responsabilità e decisioni organizzative. Ancoraggi: Contrasting Approaches: Speed Versus Rigor (L15); Measuring AI's Real Impact (L180); Your 6-Month Roadmap (L190); For Individual Contributors (L402) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 x06370 mapping "ND-c07c7dde7ce20a4e" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 x06371 mapping "ND-59fd9090b0a9d3e7" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 x06372 comparison "ND-4492516d2718a946" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON Your 6-Month Roadmap (L190) AI_SW_ENG/chapters_verbose/chapter08_v4.tex 190 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x06373 comparison "ND-5d3fc9e77a4296d3" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON Your 6-Month Roadmap (L190) AI_SW_ENG/chapters_verbose/chapter08_v4.tex 190 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06374 comparison "ND-7b4b1b42dacf9bc2" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda P085: Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. ND_EDITORIAL_COMPARISON Your 6-Month Roadmap (L190) AI_SW_ENG/chapters_verbose/chapter08_v4.tex 190 Frozen v6 node P085 summary/contribution and limitation Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06375 comparison "ND-b88a8d6811dcf0c0" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Contrasting Approaches: Speed Versus Rigor (L15); Measuring AI's Real Impact (L180); For Individual Contributors (L402) AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x06376 comparison "ND-5e44399b14d1b8ce" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione richiede una trasformazione di processi e competenze, non soltanto licenze. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Contrasting Approaches: Speed Versus Rigor (L15); Measuring AI's Real Impact (L180); For Individual Contributors (L402) AI_SW_ENG/chapters_verbose/chapter08_v4.tex 15 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06377 provenance "ND-e8b394b94e03d921" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label fig:ai-measurement-framework. fig:ai-measurement-framework ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter08_v4.tex 182 x06378 provenance "V11-9efd7e92980ec948ca875d41" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06379 provenance "ND-8c8bb4795c5e7e26" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter09_v4.tex 1 x06380 classification "ND-9faa975e8d858d73" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Ancoraggi: The Near Future: 12--18 Months (L15); The Long Term: 5+ Years (L227); The Fork in the Road (L295); Your Next Steps (L321) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 x06381 classification "ND-98c018ea44f1a9bc" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Ancoraggi: The Near Future: 12--18 Months (L15); The Long Term: 5+ Years (L227); The Fork in the Road (L295); Your Next Steps (L321) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 x06382 classification "ND-f0f0e17e400c5857" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Ancoraggi: The Near Future: 12--18 Months (L15); The Long Term: 5+ Years (L227); The Fork in the Road (L295); Your Next Steps (L321) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 x06383 classification "ND-98f286f670209822" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Ancoraggi: The Near Future: 12--18 Months (L15); The Long Term: 5+ Years (L227); The Fork in the Road (L295); Your Next Steps (L321) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 x06384 classification "ND-1ff4883b7f88b4ee" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo articola orizzonti temporali e implicazioni di carriera, distinguendo possibilità favorevoli e rischi per la professione. Ancoraggi: The Near Future: 12--18 Months (L15); The Long Term: 5+ Years (L227); The Fork in the Road (L295); Your Next Steps (L321) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 x06385 classification "ND-48c12fee93daf4e1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo articola orizzonti temporali e implicazioni di carriera, distinguendo possibilità favorevoli e rischi per la professione. Ancoraggi: The Near Future: 12--18 Months (L15); The Long Term: 5+ Years (L227); The Fork in the Road (L295); Your Next Steps (L321) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 x06386 classification "ND-d292b6653f9fa681" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo articola orizzonti temporali e implicazioni di carriera, distinguendo possibilità favorevoli e rischi per la professione. Ancoraggi: The Near Future: 12--18 Months (L15); The Long Term: 5+ Years (L227); The Fork in the Road (L295); Your Next Steps (L321) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 x06387 classification "ND-d6dd0d9c5f6216c8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo articola orizzonti temporali e implicazioni di carriera, distinguendo possibilità favorevoli e rischi per la professione. Ancoraggi: The Near Future: 12--18 Months (L15); The Long Term: 5+ Years (L227); The Fork in the Road (L295); Your Next Steps (L321) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 x06388 mapping "ND-d7d46ff657a0990f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 x06389 mapping "ND-0f35a607713dbfeb" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 x06390 mapping "ND-3f8d5a0a3bb87f6f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 x06391 comparison "ND-fbe3cd78bee93338" NO roles EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Confronto (roles): Confrontare trasformazione dei compiti, formazione dei junior e dinamiche occupazionali; distinguere previsione, testimonianza e identificazione causale. Scheda W123: Early adopter firms show higher software hiring, especially junior hiring, contradicting simple substitution stories. ND_EDITORIAL_COMPARISON New Roles and Specializations (L92) AI_SW_ENG/chapters_verbose/chapter09_v4.tex 92 Frozen v6 node W123 summary/contribution and limitation Firm adoption selection and platform measures complicate causal attribution. NO x06392 comparison "ND-2689e5710ddbcbaf" NO roles EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Confronto (roles): Confrontare trasformazione dei compiti, formazione dei junior e dinamiche occupazionali; distinguere previsione, testimonianza e identificazione causale. Scheda O035: Removing junior engineering positions can damage apprenticeship and the future pool of experienced maintainers. ND_EDITORIAL_COMPARISON New Roles and Specializations (L92) AI_SW_ENG/chapters_verbose/chapter09_v4.tex 92 Frozen v6 node O035 summary/contribution and limitation A prescriptive career and hiring essay; no original causal analysis of employment trends. NO x06393 comparison "ND-434b82324e0cdf83" NO roles EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Confronto (roles): Confrontare trasformazione dei compiti, formazione dei junior e dinamiche occupazionali; distinguere previsione, testimonianza e identificazione causale. Scheda P102: The report uses job listings and workforce profiles to examine software and AI engineering demand across countries and employers. ND_EDITORIAL_COMPARISON New Roles and Specializations (L92) AI_SW_ENG/chapters_verbose/chapter09_v4.tex 92 Frozen v6 node P102 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06394 comparison "ND-f2768c0e083f6884" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda W191: Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. ND_EDITORIAL_COMPARISON The Near Future: 12--18 Months (L15); What This Means for Your Career (L265); Your Next Steps (L321) AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 Frozen v6 node W191 summary/contribution and limitation Failure coding depends on visible GitHub information; shared AIDev sample. NO x06395 comparison "ND-7eaab6371ce57b53" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le traiettorie future sono scenari da usare per prepararsi, non previsioni certe. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda O010: Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. ND_EDITORIAL_COMPARISON The Near Future: 12--18 Months (L15); What This Means for Your Career (L265); Your Next Steps (L321) AI_SW_ENG/chapters_verbose/chapter09_v4.tex 15 Frozen v6 node O010 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06396 provenance "ND-08706f0b8cae8cc9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter09_v4.tex 371 x06397 provenance "ND-493c2e6981381bdd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter09_v4.tex 371 x06398 provenance "V11-bd05474c2d005d2afd92a157" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06399 provenance "ND-4207c8c9040fb6a5" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter07_v1.tex 1 x06400 classification "ND-fe5b0ae113329aca" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il catalogo organizza pattern riusabili e dipendenze fra pratiche. Ancoraggi: Understanding Pattern Importance (L13); How to Use This Catalog (L34); Complete Pattern List (L49); Quick Start Guide (L102) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter07_v1.tex 13 x06401 classification "ND-9cbd83c28bff612b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il catalogo organizza pattern riusabili e dipendenze fra pratiche. Ancoraggi: Understanding Pattern Importance (L13); How to Use This Catalog (L34); Complete Pattern List (L49); Quick Start Guide (L102) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07_v1.tex 13 x06402 classification "ND-c13a1d5f9b273c57" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file introduce importanza, selezione e uso del catalogo; le descrizioni complete dei pattern si trovano nei sei file inclusi e restano schede autonome. Ancoraggi: Understanding Pattern Importance (L13); How to Use This Catalog (L34); Complete Pattern List (L49); Quick Start Guide (L102) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07_v1.tex 13 x06403 classification "ND-9d396383693aad20" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file introduce importanza, selezione e uso del catalogo; le descrizioni complete dei pattern si trovano nei sei file inclusi e restano schede autonome. Ancoraggi: Understanding Pattern Importance (L13); How to Use This Catalog (L34); Complete Pattern List (L49); Quick Start Guide (L102) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07_v1.tex 13 x06404 mapping "ND-17b6c274e2632fd1" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il catalogo organizza pattern riusabili e dipendenze fra pratiche. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07_v1.tex 13 x06405 mapping "ND-b860f4503247dc84" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il catalogo organizza pattern riusabili e dipendenze fra pratiche. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07_v1.tex 13 x06406 mapping "ND-f8015f17e944fb3c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il catalogo organizza pattern riusabili e dipendenze fra pratiche. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07_v1.tex 13 x06407 comparison "ND-cee4d41040aa1a38" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il catalogo organizza pattern riusabili e dipendenze fra pratiche. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Understanding Pattern Importance (L13); Pattern Categories (L25); Complete Pattern List (L49) AI_SW_ENG/chapters_verbose/chapter07_v1.tex 13 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x06408 comparison "ND-f5df9eb323c5644f" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il catalogo organizza pattern riusabili e dipendenze fra pratiche. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Understanding Pattern Importance (L13); Pattern Categories (L25); Complete Pattern List (L49) AI_SW_ENG/chapters_verbose/chapter07_v1.tex 13 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06409 comparison "ND-763c185d95a5618e" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il catalogo organizza pattern riusabili e dipendenze fra pratiche. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda P047: Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. ND_EDITORIAL_COMPARISON Understanding Pattern Importance (L13); Pattern Categories (L25); Complete Pattern List (L49) AI_SW_ENG/chapters_verbose/chapter07_v1.tex 13 Frozen v6 node P047 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06410 provenance "ND-b9e50484e5013a5f" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/chapters_verbose/chapter07_v1.tex 181 x06411 provenance "ND-ad36bb8a95744cb9" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/chapters_verbose/chapter07_v1.tex 182 x06412 provenance "ND-1ad066db63fa9ccf" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/chapters_verbose/chapter07_v1.tex 183 x06413 provenance "ND-5c60c5e202a3c26e" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/chapters_verbose/chapter07_v1.tex 184 x06414 provenance "ND-6c485510298ba443" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/chapters_verbose/chapter07_v1.tex 185 x06415 provenance "V11-30470ddde36f7f0469a39831" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06416 provenance "ND-5d11d43937fb52bd" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 1 x06417 classification "ND-fc0c6412653e2fbd" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Ancoraggi: PART I: Core Practices (L3) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06418 classification "ND-6a65ef70af3d5e2c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Ancoraggi: PART I: Core Practices (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06419 classification "ND-d5712f5e229ea2e9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Ancoraggi: PART I: Core Practices (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06420 classification "ND-0a016e558ed0cb5f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Ancoraggi: PART I: Core Practices (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06421 classification "ND-2d0bc78291226fa6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Ancoraggi: PART I: Core Practices (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06422 classification "ND-b1f8881160376f50" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I primi otto pattern comprendono spec-first, TDD, esplorazione, chunk verificabili, context engineering, explainability test, runtime feedback e tutela dell’apprendimento. Ancoraggi: PART I: Core Practices (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06423 classification "ND-f9d4a893d3d23469" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I primi otto pattern comprendono spec-first, TDD, esplorazione, chunk verificabili, context engineering, explainability test, runtime feedback e tutela dell’apprendimento. Ancoraggi: PART I: Core Practices (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06424 classification "ND-8268350b317b6fbc" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I primi otto pattern comprendono spec-first, TDD, esplorazione, chunk verificabili, context engineering, explainability test, runtime feedback e tutela dell’apprendimento. Ancoraggi: PART I: Core Practices (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06425 classification "ND-84fd293aed978acc" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I primi otto pattern comprendono spec-first, TDD, esplorazione, chunk verificabili, context engineering, explainability test, runtime feedback e tutela dell’apprendimento. Ancoraggi: PART I: Core Practices (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06426 classification "ND-37346c30d1112a35" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I primi otto pattern comprendono spec-first, TDD, esplorazione, chunk verificabili, context engineering, explainability test, runtime feedback e tutela dell’apprendimento. Ancoraggi: PART I: Core Practices (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06427 mapping "ND-eb6daa53cfea055c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06428 mapping "ND-81f624d088e164a7" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06429 mapping "ND-b84e7c532e5a8c06" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 3 x06430 comparison "ND-05d975584cfc9871" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Pattern 1: Spec-First Generation (L14) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 14 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x06431 comparison "ND-9074e0385aa5e0cd" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Pattern 1: Spec-First Generation (L14) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 14 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06432 comparison "ND-4b684d5dbc908d68" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Pattern 1: Spec-First Generation (L14) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 14 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06433 comparison "ND-2956790ba671e7b1" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Pattern 2: Test-Driven AI Development (L165); Pattern 6: The Explainability Test (L847) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 165 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x06434 comparison "ND-91cc4913aec88052" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Pattern 2: Test-Driven AI Development (L165); Pattern 6: The Explainability Test (L847) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 165 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06435 comparison "ND-e4285c68e7f4a466" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda W118: Access to AI can reduce independent conceptual learning even without faster task completion. ND_EDITORIAL_COMPARISON Pattern 8: Learning Loop Preservation (L1200); Learning Loop for Different Experience Levels (L1362) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 1200 Frozen v6 node W118 summary/contribution and limitation Controlled learning quiz; not long-run professional performance. Immediate quiz only, not delayed retention. Source percentage normalization is unresolved; Figure 10.2 is qualitative. See Appendix B and ISSUE:V6:W118_NORMALIZATION. NO x06436 comparison "ND-61f5660f83be9607" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le pratiche di base uniscono specifica, test, piccoli passi, contesto e comprensione. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda O003: Developers must deliberately practice reasoning, debugging and code comprehension when agents perform most implementation work. ND_EDITORIAL_COMPARISON Pattern 8: Learning Loop Preservation (L1200); Learning Loop for Different Experience Levels (L1362) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 1200 Frozen v6 node O003 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06437 provenance "ND-765eebd2758caa83" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 175 x06438 provenance "ND-68c7975cf59a5958" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:vibe-coding. ch:vibe-coding ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 331 x06439 provenance "ND-f496070f42ea0157" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:experience-divide. ch:experience-divide ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter07/chapter07_part1.tex 1210 x06440 provenance "V11-04f8952f37e8ec9173daf923" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06441 provenance "ND-5b7a8f7255fb71df" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 1 x06442 classification "ND-ad661940c8f3c698" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Ancoraggi: PART II: Quality Assurance (L3) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06443 classification "ND-2ad492fabcc05fe4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Ancoraggi: PART II: Quality Assurance (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06444 classification "ND-b7ed587075564be6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Ancoraggi: PART II: Quality Assurance (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06445 classification "ND-9d70739f7e1b8104" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Ancoraggi: PART II: Quality Assurance (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06446 classification "ND-40959ca4781f5200" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Ancoraggi: PART II: Quality Assurance (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06447 classification "ND-7af2574eb7e56c82" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Ancoraggi: PART II: Quality Assurance (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06448 classification "ND-fb7e16dcf3a0bc48" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Security-first, review gauntlet e legacy navigation organizzano controlli e responsabilità prima dell’approvazione dei cambiamenti. Ancoraggi: PART II: Quality Assurance (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06449 classification "ND-c6696e296c7735c2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Security-first, review gauntlet e legacy navigation organizzano controlli e responsabilità prima dell’approvazione dei cambiamenti. Ancoraggi: PART II: Quality Assurance (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06450 classification "ND-5e3d6befe52d91f9" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Security-first, review gauntlet e legacy navigation organizzano controlli e responsabilità prima dell’approvazione dei cambiamenti. Ancoraggi: PART II: Quality Assurance (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06451 classification "ND-19765f55d88dbe8a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Security-first, review gauntlet e legacy navigation organizzano controlli e responsabilità prima dell’approvazione dei cambiamenti. Ancoraggi: PART II: Quality Assurance (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06452 classification "ND-c53f94e4798112eb" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Security-first, review gauntlet e legacy navigation organizzano controlli e responsabilità prima dell’approvazione dei cambiamenti. Ancoraggi: PART II: Quality Assurance (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06453 classification "ND-6979826d537f4191" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Security-first, review gauntlet e legacy navigation organizzano controlli e responsabilità prima dell’approvazione dei cambiamenti. Ancoraggi: PART II: Quality Assurance (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06454 classification "ND-709ab48ae4a46b66" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Security-first, review gauntlet e legacy navigation organizzano controlli e responsabilità prima dell’approvazione dei cambiamenti. Ancoraggi: PART II: Quality Assurance (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06455 classification "ND-1f43fad34f66f2c4" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Security-first, review gauntlet e legacy navigation organizzano controlli e responsabilità prima dell’approvazione dei cambiamenti. Ancoraggi: PART II: Quality Assurance (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06456 mapping "ND-570025715f8a40eb" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06457 mapping "ND-360e16f054504e87" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06458 mapping "ND-1143cc5e2bf6d2c2" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06459 mapping "ND-4eb15e3e10acffb6" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 x06460 comparison "ND-a164181af61c789b" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda W060: Workspace and retrieved-content injections can induce agents to execute unwanted commands. ND_EDITORIAL_COMPARISON Pattern 9: Security-First Development (L14); AI-Specific Security Incident Categories (L315) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 14 Frozen v6 node W060 summary/contribution and limitation Attack configurations are adversarial, not real-world incidence rates. NO x06461 comparison "ND-23cfdb3aee0fc02e" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda O014: Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. ND_EDITORIAL_COMPARISON Pattern 9: Security-First Development (L14); AI-Specific Security Incident Categories (L315) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 14 Frozen v6 node O014 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06462 comparison "ND-ca108cf6fad309e5" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda P120: Interviews with Microsoft staff outline agent identity, local MCP discovery, isolation, local-model support and developer experience on Windows. ND_EDITORIAL_COMPARISON Pattern 9: Security-First Development (L14); AI-Specific Security Incident Categories (L315) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 14 Frozen v6 node P120 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06463 comparison "ND-89521c5cde52c094" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda W065: Most agent PRs have no recorded human review, but same-repository human PRs also often lack review. ND_EDITORIAL_COMPARISON Pattern 10: Review Gauntlet (L429); Differentiating Review Depth by Risk (L640); Review Checklist for AI-Generated Code (L687) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 429 Frozen v6 node W065 summary/contribution and limitation Recorded GitHub review is not total review rigor; shared AIDev data. NO x06464 comparison "ND-4f6deffc7548fe93" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda O011: AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill. ND_EDITORIAL_COMPARISON Pattern 10: Review Gauntlet (L429); Differentiating Review Depth by Risk (L640); Review Checklist for AI-Generated Code (L687) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 429 Frozen v6 node O011 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06465 comparison "ND-b7ad8600c7d4a3e4" NO onboarding EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Confronto (onboarding): Confrontare comprensione del sistema, contesto tacito e recupero delle motivazioni progettuali prima di cambiare codice esistente. Scheda W155: ChatGPT may aid completion of changes while developers still devote most time to reconstructing existing-system behavior. ND_EDITORIAL_COMPARISON PART II: Quality Assurance (L3) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 Frozen v6 node W155 summary/contribution and limitation Ten advanced students; results exploratory and not statistically tested. NO x06466 comparison "ND-52a676d9485299e8" NO onboarding EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I pattern di assurance collegano sicurezza, revisione graduata e comprensione del legacy. Confronto (onboarding): Confrontare comprensione del sistema, contesto tacito e recupero delle motivazioni progettuali prima di cambiare codice esistente. Scheda O002: Reliable agents in mature codebases need recovered tacit constraints and regression evidence before modifying code. ND_EDITORIAL_COMPARISON PART II: Quality Assurance (L3) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part2.tex 3 Frozen v6 node O002 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06467 provenance "V11-1b46dee97e29962c9f62e7c4" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06468 provenance "ND-dcd939ae913c52e6" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 1 x06469 classification "ND-522dc3dabbbeeab8" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Ancoraggi: PART III: Team Workflows (L3) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06470 classification "ND-d13bfc37e75c654b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Ancoraggi: PART III: Team Workflows (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06471 classification "ND-e495437b7649a1a9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Ancoraggi: PART III: Team Workflows (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06472 classification "ND-14012f33593a1b59" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Ancoraggi: PART III: Team Workflows (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06473 classification "ND-1c3ad1678cd058b7" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Ancoraggi: PART III: Team Workflows (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06474 classification "ND-d5db2d370296665e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file tratta migrazione come occasione di apprendimento, trio programming e coordinamento parallelo; discute il rischio della moltiplicazione incontrollata degli agenti. Ancoraggi: PART III: Team Workflows (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06475 classification "ND-dff650c42b7e0bc6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file tratta migrazione come occasione di apprendimento, trio programming e coordinamento parallelo; discute il rischio della moltiplicazione incontrollata degli agenti. Ancoraggi: PART III: Team Workflows (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06476 classification "ND-d0e8d39f4dc2baab" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file tratta migrazione come occasione di apprendimento, trio programming e coordinamento parallelo; discute il rischio della moltiplicazione incontrollata degli agenti. Ancoraggi: PART III: Team Workflows (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06477 classification "ND-6ffc0fb35d15a697" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file tratta migrazione come occasione di apprendimento, trio programming e coordinamento parallelo; discute il rischio della moltiplicazione incontrollata degli agenti. Ancoraggi: PART III: Team Workflows (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06478 classification "ND-45ba2a252e719aab" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file tratta migrazione come occasione di apprendimento, trio programming e coordinamento parallelo; discute il rischio della moltiplicazione incontrollata degli agenti. Ancoraggi: PART III: Team Workflows (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06479 mapping "ND-e92ede20cef1a77e" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06480 mapping "ND-32ef11c973ae09f8" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06481 mapping "ND-8f7cf3377f855685" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 3 x06482 comparison "ND-a8c8d38295fab495" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda W118: Access to AI can reduce independent conceptual learning even without faster task completion. ND_EDITORIAL_COMPARISON Pattern 12: Migration as Learning (L14); Case Study: Learning Through Migration (L307) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 14 Frozen v6 node W118 summary/contribution and limitation Controlled learning quiz; not long-run professional performance. Immediate quiz only, not delayed retention. Source percentage normalization is unresolved; Figure 10.2 is qualitative. See Appendix B and ISSUE:V6:W118_NORMALIZATION. NO x06483 comparison "ND-51e373abb068a8c0" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda O003: Developers must deliberately practice reasoning, debugging and code comprehension when agents perform most implementation work. ND_EDITORIAL_COMPARISON Pattern 12: Migration as Learning (L14); Case Study: Learning Through Migration (L307) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 14 Frozen v6 node O003 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06484 comparison "ND-3602a03b7653094d" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda P101: The final analysis of the publication’s 2026 reader survey examines team adoption, codebase quality, less-experienced engineers and differing experiences of focus and cognitive load. ND_EDITORIAL_COMPARISON Pattern 12: Migration as Learning (L14); Case Study: Learning Through Migration (L307) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 14 Frozen v6 node P101 summary/contribution and limitation Self-selected respondents and subjective reports; shared 2026 survey dataset with AI Tooling 2026 and key trends Part 1. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06485 comparison "ND-73aa0a31cd46fae9" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON Pattern 14: Parallel Work Orchestration (L661); Rules for Safe Parallelism (L825) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 661 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x06486 comparison "ND-47b0903b4867a7f5" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Collaborazione e parallelismo funzionano solo con capacità di apprendimento e revisione adeguate. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON Pattern 14: Parallel Work Orchestration (L661); Rules for Safe Parallelism (L825) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 661 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x06487 provenance "ND-d0cc99aa6de509ad" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:vibe-coding. ch:vibe-coding ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 400 x06488 provenance "ND-91a04247136b1c52" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:experience-divide. ch:experience-divide ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter07/chapter07_part3.tex 652 x06489 provenance "V11-6630147653dc68c38b494a48" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06490 provenance "ND-33be499caaabfe38" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 1 x06491 classification "ND-27e04cef32ee5c05" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Ancoraggi: PART IV: Organizational Foundation (L3) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06492 classification "ND-57d5ea4fbff74393" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Ancoraggi: PART IV: Organizational Foundation (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06493 classification "ND-277f99351e76bbf1" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Ancoraggi: PART IV: Organizational Foundation (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06494 classification "ND-5fa0d1785ff7cf80" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Ancoraggi: PART IV: Organizational Foundation (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06495 classification "ND-3dbe9dcccbf30d0e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Ancoraggi: PART IV: Organizational Foundation (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06496 classification "ND-dcb73ab3ebfaa77d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I pattern 15–18 coprono programma di formazione, acceptable use policy, ciclo di misura-apprendimento e gestione della spesa. Ancoraggi: PART IV: Organizational Foundation (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06497 classification "ND-fb37a41377c2031f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I pattern 15–18 coprono programma di formazione, acceptable use policy, ciclo di misura-apprendimento e gestione della spesa. Ancoraggi: PART IV: Organizational Foundation (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06498 classification "ND-019d2c2d3d1b6db3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I pattern 15–18 coprono programma di formazione, acceptable use policy, ciclo di misura-apprendimento e gestione della spesa. Ancoraggi: PART IV: Organizational Foundation (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06499 classification "ND-8fb797f230613d94" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I pattern 15–18 coprono programma di formazione, acceptable use policy, ciclo di misura-apprendimento e gestione della spesa. Ancoraggi: PART IV: Organizational Foundation (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06500 classification "ND-c5d188df76a9899b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I pattern 15–18 coprono programma di formazione, acceptable use policy, ciclo di misura-apprendimento e gestione della spesa. Ancoraggi: PART IV: Organizational Foundation (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06501 classification "ND-1be7e2751c3541e3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I pattern 15–18 coprono programma di formazione, acceptable use policy, ciclo di misura-apprendimento e gestione della spesa. Ancoraggi: PART IV: Organizational Foundation (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06502 mapping "ND-4face1f7b34e2bf9" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06503 mapping "ND-741390bbfef3f9fd" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06504 mapping "ND-9ee8163892439ac2" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 x06505 comparison "ND-5136e01e66c2d0d9" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON PART IV: Organizational Foundation (L3) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x06506 comparison "ND-b15b69a1f9bde438" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON PART IV: Organizational Foundation (L3) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06507 comparison "ND-2d371b98834f14e5" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda P085: Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. ND_EDITORIAL_COMPARISON PART IV: Organizational Foundation (L3) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 Frozen v6 node P085 summary/contribution and limitation Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06508 comparison "ND-98dd2e9008783e5c" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON PART IV: Organizational Foundation (L3) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x06509 comparison "ND-936d5495e7486ad3" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON PART IV: Organizational Foundation (L3) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 3 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06510 comparison "ND-c3af2706e1c965d7" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda W145: Offers a cross-functional return-on-investment framework for AI-assisted delivery beyond raw code productivity. ND_EDITORIAL_COMPARISON Costs: (L46); Pattern 18: Cost Management (L918) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 46 Frozen v6 node W145 summary/contribution and limitation ROI 39% and eight-month payback are scenarios/model outputs, not measured experimental financial returns. NO x06511 comparison "ND-556392e60699fc7a" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le fondamenta organizzative rendono espliciti abilitazione, policy, misura e costi. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda O008: A software factory is many governed loops; its level of human involvement changes both risk and total operating cost. ND_EDITORIAL_COMPARISON Costs: (L46); Pattern 18: Cost Management (L918) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 46 Frozen v6 node O008 summary/contribution and limitation A conceptual taxonomy and projections, not a controlled comparison of factory operating models. NO x06512 provenance "ND-aab9c252111f0399" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:fundamental-shift. ch:fundamental-shift ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 64 x06513 provenance "ND-3025ed239d1dd10d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:vibe-coding. ch:vibe-coding ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter07/chapter07_part4.tex 65 x06514 provenance "V11-bb6fd8242042c11b2559994b" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06515 provenance "ND-6f51e6f0367a049c" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 1 x06516 classification "ND-add771c67257a37c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. Ancoraggi: Pattern Recap: Quick Reference Guide (L9); Closing Remarks: Using This Catalog Effectively (L145) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 x06517 classification "ND-28ffc92baf10352c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. Ancoraggi: Pattern Recap: Quick Reference Guide (L9); Closing Remarks: Using This Catalog Effectively (L145) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 x06518 classification "ND-e2fb2a399a06e8c2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. Ancoraggi: Pattern Recap: Quick Reference Guide (L9); Closing Remarks: Using This Catalog Effectively (L145) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 x06519 classification "ND-9f461f66437a669a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. Ancoraggi: Pattern Recap: Quick Reference Guide (L9); Closing Remarks: Using This Catalog Effectively (L145) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 x06520 classification "ND-49696a5a58688750" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda collega selezione situazionale, mappa delle dipendenze, compatibilità e adozione graduale dei pattern già descritti. Ancoraggi: Pattern Recap: Quick Reference Guide (L9); Closing Remarks: Using This Catalog Effectively (L145) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 x06521 classification "ND-7ef5eb32307d648d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda collega selezione situazionale, mappa delle dipendenze, compatibilità e adozione graduale dei pattern già descritti. Ancoraggi: Pattern Recap: Quick Reference Guide (L9); Closing Remarks: Using This Catalog Effectively (L145) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 x06522 classification "ND-4fdffa3c746bd4e7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda collega selezione situazionale, mappa delle dipendenze, compatibilità e adozione graduale dei pattern già descritti. Ancoraggi: Pattern Recap: Quick Reference Guide (L9); Closing Remarks: Using This Catalog Effectively (L145) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 x06523 mapping "ND-88d3c3d05e3219f9" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 x06524 mapping "ND-07d7afb864b38438" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 x06525 comparison "ND-f23766bba2fa4bb6" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Pattern Recap: Quick Reference Guide (L9); Situational Pattern Selection (L29); Pattern Dependency Map (L67) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x06526 comparison "ND-2c596b812a0ca4c6" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Pattern Recap: Quick Reference Guide (L9); Situational Pattern Selection (L29); Pattern Dependency Map (L67) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06527 comparison "ND-2b3b99eba718a8ca" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda P047: Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. ND_EDITORIAL_COMPARISON Pattern Recap: Quick Reference Guide (L9); Situational Pattern Selection (L29); Pattern Dependency Map (L67) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 Frozen v6 node P047 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06528 comparison "ND-9d8b9ab4d57f24f9" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON Pattern Recap: Quick Reference Guide (L9); Closing Remarks: Using This Catalog Effectively (L145) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x06529 comparison "ND-6a2bddecaa5b864a" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il riepilogo aiuta a comporre i pattern secondo situazione e prerequisiti. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON Pattern Recap: Quick Reference Guide (L9); Closing Remarks: Using This Catalog Effectively (L145) AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 9 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06530 provenance "ND-488266bc2dd946f6" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SW_ENG/chapters_verbose/chapter07/chapter07_part5.tex 139 x06531 provenance "V11-3f7bd1ab983c3f1e198a6986" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06532 provenance "ND-cdc7cfe8d589c0e4" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 1 x06533 classification "ND-6b640e31b26935ca" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Ancoraggi: Antipatterns: What Not to Do (L5) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06534 classification "ND-30f867e5acc08981" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Ancoraggi: Antipatterns: What Not to Do (L5) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06535 classification "ND-8ed6f29647434f28" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Ancoraggi: Antipatterns: What Not to Do (L5) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06536 classification "ND-dfb4a4f53660fd5b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Ancoraggi: Antipatterns: What Not to Do (L5) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06537 classification "ND-e773e0b44b103a5e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Ancoraggi: Antipatterns: What Not to Do (L5) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06538 classification "ND-953d2784aed6941a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Accettazione acritica, trappola del 70%, produzione senza verifica, contesto assente, batch eccessivi e misura teatrale formano una griglia diagnostica. Ancoraggi: Antipatterns: What Not to Do (L5) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06539 classification "ND-a43a35855a0d763c" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Accettazione acritica, trappola del 70%, produzione senza verifica, contesto assente, batch eccessivi e misura teatrale formano una griglia diagnostica. Ancoraggi: Antipatterns: What Not to Do (L5) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06540 classification "ND-4780495a47f3a336" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Accettazione acritica, trappola del 70%, produzione senza verifica, contesto assente, batch eccessivi e misura teatrale formano una griglia diagnostica. Ancoraggi: Antipatterns: What Not to Do (L5) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06541 classification "ND-5a6e8dc95d10c582" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Accettazione acritica, trappola del 70%, produzione senza verifica, contesto assente, batch eccessivi e misura teatrale formano una griglia diagnostica. Ancoraggi: Antipatterns: What Not to Do (L5) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06542 classification "ND-41b16f2a82cc31d0" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Accettazione acritica, trappola del 70%, produzione senza verifica, contesto assente, batch eccessivi e misura teatrale formano una griglia diagnostica. Ancoraggi: Antipatterns: What Not to Do (L5) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06543 classification "ND-a831b5861b384ef2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Accettazione acritica, trappola del 70%, produzione senza verifica, contesto assente, batch eccessivi e misura teatrale formano una griglia diagnostica. Ancoraggi: Antipatterns: What Not to Do (L5) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06544 classification "ND-6df407e4ba84458d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Accettazione acritica, trappola del 70%, produzione senza verifica, contesto assente, batch eccessivi e misura teatrale formano una griglia diagnostica. Ancoraggi: Antipatterns: What Not to Do (L5) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06545 classification "ND-73ea6509d5fc98d7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Accettazione acritica, trappola del 70%, produzione senza verifica, contesto assente, batch eccessivi e misura teatrale formano una griglia diagnostica. Ancoraggi: Antipatterns: What Not to Do (L5) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06546 mapping "ND-8fc3d48842497c9b" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06547 mapping "ND-cefcb7457cbca51e" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06548 mapping "ND-dbb9c315285752a2" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 x06549 comparison "ND-bbd32070c2e3d941" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda W065: Most agent PRs have no recorded human review, but same-repository human PRs also often lack review. ND_EDITORIAL_COMPARISON Antipatterns: What Not to Do (L5) AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 Frozen v6 node W065 summary/contribution and limitation Recorded GitHub review is not total review rigor; shared AIDev data. NO x06550 comparison "ND-4e6d7cb1940fd854" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda O011: AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill. ND_EDITORIAL_COMPARISON Antipatterns: What Not to Do (L5) AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 Frozen v6 node O011 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06551 comparison "ND-68d8fd687a6ca6ff" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda P118: The article surveys responses to growing AI-generated review workloads: reviewing AI feedback, routing by blast radius, inspecting plans and tests, reducing patch size, and retaining manual review. ND_EDITORIAL_COMPARISON Antipatterns: What Not to Do (L5) AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 Frozen v6 node P118 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06552 comparison "ND-1a1eff24d0564dde" NO debt EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Confronto (debt): Esaminare il divario tra possesso del codice e comprensione del sistema; quota di codice generato e competenza del manutentore non sono equivalenti. Scheda W154: Delegated code generation may leave developers with latent understanding deficits analogous to accumulated technical debt. ND_EDITORIAL_COMPARISON Antipatterns: What Not to Do (L5) AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 Frozen v6 node W154 summary/contribution and limitation Thematic self-reports from students, without effect-size or objective comprehension baseline. NO x06553 comparison "ND-c28d8ef96ddabac5" NO debt EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Confronto (debt): Esaminare il divario tra possesso del codice e comprensione del sistema; quota di codice generato e competenza del manutentore non sono equivalenti. Scheda O017: When agents implement most code, developers can accumulate comprehension debt even while shipping more changes. ND_EDITORIAL_COMPARISON Antipatterns: What Not to Do (L5) AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 5 Frozen v6 node O017 summary/contribution and limitation The 80% figure expresses an illustrative workflow shift; it is not a population-level experimental estimate. NO x06554 comparison "ND-1adc5ec3ffc9df8a" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda W023: Experienced maintainers were approximately 19% slower on familiar real-repository tasks using early-2025 tools. ND_EDITORIAL_COMPARISON Antipattern 8: Measurement Theater (L232) AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 232 Frozen v6 node W023 summary/contribution and limitation Small sample and older tool generation; not universal effect. NO x06555 comparison "ND-3e9675b7b8d870ca" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli antipattern mostrano come velocità apparente e delega cieca erodano affidabilità e apprendimento. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda O029: Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. ND_EDITORIAL_COMPARISON Antipattern 8: Measurement Theater (L232) AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 232 Frozen v6 node O029 summary/contribution and limitation The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. NO x06556 provenance "ND-7bd109c8d8274607" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter07/chapter07_antipatterns.tex 152 x06557 provenance "V11-0b2eac111bff5f4bbca168fc" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06558 provenance "ND-f57a5e10279d1c06" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10_v1.tex 1 x06559 classification "ND-674eb1b3d606e28e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida agli strumenti collega scelta iniziale, contesto e pratiche operative. Ancoraggi: Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 x06560 classification "ND-a62248d04869e634" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida agli strumenti collega scelta iniziale, contesto e pratiche operative. Ancoraggi: Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 x06561 classification "ND-93e5ab6428c1e7dd" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida agli strumenti collega scelta iniziale, contesto e pratiche operative. Ancoraggi: Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 x06562 classification "ND-9120727fbd2cc69b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida agli strumenti collega scelta iniziale, contesto e pratiche operative. Ancoraggi: Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 x06563 classification "ND-7b27422ed7f78513" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida agli strumenti collega scelta iniziale, contesto e pratiche operative. Ancoraggi: Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 x06564 classification "ND-1493f15c1de4af09" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo contenitore introduce dodici sezioni specializzate e spiega come comporre il percorso di implementazione. Ancoraggi: Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 x06565 classification "ND-1de0b3bf42483a8b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo contenitore introduce dodici sezioni specializzate e spiega come comporre il percorso di implementazione. Ancoraggi: Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 x06566 classification "ND-3296a2b68bb4514d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo contenitore introduce dodici sezioni specializzate e spiega come comporre il percorso di implementazione. Ancoraggi: Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 x06567 classification "ND-9bad767ea62d8400" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo contenitore introduce dodici sezioni specializzate e spiega come comporre il percorso di implementazione. Ancoraggi: Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 x06568 classification "ND-4d6e7d2c9e677afc" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo contenitore introduce dodici sezioni specializzate e spiega come comporre il percorso di implementazione. Ancoraggi: Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 x06569 mapping "ND-e274b3fe5892f794" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La guida agli strumenti collega scelta iniziale, contesto e pratiche operative. Non è una citazione presente nel manoscritto v6/v9. 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ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 x06572 comparison "ND-48b3f03d6ac3881a" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida agli strumenti collega scelta iniziale, contesto e pratiche operative. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. 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NO x06574 comparison "ND-696e802bf29c4bfa" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida agli strumenti collega scelta iniziale, contesto e pratiche operative. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda P085: Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. ND_EDITORIAL_COMPARISON Tools \& Practices (L2); The Journey Through This Chapter (L13); How to Read This Chapter (L32) AI_SW_ENG/chapters_verbose/chapter10_v1.tex 2 Frozen v6 node P085 summary/contribution and limitation Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. 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Ancoraggi: Understanding Tool Maturity Levels (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/01_maturity_levels.tex 3 x06607 classification "ND-5a028c03b01f47b8" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I livelli di maturità aiutano a distinguere esplorazione, prova e adozione. Ancoraggi: Understanding Tool Maturity Levels (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/01_maturity_levels.tex 3 x06608 classification "ND-4f8da5ebd92af644" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I livelli di maturità aiutano a distinguere esplorazione, prova e adozione. Ancoraggi: Understanding Tool Maturity Levels (L3) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/01_maturity_levels.tex 3 x06609 classification "ND-cb228e621f495f2d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file propone di interpretare classificazioni tipo Technology Radar e di far evolvere la scelta attraverso esperienza locale e revisione periodica. Ancoraggi: Understanding Tool Maturity Levels (L3) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/01_maturity_levels.tex 3 x06610 classification "ND-cd3e881e9a55be00" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file propone di interpretare classificazioni tipo Technology Radar e di far evolvere la scelta attraverso esperienza locale e revisione periodica. 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ND_EDITORIAL_COMPARISON Understanding Tool Maturity Levels (L3) AI_SW_ENG/chapters_verbose/chapter10/01_maturity_levels.tex 3 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06616 comparison "ND-4cce1ff3bf9ff242" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I livelli di maturità aiutano a distinguere esplorazione, prova e adozione. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda P085: Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. ND_EDITORIAL_COMPARISON Understanding Tool Maturity Levels (L3) AI_SW_ENG/chapters_verbose/chapter10/01_maturity_levels.tex 3 Frozen v6 node P085 summary/contribution and limitation Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06617 comparison "ND-972578d6677766be" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I livelli di maturità aiutano a distinguere esplorazione, prova e adozione. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda W023: Experienced maintainers were approximately 19% slower on familiar real-repository tasks using early-2025 tools. ND_EDITORIAL_COMPARISON Understanding Tool Maturity Levels (L3) AI_SW_ENG/chapters_verbose/chapter10/01_maturity_levels.tex 3 Frozen v6 node W023 summary/contribution and limitation Small sample and older tool generation; not universal effect. NO x06618 comparison "ND-d8ae3a6e2eb15e0c" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I livelli di maturità aiutano a distinguere esplorazione, prova e adozione. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda O029: Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. ND_EDITORIAL_COMPARISON Understanding Tool Maturity Levels (L3) AI_SW_ENG/chapters_verbose/chapter10/01_maturity_levels.tex 3 Frozen v6 node O029 summary/contribution and limitation The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. NO x06619 provenance "ND-a014842b914a65ef" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/01_maturity_levels.tex 131 x06620 provenance "V11-c60c235c7655760c6b3b73a5" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06621 provenance "ND-01ff9c5d2b8943da" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 1 x06622 classification "ND-96a83458f2e51aca" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. Ancoraggi: Getting Started: Choosing Your Primary Tool (L2) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 x06623 classification "ND-678777b73b682010" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. Ancoraggi: Getting Started: Choosing Your Primary Tool (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 x06624 classification "ND-3a592af839ac1378" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. Ancoraggi: Getting Started: Choosing Your Primary Tool (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 x06625 classification "ND-dee302837f10a9dd" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. Ancoraggi: Getting Started: Choosing Your Primary Tool (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 x06626 classification "ND-d3abac1874f104d7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione introduce il confronto fra strumenti principali e le informazioni che ciascuno vede, preparando la successiva progettazione del contesto. Ancoraggi: Getting Started: Choosing Your Primary Tool (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 x06627 classification "ND-b1629864fdfeac53" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione introduce il confronto fra strumenti principali e le informazioni che ciascuno vede, preparando la successiva progettazione del contesto. Ancoraggi: Getting Started: Choosing Your Primary Tool (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 x06628 classification "ND-02d75e62d0b11e1f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione introduce il confronto fra strumenti principali e le informazioni che ciascuno vede, preparando la successiva progettazione del contesto. Ancoraggi: Getting Started: Choosing Your Primary Tool (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 x06629 classification "ND-ae4909f7000d315d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione introduce il confronto fra strumenti principali e le informazioni che ciascuno vede, preparando la successiva progettazione del contesto. Ancoraggi: Getting Started: Choosing Your Primary Tool (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 x06630 mapping "ND-931146ca1652b544" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 x06631 mapping "ND-afae1747d72d8875" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 x06632 comparison "ND-10c7cf60a85c29e9" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON Getting Started: Choosing Your Primary Tool (L2); Adoption growth: (L120); Step 3: Match Tool to Workflow (L320) AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x06633 comparison "ND-6fd2da0871bace6a" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON Getting Started: Choosing Your Primary Tool (L2); Adoption growth: (L120); Step 3: Match Tool to Workflow (L320) AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06634 comparison "ND-16203a081efaff21" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda P085: Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. ND_EDITORIAL_COMPARISON Getting Started: Choosing Your Primary Tool (L2); Adoption growth: (L120); Step 3: Match Tool to Workflow (L320) AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 Frozen v6 node P085 summary/contribution and limitation Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06635 comparison "ND-21fd8f98769f85e7" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda W191: Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. ND_EDITORIAL_COMPARISON Getting Started: Choosing Your Primary Tool (L2) AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 Frozen v6 node W191 summary/contribution and limitation Failure coding depends on visible GitHub information; shared AIDev sample. NO x06636 comparison "ND-b54875f4169bd406" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La scelta dello strumento deve dipendere da workflow, vincoli e tipo di delega. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda O010: Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. ND_EDITORIAL_COMPARISON Getting Started: Choosing Your Primary Tool (L2) AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 2 Frozen v6 node O010 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06637 provenance "ND-db771dcabe06cb34" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:security. sec:security ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 283 x06638 provenance "ND-f6fcca85f63dcc65" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:static-context. sec:static-context ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 284 x06639 provenance "ND-d68e43e5e9703526" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:dynamic-context. sec:dynamic-context ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 291 x06640 provenance "ND-5e2b2a7c764559d9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:multi-agent. sec:multi-agent ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/02_choosing_tools.tex 297 x06641 provenance "V11-1b1c431bcfc4324df8206c15" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06642 provenance "ND-5c4244960a80bf6c" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex 1 x06643 classification "ND-a81bfb845fb75246" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le istruzioni persistenti rendono esplicite convenzioni, vincoli e decisioni del progetto. Ancoraggi: Static Context Engineering: Teaching AI About Your Project (L2) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex 2 x06644 classification "ND-cbe00a29ef360cc8" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le istruzioni persistenti rendono esplicite convenzioni, vincoli e decisioni del progetto. Ancoraggi: Static Context Engineering: Teaching AI About Your Project (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex 2 x06645 classification "ND-e485f13ff66b48bb" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 AGENTS.md e file analoghi sono trattati come una base di contesto mantenuta dal team, con esempi ed esercizi di configurazione. Ancoraggi: Static Context Engineering: Teaching AI About Your Project (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex 2 x06646 classification "ND-331b3981693e8306" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 AGENTS.md e file analoghi sono trattati come una base di contesto mantenuta dal team, con esempi ed esercizi di configurazione. Ancoraggi: Static Context Engineering: Teaching AI About Your Project (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex 2 x06647 mapping "ND-e6edba341d4f6dab" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le istruzioni persistenti rendono esplicite convenzioni, vincoli e decisioni del progetto. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex 2 x06648 comparison "ND-b96d5bc0cac52ab5" NO static EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le istruzioni persistenti rendono esplicite convenzioni, vincoli e decisioni del progetto. Confronto (static): Confrontare file di istruzioni, memoria esterna e responsabilità di aggiornamento; i meccanismi descritti non sono tutti equivalenti alla memoria virtuale gestita dal sistema. Scheda W157: Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. ND_EDITORIAL_COMPARISON Static Context Engineering: Teaching AI About Your Project (L2); Why Static Context Matters (L11); The AGENTS.md Pattern (L39) AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex 2 Frozen v6 node W157 summary/contribution and limitation Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. NO x06649 comparison "ND-fe8b853d6a0bf544" NO static EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le istruzioni persistenti rendono esplicite convenzioni, vincoli e decisioni del progetto. Confronto (static): Confrontare file di istruzioni, memoria esterna e responsabilità di aggiornamento; i meccanismi descritti non sono tutti equivalenti alla memoria virtuale gestita dal sistema. Scheda O004: Agent configuration and memory are perishable operational assets that should be periodically revalidated. ND_EDITORIAL_COMPARISON Static Context Engineering: Teaching AI About Your Project (L2); Why Static Context Matters (L11); The AGENTS.md Pattern (L39) AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex 2 Frozen v6 node O004 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06650 comparison "ND-fe66baba57b0981e" NO static EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le istruzioni persistenti rendono esplicite convenzioni, vincoli e decisioni del progetto. Confronto (static): Confrontare file di istruzioni, memoria esterna e responsabilità di aggiornamento; i meccanismi descritti non sono tutti equivalenti alla memoria virtuale gestita dal sistema. Scheda P090: An industry case describes Uber’s AI development platform, shared context, internal agents and review-related tooling. ND_EDITORIAL_COMPARISON Static Context Engineering: Teaching AI About Your Project (L2); Why Static Context Matters (L11); The AGENTS.md Pattern (L39) AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex 2 Frozen v6 node P090 summary/contribution and limitation Original publication March 10; updated March 11. Reported adoption percentages use different denominators. Author discloses former employment at Uber. The source’s correction distinguishes 84% agentic-tool adoption from 65–72% IDE code-generation figures and CLI-specific measures; those denominators must not be interchanged. An author correction in the March 12, 2026 Pulse distinguishes the IDE-generated-code share from an earlier erroneous percentage. Original date, updated text and company-level denominators remain separate. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06651 provenance "ND-e3dc8c2a91021785" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:dynamic-context. sec:dynamic-context ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/03_static_context.tex 8 x06652 provenance "V11-704a94e14ae77828beae08c6" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06653 provenance "ND-6aade0a9e0d09c1d" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 1 x06654 classification "ND-2bf005804203c30e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono. Ancoraggi: Dynamic Context Engineering: Real-Time Information (L2) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 x06655 classification "ND-3b39e13af951f44e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono. Ancoraggi: Dynamic Context Engineering: Real-Time Information (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 x06656 classification "ND-ddc14be3af73ef45" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono. Ancoraggi: Dynamic Context Engineering: Real-Time Information (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 x06657 classification "ND-0efe594fb4423eba" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione collega documentazione, schema dati e risorse esterne tramite connettori, distinguendoli dalle istruzioni statiche. Ancoraggi: Dynamic Context Engineering: Real-Time Information (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 x06658 classification "ND-aa8e175d43bb2d1d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione collega documentazione, schema dati e risorse esterne tramite connettori, distinguendoli dalle istruzioni statiche. Ancoraggi: Dynamic Context Engineering: Real-Time Information (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 x06659 classification "ND-f6ff7df8deeba0b4" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione collega documentazione, schema dati e risorse esterne tramite connettori, distinguendoli dalle istruzioni statiche. Ancoraggi: Dynamic Context Engineering: Real-Time Information (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 x06660 classification "ND-33a754bb4fadc7a8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione collega documentazione, schema dati e risorse esterne tramite connettori, distinguendoli dalle istruzioni statiche. Ancoraggi: Dynamic Context Engineering: Real-Time Information (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 x06661 mapping "ND-259b88900e3abf70" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 x06662 mapping "ND-9f74d5cd7768e32b" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 x06663 comparison "ND-5442772e9bbac71a" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda W157: Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. ND_EDITORIAL_COMPARISON Dynamic Context Engineering: Real-Time Information (L2); The Just-In-Time Context Strategy (L9); Model Context Protocol (MCP) (L40) AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 Frozen v6 node W157 summary/contribution and limitation Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. NO x06664 comparison "ND-efc946fb5683cb7a" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON Dynamic Context Engineering: Real-Time Information (L2); The Just-In-Time Context Strategy (L9); Model Context Protocol (MCP) (L40) AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06665 comparison "ND-0219273ea96b1d75" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda P077: Developer accounts and maintainer interviews examine internal MCP adoption, debugging, legacy systems and tool-interface design. ND_EDITORIAL_COMPARISON Dynamic Context Engineering: Real-Time Information (L2); The Just-In-Time Context Strategy (L9); Model Context Protocol (MCP) (L40) AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 2 Frozen v6 node P077 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06666 comparison "ND-ca322b2c350c90f3" NO supply EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono. Confronto (supply): Collegare configurazioni, connettori e dipendenze alla sicurezza della catena di esecuzione, senza usare un protocollo interoperabile come garanzia di fiducia. Scheda W053: Exposed execution grants, versionless MCP servers, and overbroad skill approvals make harness configuration an attack surface. ND_EDITORIAL_COMPARISON Model Context Protocol (MCP) (L40); MCP Core Primitives (L63); Setting Up Your First MCP Server (L96) AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 40 Frozen v6 node W053 summary/contribution and limitation Static configuration exposure does not prove exploitation. NO x06667 comparison "ND-e47034e9def6b9b1" NO supply EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il contesto dinamico recupera informazioni aggiornate nel momento in cui servono. Confronto (supply): Collegare configurazioni, connettori e dipendenze alla sicurezza della catena di esecuzione, senza usare un protocollo interoperabile come garanzia di fiducia. Scheda O040: The Model Context Protocol standardizes agent access to external resources and tools, increasing integration reach and the importance of permission controls. ND_EDITORIAL_COMPARISON Model Context Protocol (MCP) (L40); MCP Core Primitives (L63); Setting Up Your First MCP Server (L96) AI_SW_ENG/chapters_verbose/chapter10/04_dynamic_context.tex 40 Frozen v6 node O040 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06668 provenance "V11-bd5174deb436e2ffab7fc16a" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06669 provenance "ND-b6208cf44087153c" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 1 x06670 classification "ND-4bc3528f1a1441b4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Compattazione e handoff governano la continuità delle sessioni complesse. Ancoraggi: Context Flow Control: Managing Complex Sessions (L2) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 2 x06671 classification "ND-7a3f906fa1a46a83" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Compattazione e handoff governano la continuità delle sessioni complesse. Ancoraggi: Context Flow Control: Managing Complex Sessions (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 2 x06672 classification "ND-893fda81b48239e4" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Plan mode, riepiloghi e passaggi strutturati sono strumenti per controllare l’accumulo del contesto e conservare lo stato del lavoro. Ancoraggi: Context Flow Control: Managing Complex Sessions (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 2 x06673 classification "ND-a835606b7d19805a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Plan mode, riepiloghi e passaggi strutturati sono strumenti per controllare l’accumulo del contesto e conservare lo stato del lavoro. Ancoraggi: Context Flow Control: Managing Complex Sessions (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 2 x06674 classification "ND-3c7a6ca2dc9b8051" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Plan mode, riepiloghi e passaggi strutturati sono strumenti per controllare l’accumulo del contesto e conservare lo stato del lavoro. Ancoraggi: Context Flow Control: Managing Complex Sessions (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 2 x06675 mapping "ND-c99b3506137b6b76" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Compattazione e handoff governano la continuità delle sessioni complesse. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 2 x06676 mapping "ND-00249b48bb889003" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Compattazione e handoff governano la continuità delle sessioni complesse. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 2 x06677 comparison "ND-3db707f7c22898d1" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Compattazione e handoff governano la continuità delle sessioni complesse. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda W159: Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency. ND_EDITORIAL_COMPARISON Context Flow Control: Managing Complex Sessions (L2) AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 2 Frozen v6 node W159 summary/contribution and limitation Synthetic low-code trials; missing real SWE longitudinal validation. NO x06678 comparison "ND-ec92ac9b004dff29" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Compattazione e handoff governano la continuità delle sessioni complesse. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON Context Flow Control: Managing Complex Sessions (L2) AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 2 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06679 comparison "ND-920321c8f43b3c53" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Compattazione e handoff governano la continuità delle sessioni complesse. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda P090: An industry case describes Uber’s AI development platform, shared context, internal agents and review-related tooling. ND_EDITORIAL_COMPARISON Context Flow Control: Managing Complex Sessions (L2) AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 2 Frozen v6 node P090 summary/contribution and limitation Original publication March 10; updated March 11. Reported adoption percentages use different denominators. Author discloses former employment at Uber. The source’s correction distinguishes 84% agentic-tool adoption from 65–72% IDE code-generation figures and CLI-specific measures; those denominators must not be interchanged. An author correction in the March 12, 2026 Pulse distinguishes the IDE-generated-code share from an earlier erroneous percentage. Original date, updated text and company-level denominators remain separate. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06680 comparison "ND-d9e6a072ecd20618" NO longrun EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Compattazione e handoff governano la continuità delle sessioni complesse. Confronto (longrun): Confrontare riavvio, stato durevole e progresso verificabile su più sessioni; frequenza di esecuzione e convergenza non sono la stessa proprietà. Scheda O013: Agents operating across sessions require durable task state, resumability, recovery and verifiable progress. ND_EDITORIAL_COMPARISON Context Flow Control: Managing Complex Sessions (L2) AI_SW_ENG/chapters_verbose/chapter10/05_context_flow.tex 2 Frozen v6 node O013 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06681 provenance "V11-df34f52c2518a1c54b7e94e7" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06682 provenance "ND-f23957a8a99dcc25" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 1 x06683 classification "ND-ed3be5a3935d0fdf" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il passaggio a più agenti richiede specializzazione, confini e punti di controllo. Ancoraggi: From Single Agent to Multi-Agent Workflows (L2) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 x06684 classification "ND-98b527f1f79ef9fc" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il passaggio a più agenti richiede specializzazione, confini e punti di controllo. Ancoraggi: From Single Agent to Multi-Agent Workflows (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 x06685 classification "ND-18fa1f04fa011aba" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il passaggio a più agenti richiede specializzazione, confini e punti di controllo. Ancoraggi: From Single Agent to Multi-Agent Workflows (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 x06686 classification "ND-0b94c9bbfb7e78cd" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione distingue subagent e workflow multi-agente, associando integrazione enterprise, condivisione del contesto e checkpoint umani. Ancoraggi: From Single Agent to Multi-Agent Workflows (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 x06687 classification "ND-97c629bbbce9ac28" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione distingue subagent e workflow multi-agente, associando integrazione enterprise, condivisione del contesto e checkpoint umani. Ancoraggi: From Single Agent to Multi-Agent Workflows (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 x06688 classification "ND-d12d19ca82b79a7f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione distingue subagent e workflow multi-agente, associando integrazione enterprise, condivisione del contesto e checkpoint umani. Ancoraggi: From Single Agent to Multi-Agent Workflows (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 x06689 classification "ND-9487ef8526c4748f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione distingue subagent e workflow multi-agente, associando integrazione enterprise, condivisione del contesto e checkpoint umani. Ancoraggi: From Single Agent to Multi-Agent Workflows (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 x06690 classification "ND-54e8352cf27bf148" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione distingue subagent e workflow multi-agente, associando integrazione enterprise, condivisione del contesto e checkpoint umani. Ancoraggi: From Single Agent to Multi-Agent Workflows (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 x06691 mapping "ND-12dc8626e79f613e" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il passaggio a più agenti richiede specializzazione, confini e punti di controllo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 x06692 mapping "ND-277ecd61f250409e" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il passaggio a più agenti richiede specializzazione, confini e punti di controllo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 x06693 comparison "ND-18ea70fd7adbc57b" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il passaggio a più agenti richiede specializzazione, confini e punti di controllo. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON From Single Agent to Multi-Agent Workflows (L2); The Orchestrator-Worker Pattern (L87); Common Orchestration Patterns (L134) AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x06694 comparison "ND-4d244e9c753ea940" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il passaggio a più agenti richiede specializzazione, confini e punti di controllo. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON From Single Agent to Multi-Agent Workflows (L2); The Orchestrator-Worker Pattern (L87); Common Orchestration Patterns (L134) AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x06695 comparison "ND-e814719ea2d27985" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il passaggio a più agenti richiede specializzazione, confini e punti di controllo. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda P070: Discusses concurrent coding-agent workflows through practitioner accounts, contrasting parallel task execution with the serial attention needed to review and land changes. ND_EDITORIAL_COMPARISON From Single Agent to Multi-Agent Workflows (L2); The Orchestrator-Worker Pattern (L87); Common Orchestration Patterns (L134) AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 Frozen v6 node P070 summary/contribution and limitation Excerpt of Pulse #149; shares that issue, not the content of the separate interview-comparison article. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. The public account explicitly reuses the Sid Bidasaria conversation reported in P062. It is a different article, not independent interview evidence. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06696 comparison "ND-c035ae053cc8461e" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il passaggio a più agenti richiede specializzazione, confini e punti di controllo. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON From Single Agent to Multi-Agent Workflows (L2) AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x06697 comparison "ND-944f54abf2c1ac45" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il passaggio a più agenti richiede specializzazione, confini e punti di controllo. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON From Single Agent to Multi-Agent Workflows (L2) AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 2 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06698 provenance "ND-4beee311ade493b8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 6 x06699 provenance "ND-482afd9f91e445f2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 10 x06700 provenance "ND-8c3d3f276c6c6764" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 236 x06701 provenance "ND-978d5674d7410c3a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 240 x06702 provenance "ND-d4fce2bafaa4bab7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 474 x06703 provenance "ND-87fde853fbabf74c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:solutions. app:solutions ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/06_multi_agent.tex 367 x06704 provenance "V11-20a17d55cdbb2da36c08c9e5" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06705 provenance "ND-d81ab6e47c769e6f" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 1 x06706 classification "ND-93b5503e6ab25db1" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Ancoraggi: Development Practices Enhanced by AI (L2) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06707 classification "ND-d07249e7fd6036df" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Ancoraggi: Development Practices Enhanced by AI (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06708 classification "ND-c60a2a7cdfaf3e25" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Ancoraggi: Development Practices Enhanced by AI (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06709 classification "ND-1250f473fb97887d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Ancoraggi: Development Practices Enhanced by AI (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06710 classification "ND-e557572ade1bafcf" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Ancoraggi: Development Practices Enhanced by AI (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06711 classification "ND-e1c1ac52adca90f0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Ancoraggi: Development Practices Enhanced by AI (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06712 classification "ND-1f5e144563d44b09" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo descrive come applicare AI a sviluppo guidato dai test, analisi del sistema, forward engineering e trasformazioni ripetitive. Ancoraggi: Development Practices Enhanced by AI (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06713 classification "ND-29e9f41f8d3e9df1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo descrive come applicare AI a sviluppo guidato dai test, analisi del sistema, forward engineering e trasformazioni ripetitive. Ancoraggi: Development Practices Enhanced by AI (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06714 classification "ND-c8fc3c5f95a91788" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo descrive come applicare AI a sviluppo guidato dai test, analisi del sistema, forward engineering e trasformazioni ripetitive. Ancoraggi: Development Practices Enhanced by AI (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06715 classification "ND-d1f6d4e8321ff040" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo descrive come applicare AI a sviluppo guidato dai test, analisi del sistema, forward engineering e trasformazioni ripetitive. Ancoraggi: Development Practices Enhanced by AI (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06716 classification "ND-3c44a592f23fac21" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo descrive come applicare AI a sviluppo guidato dai test, analisi del sistema, forward engineering e trasformazioni ripetitive. Ancoraggi: Development Practices Enhanced by AI (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06717 classification "ND-f25d6fbec5409c60" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo descrive come applicare AI a sviluppo guidato dai test, analisi del sistema, forward engineering e trasformazioni ripetitive. Ancoraggi: Development Practices Enhanced by AI (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06718 classification "ND-766c7a4dfacfb9e3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il testo descrive come applicare AI a sviluppo guidato dai test, analisi del sistema, forward engineering e trasformazioni ripetitive. Ancoraggi: Development Practices Enhanced by AI (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06719 mapping "ND-128d75523e35f2ae" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06720 mapping "ND-451707d582a484aa" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06721 mapping "ND-dbefa2b1a854f918" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 x06722 comparison "ND-44d1dd595a7f40fd" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Development Practices Enhanced by AI (L2); The Workflows: Traditional TDD vs. TDD + AI (L62); Key Differences Between the Workflows (L200) AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x06723 comparison "ND-7f208a351cbf52a7" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Development Practices Enhanced by AI (L2); The Workflows: Traditional TDD vs. TDD + AI (L62); Key Differences Between the Workflows (L200) AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06724 comparison "ND-81ef6e298b64c1bb" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda P047: Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. ND_EDITORIAL_COMPARISON Development Practices Enhanced by AI (L2); The Workflows: Traditional TDD vs. TDD + AI (L62); Key Differences Between the Workflows (L200) AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 2 Frozen v6 node P047 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06725 comparison "ND-37a80ed667a266d6" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Test-Driven Development (TDD) with AI (L10); The “Immutable Test” Problem (L210); TCR (Test \&\& Commit || Revert) - warningyellow Status: TRIAL (L285) AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 10 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x06726 comparison "ND-01b537edb5995b9c" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Test-Driven Development (TDD) with AI (L10); The “Immutable Test” Problem (L210); TCR (Test \&\& Commit || Revert) - warningyellow Status: TRIAL (L285) AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 10 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06727 comparison "ND-926c180ea8be236d" NO onboarding EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Confronto (onboarding): Confrontare comprensione del sistema, contesto tacito e recupero delle motivazioni progettuali prima di cambiare codice esistente. Scheda W155: ChatGPT may aid completion of changes while developers still devote most time to reconstructing existing-system behavior. ND_EDITORIAL_COMPARISON Approach 1: Understanding Legacy Systems (L539) AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 539 Frozen v6 node W155 summary/contribution and limitation Ten advanced students; results exploratory and not statistically tested. NO x06728 comparison "ND-ccc4aca23413c461" NO onboarding EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: TDD, comprensione del legacy e migrazioni sono casi concreti di lavoro assistito. Confronto (onboarding): Confrontare comprensione del sistema, contesto tacito e recupero delle motivazioni progettuali prima di cambiare codice esistente. Scheda O002: Reliable agents in mature codebases need recovered tacit constraints and regression evidence before modifying code. ND_EDITORIAL_COMPARISON Approach 1: Understanding Legacy Systems (L539) AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 539 Frozen v6 node O002 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06729 provenance "ND-00e0d7e1bf219d8b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 363 x06730 provenance "ND-c82dde8232e0ffce" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/07_dev_practices.tex 775 x06731 provenance "V11-88d751c85a5996271066fc88" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06732 provenance "ND-cc02e03d5b489425" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 1 x06733 classification "ND-2e2461be276677d9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. Ancoraggi: Team Collaboration \& Knowledge Sharing (L2) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 x06734 classification "ND-ae4b3f5022f2983a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. Ancoraggi: Team Collaboration \& Knowledge Sharing (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 x06735 classification "ND-eef9d63343da6f83" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. Ancoraggi: Team Collaboration \& Knowledge Sharing (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 x06736 classification "ND-edced924216a6900" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. Ancoraggi: Team Collaboration \& Knowledge Sharing (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 x06737 classification "ND-583e5fdee98b5502" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione tratta librerie di prompt, collaborazione, competenze e ruoli complementari di persone e agenti. Ancoraggi: Team Collaboration \& Knowledge Sharing (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 x06738 classification "ND-991a89d102405154" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione tratta librerie di prompt, collaborazione, competenze e ruoli complementari di persone e agenti. Ancoraggi: Team Collaboration \& Knowledge Sharing (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 x06739 classification "ND-b78a65cc146951dd" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione tratta librerie di prompt, collaborazione, competenze e ruoli complementari di persone e agenti. Ancoraggi: Team Collaboration \& Knowledge Sharing (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 x06740 classification "ND-78973afecc75e7c9" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione tratta librerie di prompt, collaborazione, competenze e ruoli complementari di persone e agenti. Ancoraggi: Team Collaboration \& Knowledge Sharing (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 x06741 mapping "ND-5add58530c35fef9" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 x06742 mapping "ND-f9b28af936c3f994" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 x06743 comparison "ND-9fcfeca15879481d" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda W118: Access to AI can reduce independent conceptual learning even without faster task completion. ND_EDITORIAL_COMPARISON Team Collaboration \& Knowledge Sharing (L2) AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 Frozen v6 node W118 summary/contribution and limitation Controlled learning quiz; not long-run professional performance. Immediate quiz only, not delayed retention. Source percentage normalization is unresolved; Figure 10.2 is qualitative. See Appendix B and ISSUE:V6:W118_NORMALIZATION. NO x06744 comparison "ND-8c3a6a295159909f" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda O003: Developers must deliberately practice reasoning, debugging and code comprehension when agents perform most implementation work. ND_EDITORIAL_COMPARISON Team Collaboration \& Knowledge Sharing (L2) AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 Frozen v6 node O003 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06745 comparison "ND-f0090e5e3e88483c" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda P101: The final analysis of the publication’s 2026 reader survey examines team adoption, codebase quality, less-experienced engineers and differing experiences of focus and cognitive load. ND_EDITORIAL_COMPARISON Team Collaboration \& Knowledge Sharing (L2) AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 Frozen v6 node P101 summary/contribution and limitation Self-selected respondents and subjective reports; shared 2026 survey dataset with AI Tooling 2026 and key trends Part 1. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06746 comparison "ND-3d474d3e3fc647cb" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Team Collaboration \& Knowledge Sharing (L2) AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x06747 comparison "ND-5be15129afac8b50" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione collettiva richiede trasmissione delle pratiche e decisioni condivise. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Team Collaboration \& Knowledge Sharing (L2) AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 2 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06748 provenance "ND-4baaf1ba11cf9ace" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:roadmap. sec:roadmap ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/08_team_collaboration.tex 327 x06749 provenance "V11-98e2e5b766dbf2e93df8c055" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06750 provenance "ND-728a154867d27943" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 1 x06751 classification "ND-374ff05a3a0d50ca" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Ancoraggi: Security, Compliance \& Governance (L2) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06752 classification "ND-9b74b23124f977d1" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Ancoraggi: Security, Compliance \& Governance (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06753 classification "ND-d882357a8fa887d5" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Ancoraggi: Security, Compliance \& Governance (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06754 classification "ND-f2f536703e4fe9b9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Ancoraggi: Security, Compliance \& Governance (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06755 classification "ND-326dfd406efc1bf5" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Ancoraggi: Security, Compliance \& Governance (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06756 classification "ND-7ee853e0934760a5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Policy-as-code, guardrail, flussi di dati, monitoraggio e risposta agli incidenti compongono il quadro operativo. Ancoraggi: Security, Compliance \& Governance (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06757 classification "ND-0e432024ebdd71e0" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Policy-as-code, guardrail, flussi di dati, monitoraggio e risposta agli incidenti compongono il quadro operativo. Ancoraggi: Security, Compliance \& Governance (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06758 classification "ND-eb49639516d16540" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Policy-as-code, guardrail, flussi di dati, monitoraggio e risposta agli incidenti compongono il quadro operativo. Ancoraggi: Security, Compliance \& Governance (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06759 classification "ND-ed3a51ecdda993bd" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Policy-as-code, guardrail, flussi di dati, monitoraggio e risposta agli incidenti compongono il quadro operativo. Ancoraggi: Security, Compliance \& Governance (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06760 classification "ND-541b0a11aa9d9b69" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Policy-as-code, guardrail, flussi di dati, monitoraggio e risposta agli incidenti compongono il quadro operativo. Ancoraggi: Security, Compliance \& Governance (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06761 mapping "ND-a07b6a714f5c3a2f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06762 mapping "ND-ab54422ee5438168" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 x06763 comparison "ND-50df7e08a06fdb63" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda W060: Workspace and retrieved-content injections can induce agents to execute unwanted commands. ND_EDITORIAL_COMPARISON Security, Compliance \& Governance (L2); AI-Specific Security Patterns (L454); Essential Tools for AI Security (L579) AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 Frozen v6 node W060 summary/contribution and limitation Attack configurations are adversarial, not real-world incidence rates. NO x06764 comparison "ND-ef6379ed023e7290" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda O014: Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. ND_EDITORIAL_COMPARISON Security, Compliance \& Governance (L2); AI-Specific Security Patterns (L454); Essential Tools for AI Security (L579) AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 Frozen v6 node O014 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06765 comparison "ND-284e2adb7a11bccb" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda P120: Interviews with Microsoft staff outline agent identity, local MCP discovery, isolation, local-model support and developer experience on Windows. ND_EDITORIAL_COMPARISON Security, Compliance \& Governance (L2); AI-Specific Security Patterns (L454); Essential Tools for AI Security (L579) AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 Frozen v6 node P120 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06766 comparison "ND-2c61086fcb6a6c74" NO supply EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Confronto (supply): Collegare configurazioni, connettori e dipendenze alla sicurezza della catena di esecuzione, senza usare un protocollo interoperabile come garanzia di fiducia. Scheda W053: Exposed execution grants, versionless MCP servers, and overbroad skill approvals make harness configuration an attack surface. ND_EDITORIAL_COMPARISON 2. MCP-Scan - primaryblue Status: ASSESS (L627) AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 627 Frozen v6 node W053 summary/contribution and limitation Static configuration exposure does not prove exploitation. NO x06767 comparison "ND-9bf81e79949514fb" NO supply EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Confronto (supply): Collegare configurazioni, connettori e dipendenze alla sicurezza della catena di esecuzione, senza usare un protocollo interoperabile come garanzia di fiducia. Scheda O040: The Model Context Protocol standardizes agent access to external resources and tools, increasing integration reach and the importance of permission controls. ND_EDITORIAL_COMPARISON 2. MCP-Scan - primaryblue Status: ASSESS (L627) AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 627 Frozen v6 node O040 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06768 comparison "ND-7ace4aebcd134263" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Security, Compliance \& Governance (L2); Security Governance Framework (L750) AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x06769 comparison "ND-296fcafaf398a4a0" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza degli agenti richiede difesa stratificata e controllo continuo. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Security, Compliance \& Governance (L2); Security Governance Framework (L750) AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 2 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06770 provenance "ND-b7366f38284dcb6c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality-crisis. ch:quality-crisis ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 8 x06771 provenance "ND-6f354a60b70142b9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/09_security.tex 8 x06772 provenance "V11-1fba6ac893eeb354ff351d49" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06773 provenance "ND-3a32559ece5855f4" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 1 x06774 classification "ND-fbf2240287f02dde" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Osservabilità e misura devono ricondurre i consumi al valore verificato. Ancoraggi: Measurement \& Observability (L2) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 x06775 classification "ND-a6c7b8edb69edcc8" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Osservabilità e misura devono ricondurre i consumi al valore verificato. Ancoraggi: Measurement \& Observability (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 x06776 classification "ND-12a46c070fbb7e96" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Osservabilità e misura devono ricondurre i consumi al valore verificato. Ancoraggi: Measurement \& Observability (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 x06777 classification "ND-d53e6d75ca9e0494" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione collega utilizzo, qualità, costi, debugging e flusso del lavoro, evitando la riduzione della produttività alle righe generate. Ancoraggi: Measurement \& Observability (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 x06778 classification "ND-640318b23c1a6277" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione collega utilizzo, qualità, costi, debugging e flusso del lavoro, evitando la riduzione della produttività alle righe generate. Ancoraggi: Measurement \& Observability (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 x06779 classification "ND-9886de7ec2ab403a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione collega utilizzo, qualità, costi, debugging e flusso del lavoro, evitando la riduzione della produttività alle righe generate. Ancoraggi: Measurement \& Observability (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 x06780 classification "ND-46b5b2f9e6ce60a8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sezione collega utilizzo, qualità, costi, debugging e flusso del lavoro, evitando la riduzione della produttività alle righe generate. Ancoraggi: Measurement \& Observability (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 x06781 mapping "ND-ee6b72fa2c841874" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Osservabilità e misura devono ricondurre i consumi al valore verificato. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 x06782 mapping "ND-b07a09cfb4b69648" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Osservabilità e misura devono ricondurre i consumi al valore verificato. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 x06783 comparison "ND-b1157d01af972b94" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Osservabilità e misura devono ricondurre i consumi al valore verificato. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda W010: Agent advances raise commits substantially more than releases; delivery throughput has lower elasticity than coding throughput. ND_EDITORIAL_COMPARISON Measurement \& Observability (L2); The measurement challenge with AI (L11); The answer: Multi-dimensional measurement (L21) AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 Frozen v6 node W010 summary/contribution and limitation GitHub activity and matched designs do not establish business value. NO x06784 comparison "ND-5ab86ceb23590303" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Osservabilità e misura devono ricondurre i consumi al valore verificato. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda O029: Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. ND_EDITORIAL_COMPARISON Measurement \& Observability (L2); The measurement challenge with AI (L11); The answer: Multi-dimensional measurement (L21) AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 Frozen v6 node O029 summary/contribution and limitation The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. NO x06785 comparison "ND-0addcb2eb467b3a6" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Osservabilità e misura devono ricondurre i consumi al valore verificato. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda P061: Laura Tacho presents company measurement practices combining adoption, delivery, quality and developer experience, with baseline and segmentation guidance. ND_EDITORIAL_COMPARISON Measurement \& Observability (L2); The measurement challenge with AI (L11); The answer: Multi-dimensional measurement (L21) AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 Frozen v6 node P061 summary/contribution and limitation At publication Orosz disclosed investment in DX and Tacho was DX CTO; article states it was not sponsored. The source discloses Laura Tacho’s DX role and Orosz’s investment in DX. Company measurement practices are not a new randomized causal estimate. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06786 comparison "ND-598a99d01faf1dba" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Osservabilità e misura devono ricondurre i consumi al valore verificato. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda W023: Experienced maintainers were approximately 19% slower on familiar real-repository tasks using early-2025 tools. ND_EDITORIAL_COMPARISON Measurement \& Observability (L2); The measurement challenge with AI (L11); The answer: Multi-dimensional measurement (L21) AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 2 Frozen v6 node W023 summary/contribution and limitation Small sample and older tool generation; not universal effect. NO x06787 comparison "ND-7ac99d8d82ad9932" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Osservabilità e misura devono ricondurre i consumi al valore verificato. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda W145: Offers a cross-functional return-on-investment framework for AI-assisted delivery beyond raw code productivity. ND_EDITORIAL_COMPARISON AI Cost Tracking and ROI (L225); Direct and Indirect Costs (L229); Total Cost of Ownership (TCO) Example (L236) AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 225 Frozen v6 node W145 summary/contribution and limitation ROI 39% and eight-month payback are scenarios/model outputs, not measured experimental financial returns. NO x06788 comparison "ND-828beb0c350d0ac5" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Osservabilità e misura devono ricondurre i consumi al valore verificato. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda O008: A software factory is many governed loops; its level of human involvement changes both risk and total operating cost. ND_EDITORIAL_COMPARISON AI Cost Tracking and ROI (L225); Direct and Indirect Costs (L229); Total Cost of Ownership (TCO) Example (L236) AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 225 Frozen v6 node O008 summary/contribution and limitation A conceptual taxonomy and projections, not a controlled comparison of factory operating models. NO x06789 provenance "ND-5e9efe544632faed" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 8 x06790 provenance "ND-a2e9257a59ab55f7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 33 x06791 provenance "ND-87c6c320be8c65db" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 158 x06792 provenance "ND-3603b1d32b728e62" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 203 x06793 provenance "ND-f8f162767eecfe0f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 247 x06794 provenance "ND-818c0582ef540b8b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 343 x06795 provenance "ND-f669d561639035fb" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/10_measurement.tex 343 x06796 provenance "V11-2d20d22e2146ceb67969a2da" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06797 provenance "ND-47067e5969d75a02" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 1 x06798 classification "ND-84dc8bbd07be6ab2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Ancoraggi: Common Pitfalls to Avoid (L2) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06799 classification "ND-60c2544d4dc787f9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Ancoraggi: Common Pitfalls to Avoid (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06800 classification "ND-426dc3f231a2bda6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Ancoraggi: Common Pitfalls to Avoid (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06801 classification "ND-1d45353868d22f2d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Ancoraggi: Common Pitfalls to Avoid (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06802 classification "ND-439b95368b99a31a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Ancoraggi: Common Pitfalls to Avoid (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06803 classification "ND-b9d7d0dfb3d50da3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file approfondisce trappole pratiche e le raccorda agli antipattern del catalogo: contesto, batch, sicurezza, competenze e metriche. Ancoraggi: Common Pitfalls to Avoid (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06804 classification "ND-d192d1b52aeaf021" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file approfondisce trappole pratiche e le raccorda agli antipattern del catalogo: contesto, batch, sicurezza, competenze e metriche. Ancoraggi: Common Pitfalls to Avoid (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06805 classification "ND-23a0ef8f550a3597" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file approfondisce trappole pratiche e le raccorda agli antipattern del catalogo: contesto, batch, sicurezza, competenze e metriche. Ancoraggi: Common Pitfalls to Avoid (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06806 classification "ND-32fab8ac89a98cb8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file approfondisce trappole pratiche e le raccorda agli antipattern del catalogo: contesto, batch, sicurezza, competenze e metriche. Ancoraggi: Common Pitfalls to Avoid (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06807 classification "ND-aa1d5253fcc8ee31" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file approfondisce trappole pratiche e le raccorda agli antipattern del catalogo: contesto, batch, sicurezza, competenze e metriche. Ancoraggi: Common Pitfalls to Avoid (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06808 classification "ND-5132ad86cba83625" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file approfondisce trappole pratiche e le raccorda agli antipattern del catalogo: contesto, batch, sicurezza, competenze e metriche. Ancoraggi: Common Pitfalls to Avoid (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06809 classification "ND-0c0473c5600cae46" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file approfondisce trappole pratiche e le raccorda agli antipattern del catalogo: contesto, batch, sicurezza, competenze e metriche. Ancoraggi: Common Pitfalls to Avoid (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06810 classification "ND-66091587e490b5e8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file approfondisce trappole pratiche e le raccorda agli antipattern del catalogo: contesto, batch, sicurezza, competenze e metriche. Ancoraggi: Common Pitfalls to Avoid (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06811 mapping "ND-ece5392ecbbe0d11" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06812 mapping "ND-ab7ed5708441a792" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06813 mapping "ND-4b849a0ef4dc7d67" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 x06814 comparison "ND-50505c8dfb13c9fa" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda W071: Rejection categories include agent failure, project workflow mismatch and unspecified reasons; distinguish causes before retrying. ND_EDITORIAL_COMPARISON Why it fails in practice (L313) AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 313 Frozen v6 node W071 summary/contribution and limitation Explanations may be inferred from inconsistent PR records; shared AIDev data. NO x06815 comparison "ND-70dc85ffcc5144e0" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda O006: Effective autonomous loops begin with bounded goals, observable checks and explicit stopping rules. ND_EDITORIAL_COMPARISON Why it fails in practice (L313) AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 313 Frozen v6 node O006 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06816 comparison "ND-9c628ce2c8c9c67e" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda P087: Interviews with Codex builders describe the agent loop, language choices, evaluation, internal use and tiered code review. ND_EDITORIAL_COMPARISON Why it fails in practice (L313) AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 313 Frozen v6 node P087 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06817 comparison "ND-67fa001fe99c0744" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda W065: Most agent PRs have no recorded human review, but same-repository human PRs also often lack review. ND_EDITORIAL_COMPARISON Common Pitfalls to Avoid (L2) AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 Frozen v6 node W065 summary/contribution and limitation Recorded GitHub review is not total review rigor; shared AIDev data. NO x06818 comparison "ND-041c8db47e0251c2" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda O011: AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill. ND_EDITORIAL_COMPARISON Common Pitfalls to Avoid (L2) AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 Frozen v6 node O011 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06819 comparison "ND-111b842717e60d71" NO debt EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Confronto (debt): Esaminare il divario tra possesso del codice e comprensione del sistema; quota di codice generato e competenza del manutentore non sono equivalenti. Scheda W154: Delegated code generation may leave developers with latent understanding deficits analogous to accumulated technical debt. ND_EDITORIAL_COMPARISON Common Pitfalls to Avoid (L2) AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 Frozen v6 node W154 summary/contribution and limitation Thematic self-reports from students, without effect-size or objective comprehension baseline. NO x06820 comparison "ND-73e017e2b23a622d" NO debt EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Gli errori ricorrenti di adozione vanno diagnosticati prima di aggiungere strumenti. Confronto (debt): Esaminare il divario tra possesso del codice e comprensione del sistema; quota di codice generato e competenza del manutentore non sono equivalenti. Scheda O017: When agents implement most code, developers can accumulate comprehension debt even while shipping more changes. ND_EDITORIAL_COMPARISON Common Pitfalls to Avoid (L2) AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 2 Frozen v6 node O017 summary/contribution and limitation The 80% figure expresses an illustrative workflow shift; it is not a population-level experimental estimate. NO x06821 provenance "ND-1d7e27901c7e7fd2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 6 x06822 provenance "ND-22519fb7f5e9de52" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 15 x06823 provenance "ND-db876222e6c9cea2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 1514 x06824 provenance "ND-b7a688f9efda5af4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 1518 x06825 provenance "ND-89c02de02725f270" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 1519 x06826 provenance "ND-dfc10c8f528f6197" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 1520 x06827 provenance "ND-129ebcc6e92ed457" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 1521 x06828 provenance "ND-b8247ef606b00972" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 1522 x06829 provenance "ND-2e0c2bed34bbca2e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 1523 x06830 provenance "ND-fb88b55ea46fb75f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 1524 x06831 provenance "ND-cb61f6e973d6bec5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 1525 x06832 provenance "ND-211028883b72a619" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:pattern-catalog. ch:pattern-catalog ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/11_pitfalls.tex 1530 x06833 provenance "V11-2ca0961e9bc30b57acbc0d59" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06834 provenance "ND-f6bda1bd336b5f2f" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 1 x06835 classification "ND-498844ba1133146c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. Ancoraggi: First 90-Days Implementation Roadmap (L2) ND_PRIMARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 x06836 classification "ND-0e0cb52889a5855a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. Ancoraggi: First 90-Days Implementation Roadmap (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 x06837 classification "ND-ac7e4ec40c1acf57" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. Ancoraggi: First 90-Days Implementation Roadmap (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 x06838 classification "ND-dab35a2e666a3976" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. Ancoraggi: First 90-Days Implementation Roadmap (L2) ND_SECONDARY_STREAM AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 x06839 classification "ND-44e8a7e0c3f0c725" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La roadmap organizza preparazione, sperimentazione, passaggio fra gruppi e criteri di go/no-go, collegandosi alla roadmap strategica di sei mesi. Ancoraggi: First 90-Days Implementation Roadmap (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 x06840 classification "ND-6d6adf5def68e918" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La roadmap organizza preparazione, sperimentazione, passaggio fra gruppi e criteri di go/no-go, collegandosi alla roadmap strategica di sei mesi. Ancoraggi: First 90-Days Implementation Roadmap (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 x06841 classification "ND-644e92cc6a7dabfc" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La roadmap organizza preparazione, sperimentazione, passaggio fra gruppi e criteri di go/no-go, collegandosi alla roadmap strategica di sei mesi. Ancoraggi: First 90-Days Implementation Roadmap (L2) ND_ADDRESSES_TOPIC AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 x06842 mapping "ND-8a48a19d2467e98a" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 x06843 mapping "ND-e3aa0121ae0060f2" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 x06844 comparison "ND-5bcfa6f7021a5b3b" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON First 90-Days Implementation Roadmap (L2); Week 1: Security and Context Engineering (Before Tools) (L60); Week 2: Tool Selection and Installation (L105) AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x06845 comparison "ND-b14eb66906a95d0c" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON First 90-Days Implementation Roadmap (L2); Week 1: Security and Context Engineering (Before Tools) (L60); Week 2: Tool Selection and Installation (L105) AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06846 comparison "ND-c30bb2dad04d322a" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda P085: Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. ND_EDITORIAL_COMPARISON First 90-Days Implementation Roadmap (L2); Week 1: Security and Context Engineering (Before Tools) (L60); Week 2: Tool Selection and Installation (L105) AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 Frozen v6 node P085 summary/contribution and limitation Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06847 comparison "ND-b7bf97fc1b77eb3a" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda W023: Experienced maintainers were approximately 19% slower on familiar real-repository tasks using early-2025 tools. ND_EDITORIAL_COMPARISON First 90-Days Implementation Roadmap (L2) AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 Frozen v6 node W023 summary/contribution and limitation Small sample and older tool generation; not universal effect. NO x06848 comparison "ND-e25d1e56315e8243" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un pilot di novanta giorni deve partire da baseline e concludersi con una decisione motivata. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda O029: Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. ND_EDITORIAL_COMPARISON First 90-Days Implementation Roadmap (L2) AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 2 Frozen v6 node O029 summary/contribution and limitation The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. NO x06849 provenance "ND-67bac3b5000754e2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 12 x06850 provenance "ND-239cee7530361d2e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:adaptation. ch:adaptation ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/chapters_verbose/chapter10/12_roadmap.tex 21 x06851 provenance "V11-f5692e4c20885c222bcb5fb7" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06852 provenance "ND-cdfa3478d2de388c" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/appendices/appendix_a.tex 1 x06853 classification "ND-1030a951f03741e0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_PRIMARY_STREAM AI_SW_ENG/appendices/appendix_a.tex 7 x06854 classification "ND-479564dcc2290bb3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_a.tex 7 x06855 classification "ND-474b71d2ea3bf0c1" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_a.tex 7 x06856 classification "ND-a3dad97ba32e5da0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_a.tex 7 x06857 classification "ND-dc208503a5dd06bb" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_a.tex 7 x06858 classification "ND-41ccf9d138243fdd" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice raccoglie checklist, domande di revisione, segnali di dipendenza dall’AI, criteri di policy e riferimenti pratici. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_a.tex 7 x06859 classification "ND-5743b93ac5db2081" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice raccoglie checklist, domande di revisione, segnali di dipendenza dall’AI, criteri di policy e riferimenti pratici. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_a.tex 7 x06860 classification "ND-af8b2be89bb6a8e8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice raccoglie checklist, domande di revisione, segnali di dipendenza dall’AI, criteri di policy e riferimenti pratici. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_a.tex 7 x06861 classification "ND-1be59db8e9282408" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice raccoglie checklist, domande di revisione, segnali di dipendenza dall’AI, criteri di policy e riferimenti pratici. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_a.tex 7 x06862 classification "ND-91ff6fa9085660b7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice raccoglie checklist, domande di revisione, segnali di dipendenza dall’AI, criteri di policy e riferimenti pratici. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_a.tex 7 x06863 classification "ND-593a287bd3156856" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice raccoglie checklist, domande di revisione, segnali di dipendenza dall’AI, criteri di policy e riferimenti pratici. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_a.tex 7 x06864 classification "ND-b7882f894a0bd33d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice raccoglie checklist, domande di revisione, segnali di dipendenza dall’AI, criteri di policy e riferimenti pratici. Ancoraggi: The 70\% Problem --- Quick Reference (L7); Warning Signs Your Team Is Over-Relying on AI (L184); Resources for Learning AI-Assisted Development (L481); Quick Reference Summary (L897) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_a.tex 7 x06865 mapping "ND-db8b533de3a55d2d" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_a.tex 7 x06866 mapping "ND-19d9aff82e7a2553" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_a.tex 7 x06867 mapping "ND-e0b74f00690ad355" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_a.tex 7 x06868 comparison "ND-b0a377d35938a9ba" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON The 70\% Problem --- Quick Reference (L7); Sample AI Development Policy Checklist (L360); Quick Reference Summary (L897) AI_SW_ENG/appendices/appendix_a.tex 7 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x06869 comparison "ND-e9c5dbf07bba6a24" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON The 70\% Problem --- Quick Reference (L7); Sample AI Development Policy Checklist (L360); Quick Reference Summary (L897) AI_SW_ENG/appendices/appendix_a.tex 7 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06870 comparison "ND-9dfb3369efaaa460" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda P047: Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. ND_EDITORIAL_COMPARISON The 70\% Problem --- Quick Reference (L7); Sample AI Development Policy Checklist (L360); Quick Reference Summary (L897) AI_SW_ENG/appendices/appendix_a.tex 7 Frozen v6 node P047 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06871 comparison "ND-9e5dd8a91b1ebbe7" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda W065: Most agent PRs have no recorded human review, but same-repository human PRs also often lack review. ND_EDITORIAL_COMPARISON Code Review Standards (L388) AI_SW_ENG/appendices/appendix_a.tex 388 Frozen v6 node W065 summary/contribution and limitation Recorded GitHub review is not total review rigor; shared AIDev data. NO x06872 comparison "ND-57a0c77aed3994f2" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda O011: AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill. ND_EDITORIAL_COMPARISON Code Review Standards (L388) AI_SW_ENG/appendices/appendix_a.tex 388 Frozen v6 node O011 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06873 comparison "ND-0ea87c2f095e1c3e" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda W023: Experienced maintainers were approximately 19% slower on familiar real-repository tasks using early-2025 tools. ND_EDITORIAL_COMPARISON Metrics \& Measurement (L439); How to Measure AI Impact --- The Complete Framework (L742); Measure: (L768) AI_SW_ENG/appendices/appendix_a.tex 439 Frozen v6 node W023 summary/contribution and limitation Small sample and older tool generation; not universal effect. NO x06874 comparison "ND-dfdf01bcd6886701" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le schede rapide rendono utilizzabili criteri di controllo e misura durante il lavoro. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda O029: Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. ND_EDITORIAL_COMPARISON Metrics \& Measurement (L439); How to Measure AI Impact --- The Complete Framework (L742); Measure: (L768) AI_SW_ENG/appendices/appendix_a.tex 439 Frozen v6 node O029 summary/contribution and limitation The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. NO x06875 provenance "ND-36da986001f3c676" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:measuring. ch:measuring ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_a.tex 890 x06876 provenance "V11-46f4443d5050706f34ce9506" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06877 provenance "ND-a04b48293f6cd19b" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/appendices/appendix_b1.tex 1 x06878 classification "ND-c8de1c326e16c3f1" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le testimonianze degli esperti sono organizzate come principi professionali. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_PRIMARY_STREAM AI_SW_ENG/appendices/appendix_b1.tex 12 x06879 classification "ND-3294c240b132dc9c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le testimonianze degli esperti sono organizzate come principi professionali. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_b1.tex 12 x06880 classification "ND-21a57ece209c5950" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le testimonianze degli esperti sono organizzate come principi professionali. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_b1.tex 12 x06881 classification "ND-ae5c29bb06b27211" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le testimonianze degli esperti sono organizzate come principi professionali. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_b1.tex 12 x06882 classification "ND-30c3cc18fb662096" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le testimonianze degli esperti sono organizzate come principi professionali. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_b1.tex 12 x06883 classification "ND-305cc9d207d3253b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le testimonianze degli esperti sono organizzate come principi professionali. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_b1.tex 12 x06884 classification "ND-340bbb0fecffa3d2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file aggrega citazioni e lezioni su test, costo, qualità, contesto e trasformazione della professione. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_b1.tex 12 x06885 classification "ND-05afbb99e292e7fe" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file aggrega citazioni e lezioni su test, costo, qualità, contesto e trasformazione della professione. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_b1.tex 12 x06886 classification "ND-da314b65d2d42ffc" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file aggrega citazioni e lezioni su test, costo, qualità, contesto e trasformazione della professione. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_b1.tex 12 x06887 classification "ND-6e7a14b5d47b9d09" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file aggrega citazioni e lezioni su test, costo, qualità, contesto e trasformazione della professione. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_b1.tex 12 x06888 classification "ND-16a4b402420e3212" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file aggrega citazioni e lezioni su test, costo, qualità, contesto e trasformazione della professione. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_b1.tex 12 x06889 classification "ND-2b4cceee5ecbfd05" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file aggrega citazioni e lezioni su test, costo, qualità, contesto e trasformazione della professione. Ancoraggi: Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_b1.tex 12 x06890 mapping "ND-92f58fcf0c2656d4" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le testimonianze degli esperti sono organizzate come principi professionali. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_b1.tex 12 x06891 mapping "ND-8c5ca9559b989498" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le testimonianze degli esperti sono organizzate come principi professionali. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_b1.tex 12 x06892 mapping "ND-5177e052f841bb44" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le testimonianze degli esperti sono organizzate come principi professionali. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_b1.tex 12 x06893 comparison "ND-8f44a6187f07c9e0" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le testimonianze degli esperti sono organizzate come principi professionali. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON On Context Engineering (L279); Three Pillars of Context Engineering (L303) AI_SW_ENG/appendices/appendix_b1.tex 279 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x06894 comparison "ND-efdd33189ca45913" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le testimonianze degli esperti sono organizzate come principi professionali. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda O028: Fast conversational prototyping and accountable AI-assisted engineering are distinct development regimes. ND_EDITORIAL_COMPARISON On Context Engineering (L279); Three Pillars of Context Engineering (L303) AI_SW_ENG/appendices/appendix_b1.tex 279 Frozen v6 node O028 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06895 comparison "ND-7b07c5855a731dc8" NO foundations EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le testimonianze degli esperti sono organizzate come principi professionali. Confronto (foundations): Confrontare la ridefinizione del lavoro ingegneristico, senza dedurre che una visione o una roadmap dimostrino un miglioramento misurato. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON On Context Engineering (L279); Three Pillars of Context Engineering (L303) AI_SW_ENG/appendices/appendix_b1.tex 279 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06896 comparison "ND-e6d48629af4c26a2" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le testimonianze degli esperti sono organizzate come principi professionali. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda W118: Access to AI can reduce independent conceptual learning even without faster task completion. ND_EDITORIAL_COMPARISON Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) AI_SW_ENG/appendices/appendix_b1.tex 12 Frozen v6 node W118 summary/contribution and limitation Controlled learning quiz; not long-run professional performance. Immediate quiz only, not delayed retention. Source percentage normalization is unresolved; Figure 10.2 is qualitative. See Appendix B and ISSUE:V6:W118_NORMALIZATION. NO x06897 comparison "ND-26ab53022eee8f67" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le testimonianze degli esperti sono organizzate come principi professionali. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda O003: Developers must deliberately practice reasoning, debugging and code comprehension when agents perform most implementation work. ND_EDITORIAL_COMPARISON Expert Insights-Key Quotes \& Principles (L12); Synthesized Wisdom: Key Principles (L574); Closing Thought (L679) AI_SW_ENG/appendices/appendix_b1.tex 12 Frozen v6 node O003 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06898 comparison "ND-48d0223603c46c26" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le testimonianze degli esperti sono organizzate come principi professionali. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda W010: Agent advances raise commits substantially more than releases; delivery throughput has lower elasticity than coding throughput. ND_EDITORIAL_COMPARISON Measurement Drives Improvement (L619) AI_SW_ENG/appendices/appendix_b1.tex 619 Frozen v6 node W010 summary/contribution and limitation GitHub activity and matched designs do not establish business value. NO x06899 comparison "ND-cafa8e61582c6c41" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le testimonianze degli esperti sono organizzate come principi professionali. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda O029: Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. ND_EDITORIAL_COMPARISON Measurement Drives Improvement (L619) AI_SW_ENG/appendices/appendix_b1.tex 619 Frozen v6 node O029 summary/contribution and limitation The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. NO x06900 provenance "ND-68ab2c578218143c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:experience-divide. ch:experience-divide ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_b1.tex 675 x06901 provenance "V11-b448529b788a1887c00fdcbc" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06902 provenance "ND-283ee7a310d6ba6d" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/appendices/appendix_c_v4.tex 1 x06903 classification "ND-24bf96047270b9e5" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_PRIMARY_STREAM AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06904 classification "ND-c39e52383edd0db0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06905 classification "ND-cff62b70d98bbdd3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06906 classification "ND-03633caccae4b752" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06907 classification "ND-3dc5b03f1704f23f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06908 classification "ND-87974ebfaa7cb1d6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice contiene ruoli specializzati, schemi di payload, configurazioni MCP, subagent e soluzioni per sessioni isolate. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06909 classification "ND-9a6cd27ab6b5d76e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice contiene ruoli specializzati, schemi di payload, configurazioni MCP, subagent e soluzioni per sessioni isolate. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06910 classification "ND-426d63545d5628a9" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice contiene ruoli specializzati, schemi di payload, configurazioni MCP, subagent e soluzioni per sessioni isolate. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06911 classification "ND-561a6ec21c021c1d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice contiene ruoli specializzati, schemi di payload, configurazioni MCP, subagent e soluzioni per sessioni isolate. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06912 classification "ND-b0637c3485bbf131" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice contiene ruoli specializzati, schemi di payload, configurazioni MCP, subagent e soluzioni per sessioni isolate. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06913 classification "ND-a3cb31ffb0753153" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice contiene ruoli specializzati, schemi di payload, configurazioni MCP, subagent e soluzioni per sessioni isolate. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06914 classification "ND-fd9e7f920e17c302" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice contiene ruoli specializzati, schemi di payload, configurazioni MCP, subagent e soluzioni per sessioni isolate. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06915 classification "ND-3400dd7da463a870" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice contiene ruoli specializzati, schemi di payload, configurazioni MCP, subagent e soluzioni per sessioni isolate. Ancoraggi: Implementing custom AI Agents (L14); Enterprise Workflow Agent Profiles - Chapter ch:new-workflows (L371); Handoff Payload Schema Reference (L1058); Exercise Solutions (L1183) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06916 mapping "ND-4231ba73baae2e19" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06917 mapping "ND-31024dc95e6b5a6d" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06918 mapping "ND-56e5739dae0372a3" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06919 mapping "ND-07c59f040ccdeae6" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_c_v4.tex 14 x06920 comparison "ND-aefb105957462e3b" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON Complete Example: Planner Agent (L227); Chapter ch:tools-n-pratices , Section sec:multi-agent : Your First Multi-Agent Workflow (L1428) AI_SW_ENG/appendices/appendix_c_v4.tex 227 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x06921 comparison "ND-92e0da2e3da38949" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON Complete Example: Planner Agent (L227); Chapter ch:tools-n-pratices , Section sec:multi-agent : Your First Multi-Agent Workflow (L1428) AI_SW_ENG/appendices/appendix_c_v4.tex 227 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x06922 comparison "ND-d3305400572bb1c7" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda P070: Discusses concurrent coding-agent workflows through practitioner accounts, contrasting parallel task execution with the serial attention needed to review and land changes. ND_EDITORIAL_COMPARISON Complete Example: Planner Agent (L227); Chapter ch:tools-n-pratices , Section sec:multi-agent : Your First Multi-Agent Workflow (L1428) AI_SW_ENG/appendices/appendix_c_v4.tex 227 Frozen v6 node P070 summary/contribution and limitation Excerpt of Pulse #149; shares that issue, not the content of the separate interview-comparison article. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. The public account explicitly reuses the Sid Bidasaria conversation reported in P062. It is a different article, not independent interview evidence. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06923 comparison "ND-6f75e9ebc67c6b38" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda W157: Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. ND_EDITORIAL_COMPARISON Chapter ch:tools-n-pratices , Section sec:static-context : Create Your First Instruction File (L1189); Chapter ch:tools-n-pratices , Section sec:dynamic-context : Add MCP to Your Workflow (L1314); Chapter ch:tools-n-pratices , Section sec:context-flow : Multi-Step Feature Implementation (L1640) AI_SW_ENG/appendices/appendix_c_v4.tex 1189 Frozen v6 node W157 summary/contribution and limitation Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. NO x06924 comparison "ND-ef0ee1f022ecc4e1" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON Chapter ch:tools-n-pratices , Section sec:static-context : Create Your First Instruction File (L1189); Chapter ch:tools-n-pratices , Section sec:dynamic-context : Add MCP to Your Workflow (L1314); Chapter ch:tools-n-pratices , Section sec:context-flow : Multi-Step Feature Implementation (L1640) AI_SW_ENG/appendices/appendix_c_v4.tex 1189 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06925 comparison "ND-6e2ccce35e0a4732" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Testing and Iteration (L356); Test Explorer Agent (L717); Test Engineer Agent (L820) AI_SW_ENG/appendices/appendix_c_v4.tex 356 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x06926 comparison "ND-41a75fd0845f4cb7" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le soluzioni operative traducono i workflow in profili di agenti, handoff ed esercizi. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Testing and Iteration (L356); Test Explorer Agent (L717); Test Engineer Agent (L820) AI_SW_ENG/appendices/appendix_c_v4.tex 356 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06927 provenance "ND-1d7baa01ea4c2176" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 6 x06928 provenance "ND-3e156282c518398b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 21 x06929 provenance "ND-7ed68d0521a448fb" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 371 x06930 provenance "ND-17a2e6dbe044cf27" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:new-workflows. ch:new-workflows ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 374 x06931 provenance "ND-6319fbb993d3e5f7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 6 x06932 provenance "ND-fd52f70fad3b63ab" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 1186 x06933 provenance "ND-dae6afdcaf5d5518" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 1189 x06934 provenance "ND-6cf7d7276b4d2026" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 1314 x06935 provenance "ND-627a4c6b16de60b5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 1428 x06936 provenance "ND-7f2705e1892c49ed" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:tools-n-pratices. ch:tools-n-pratices ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 1640 x06937 provenance "ND-bd83a1b648298933" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:static-context. sec:static-context ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 1189 x06938 provenance "ND-34e19f4f4e545d0a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:dynamic-context. sec:dynamic-context ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 1314 x06939 provenance "ND-f32eef1dc569bdab" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:multi-agent. sec:multi-agent ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 1428 x06940 provenance "ND-e71ed40ad83d005b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:context-flow. sec:context-flow ND_EXPLICIT_CROSS_REFERENCE AI_SW_ENG/appendices/appendix_c_v4.tex 1640 x06941 provenance "V11-a3f30dc6d41c35329d962a82" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06942 provenance "ND-0dde0872abc24658" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SW_ENG/appendices/appendix_eu.tex 1 x06943 classification "ND-7fd191e053d9989c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Ancoraggi: Introduction: A Different Calculus (L7); The Regulatory Landscape: Three Critical Frameworks (L53); Operational Sovereignty Assessment (L356); Conclusion: A European Path (L422) ND_PRIMARY_STREAM AI_SW_ENG/appendices/appendix_eu.tex 7 x06944 classification "ND-bba5b0e7fd0ff68d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Ancoraggi: Introduction: A Different Calculus (L7); The Regulatory Landscape: Three Critical Frameworks (L53); Operational Sovereignty Assessment (L356); Conclusion: A European Path (L422) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_eu.tex 7 x06945 classification "ND-b398eb2292f91d35" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Ancoraggi: Introduction: A Different Calculus (L7); The Regulatory Landscape: Three Critical Frameworks (L53); Operational Sovereignty Assessment (L356); Conclusion: A European Path (L422) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_eu.tex 7 x06946 classification "ND-61a58e38ed457da8" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Ancoraggi: Introduction: A Different Calculus (L7); The Regulatory Landscape: Three Critical Frameworks (L53); Operational Sovereignty Assessment (L356); Conclusion: A European Path (L422) ND_SECONDARY_STREAM AI_SW_ENG/appendices/appendix_eu.tex 7 x06947 classification "ND-5ef8d013849d9619" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice tratta quadro regolatorio, rischio delle dipendenze, dati, architetture ibride e AI-BOM come esigenze connesse alla pratica ingegneristica. Ancoraggi: Introduction: A Different Calculus (L7); The Regulatory Landscape: Three Critical Frameworks (L53); Operational Sovereignty Assessment (L356); Conclusion: A European Path (L422) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_eu.tex 7 x06948 classification "ND-51cf235ac22bdc6f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice tratta quadro regolatorio, rischio delle dipendenze, dati, architetture ibride e AI-BOM come esigenze connesse alla pratica ingegneristica. Ancoraggi: Introduction: A Different Calculus (L7); The Regulatory Landscape: Three Critical Frameworks (L53); Operational Sovereignty Assessment (L356); Conclusion: A European Path (L422) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_eu.tex 7 x06949 classification "ND-04275bd9109a5076" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice tratta quadro regolatorio, rischio delle dipendenze, dati, architetture ibride e AI-BOM come esigenze connesse alla pratica ingegneristica. Ancoraggi: Introduction: A Different Calculus (L7); The Regulatory Landscape: Three Critical Frameworks (L53); Operational Sovereignty Assessment (L356); Conclusion: A European Path (L422) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_eu.tex 7 x06950 classification "ND-a87ab70c63ea983c" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice tratta quadro regolatorio, rischio delle dipendenze, dati, architetture ibride e AI-BOM come esigenze connesse alla pratica ingegneristica. Ancoraggi: Introduction: A Different Calculus (L7); The Regulatory Landscape: Three Critical Frameworks (L53); Operational Sovereignty Assessment (L356); Conclusion: A European Path (L422) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_eu.tex 7 x06951 classification "ND-85da4efce71badd7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice tratta quadro regolatorio, rischio delle dipendenze, dati, architetture ibride e AI-BOM come esigenze connesse alla pratica ingegneristica. Ancoraggi: Introduction: A Different Calculus (L7); The Regulatory Landscape: Three Critical Frameworks (L53); Operational Sovereignty Assessment (L356); Conclusion: A European Path (L422) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_eu.tex 7 x06952 classification "ND-e8c3ffb161a46dfe" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice tratta quadro regolatorio, rischio delle dipendenze, dati, architetture ibride e AI-BOM come esigenze connesse alla pratica ingegneristica. Ancoraggi: Introduction: A Different Calculus (L7); The Regulatory Landscape: Three Critical Frameworks (L53); Operational Sovereignty Assessment (L356); Conclusion: A European Path (L422) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_eu.tex 7 x06953 classification "ND-edae9a5cc28093cf" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice tratta quadro regolatorio, rischio delle dipendenze, dati, architetture ibride e AI-BOM come esigenze connesse alla pratica ingegneristica. Ancoraggi: Introduction: A Different Calculus (L7); The Regulatory Landscape: Three Critical Frameworks (L53); Operational Sovereignty Assessment (L356); Conclusion: A European Path (L422) ND_ADDRESSES_TOPIC AI_SW_ENG/appendices/appendix_eu.tex 7 x06954 mapping "ND-e68793ae65d89f14" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_eu.tex 7 x06955 mapping "ND-cb502e53b8059f66" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_eu.tex 7 x06956 mapping "ND-20bd2afbfb38ca41" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SW_ENG/appendices/appendix_eu.tex 7 x06957 comparison "ND-068da9e6cabbba5e" NO law EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Confronto (law): Usare il confronto soltanto per governance, provenienza e scelta infrastrutturale; nessuna di queste associazioni convalida affermazioni giuridiche del volume. Scheda W053: Exposed execution grants, versionless MCP servers, and overbroad skill approvals make harness configuration an attack surface. ND_EDITORIAL_COMPARISON The Regulatory Landscape: Three Critical Frameworks (L53); The EU Copyright Directive's TDM Exceptions (L150); Adaptation Strategies for EU Companies (L245) AI_SW_ENG/appendices/appendix_eu.tex 53 Frozen v6 node W053 summary/contribution and limitation Static configuration exposure does not prove exploitation. NO x06958 comparison "ND-df34ce0c4d6c4488" NO law EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Confronto (law): Usare il confronto soltanto per governance, provenienza e scelta infrastrutturale; nessuna di queste associazioni convalida affermazioni giuridiche del volume. Scheda O014: Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. ND_EDITORIAL_COMPARISON The Regulatory Landscape: Three Critical Frameworks (L53); The EU Copyright Directive's TDM Exceptions (L150); Adaptation Strategies for EU Companies (L245) AI_SW_ENG/appendices/appendix_eu.tex 53 Frozen v6 node O014 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x06959 comparison "ND-3cbcb29e01602d7e" NO law EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Confronto (law): Usare il confronto soltanto per governance, provenienza e scelta infrastrutturale; nessuna di queste associazioni convalida affermazioni giuridiche del volume. Scheda P098: Orosz introduces authorized excerpts by Martin Kleppmann and Chris Riccomini on cloud versus self-hosting and engineers’ ethical responsibilities. ND_EDITORIAL_COMPARISON The Regulatory Landscape: Three Critical Frameworks (L53); The EU Copyright Directive's TDM Exceptions (L150); Adaptation Strategies for EU Companies (L245) AI_SW_ENG/appendices/appendix_eu.tex 53 Frozen v6 node P098 summary/contribution and limitation Displayed byline: Gergely Orosz. Excerpt authors: Martin Kleppmann and Chris Riccomini. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x06960 comparison "ND-c67e7801e70a2e60" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda W060: Workspace and retrieved-content injections can induce agents to execute unwanted commands. ND_EDITORIAL_COMPARISON Operational Risks: Security and Data Sovereignty (L181) AI_SW_ENG/appendices/appendix_eu.tex 181 Frozen v6 node W060 summary/contribution and limitation Attack configurations are adversarial, not real-world incidence rates. NO x06961 comparison "ND-46a013962bbd12ab" NO local EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’adozione europea combina responsabilità, provenienza e scelte di sovranità operativa. Confronto (local): Confrontare infrastruttura locale e costo per esito verificato. Inferenza locale, privacy, assenza di rete e convenienza economica richiedono controlli distinti. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON Introduction: A Different Calculus (L7); Adaptation Strategies for EU Companies (L245); Conclusion: A European Path (L422) AI_SW_ENG/appendices/appendix_eu.tex 7 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x06962 provenance "V11-2c0a5bd6af76deda5f039435" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06963 provenance "ND-2672781bb97d88f2" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG/main.tex 1 x06964 classification "ND-d3e12765a91b01f8" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La postfazione riconduce SDD alla trasformazione più ampia dell’ingegneria. Ancoraggi: Afterword: The Bigger Picture (L176) ND_PRIMARY_STREAM AI_SDD_ENG/main.tex 176 x06965 classification "ND-cd3bc2ed83b88933" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La postfazione riconduce SDD alla trasformazione più ampia dell’ingegneria. Ancoraggi: Afterword: The Bigger Picture (L176) ND_SECONDARY_STREAM AI_SDD_ENG/main.tex 176 x06966 classification "ND-c8551f2e15d9a6fc" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La postfazione riconduce SDD alla trasformazione più ampia dell’ingegneria. Ancoraggi: Afterword: The Bigger Picture (L176) ND_SECONDARY_STREAM AI_SDD_ENG/main.tex 176 x06967 classification "ND-8bc0ed4cec3ac0df" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main include introduzioni alle parti e una chiusura concettuale, oltre ai rimandi al volume precedente. La scheda riguarda questa prosa autonoma, non la duplicazione dei capitoli inclusi. Ancoraggi: Afterword: The Bigger Picture (L176) ND_ADDRESSES_TOPIC AI_SDD_ENG/main.tex 176 x06968 classification "ND-24606524d1a40106" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main include introduzioni alle parti e una chiusura concettuale, oltre ai rimandi al volume precedente. La scheda riguarda questa prosa autonoma, non la duplicazione dei capitoli inclusi. Ancoraggi: Afterword: The Bigger Picture (L176) ND_ADDRESSES_TOPIC AI_SDD_ENG/main.tex 176 x06969 classification "ND-0103665d3a445861" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main include introduzioni alle parti e una chiusura concettuale, oltre ai rimandi al volume precedente. La scheda riguarda questa prosa autonoma, non la duplicazione dei capitoli inclusi. Ancoraggi: Afterword: The Bigger Picture (L176) ND_ADDRESSES_TOPIC AI_SDD_ENG/main.tex 176 x06970 classification "ND-233d744d683cc707" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main include introduzioni alle parti e una chiusura concettuale, oltre ai rimandi al volume precedente. La scheda riguarda questa prosa autonoma, non la duplicazione dei capitoli inclusi. Ancoraggi: Afterword: The Bigger Picture (L176) ND_ADDRESSES_TOPIC AI_SDD_ENG/main.tex 176 x06971 mapping "ND-c096d0ff13982f65" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La postfazione riconduce SDD alla trasformazione più ampia dell’ingegneria. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/main.tex 176 x06972 mapping "ND-b5df1c01759e8516" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La postfazione riconduce SDD alla trasformazione più ampia dell’ingegneria. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/main.tex 176 x06973 provenance "ND-4d01fee8856143f3" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG/main.tex 24 x06974 provenance "ND-73e8a0c5d6bd9fd8" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG/main.tex 63 x06975 provenance "ND-9890cbb6f9a81246" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/main.tex 46 x06976 provenance "ND-5e0a10bfdc262fe3" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG/main.tex 64 x06977 provenance "ND-c219d870d5bdbe0c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/main.tex 49 x06978 provenance "ND-6a3697f2664da4a8" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG/main.tex 98 x06979 provenance "ND-3ef364a07c72247a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:toolkit. ch:toolkit ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/main.tex 81 x06980 provenance "ND-2783a0387d93294b" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG/main.tex 99 x06981 provenance "ND-d24461fa0ae5f3c6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:integration. ch:integration ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/main.tex 84 x06982 provenance "ND-2ac2bf80a1d0ab32" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG/main.tex 133 x06983 provenance "ND-54dbb0dab9a3ee30" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/main.tex 116 x06984 provenance "ND-9b573a75346ed5d6" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG/main.tex 134 x06985 provenance "ND-d2699c8fb8612984" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:limitations. ch:limitations ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/main.tex 119 x06986 provenance "ND-31fe3595d70935d9" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG/main.tex 164 x06987 provenance "ND-5e65495fd793eed9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:templates. app:templates ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/main.tex 147 x06988 provenance "ND-dee61718cac0e15f" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG/main.tex 165 x06989 provenance "ND-d72749342549f55f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:examples. app:examples ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/main.tex 150 x06990 provenance "ND-ce779ea78e209287" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG/main.tex 166 x06991 provenance "ND-497055260b9643b8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:playbooks. app:playbooks ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/main.tex 153 x06992 provenance "V11-d6bd158b91be1e35be82c667" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x06993 provenance "ND-4d9290d2b8213db2" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG/frontmatter.tex 1 x06994 classification "ND-9ade52676132540a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La prefazione definisce pubblico, motivazione e rapporto con il volume fondativo. Ancoraggi: Preface (L96); Before You Begin (L144); Reading Paths by Role (L206); The Experts Who Shaped This Book (L257) ND_PRIMARY_STREAM AI_SDD_ENG/frontmatter.tex 96 x06995 classification "ND-742817bd280bb3e3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La prefazione definisce pubblico, motivazione e rapporto con il volume fondativo. Ancoraggi: Preface (L96); Before You Begin (L144); Reading Paths by Role (L206); The Experts Who Shaped This Book (L257) ND_SECONDARY_STREAM AI_SDD_ENG/frontmatter.tex 96 x06996 classification "ND-f221c104703f9778" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La prefazione definisce pubblico, motivazione e rapporto con il volume fondativo. Ancoraggi: Preface (L96); Before You Begin (L144); Reading Paths by Role (L206); The Experts Who Shaped This Book (L257) ND_SECONDARY_STREAM AI_SDD_ENG/frontmatter.tex 96 x06997 classification "ND-7df15cb6a94b1dc2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La prefazione definisce pubblico, motivazione e rapporto con il volume fondativo. Ancoraggi: Preface (L96); Before You Begin (L144); Reading Paths by Role (L206); The Experts Who Shaped This Book (L257) ND_SECONDARY_STREAM AI_SDD_ENG/frontmatter.tex 96 x06998 classification "ND-1d1d95822a4b56d3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file presenta SDD come modo di rendere esplicito l’intento prima della generazione e chiarisce il percorso di lettura. Ancoraggi: Preface (L96); Before You Begin (L144); Reading Paths by Role (L206); The Experts Who Shaped This Book (L257) ND_ADDRESSES_TOPIC AI_SDD_ENG/frontmatter.tex 96 x06999 classification "ND-0e7469e0c819935d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file presenta SDD come modo di rendere esplicito l’intento prima della generazione e chiarisce il percorso di lettura. Ancoraggi: Preface (L96); Before You Begin (L144); Reading Paths by Role (L206); The Experts Who Shaped This Book (L257) ND_ADDRESSES_TOPIC AI_SDD_ENG/frontmatter.tex 96 x07000 classification "ND-916c4987a371a9d3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file presenta SDD come modo di rendere esplicito l’intento prima della generazione e chiarisce il percorso di lettura. Ancoraggi: Preface (L96); Before You Begin (L144); Reading Paths by Role (L206); The Experts Who Shaped This Book (L257) ND_ADDRESSES_TOPIC AI_SDD_ENG/frontmatter.tex 96 x07001 classification "ND-ef0c1470b7b04245" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file presenta SDD come modo di rendere esplicito l’intento prima della generazione e chiarisce il percorso di lettura. Ancoraggi: Preface (L96); Before You Begin (L144); Reading Paths by Role (L206); The Experts Who Shaped This Book (L257) ND_ADDRESSES_TOPIC AI_SDD_ENG/frontmatter.tex 96 x07002 mapping "ND-daa61a1126971c96" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La prefazione definisce pubblico, motivazione e rapporto con il volume fondativo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/frontmatter.tex 96 x07003 mapping "ND-8aec7c79e790c84a" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La prefazione definisce pubblico, motivazione e rapporto con il volume fondativo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/frontmatter.tex 96 x07004 provenance "ND-9d3d6a0ae64e98dc" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/frontmatter.tex 265 x07005 provenance "ND-0f94377223f137fd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:toolkit. ch:toolkit ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/frontmatter.tex 271 x07006 provenance "V11-f837d135538133206eaddc86" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07007 provenance "ND-ddcbc676a2ffaabb" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG/chapters/chapter01_shift.tex 1 x07008 classification "ND-ff5cd4a8df09643d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’intento diventa la fonte di riferimento del processo, con confini di autorità espliciti. Ancoraggi: From Code-First to Intent-First (L15); Vibe Coding vs.\ Spec-Driven Development (L85); Five Principles That Actually Work (L142); The Three-Tier Boundary System (L260) ND_PRIMARY_STREAM AI_SDD_ENG/chapters/chapter01_shift.tex 15 x07009 classification "ND-9e36c109da4635a6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’intento diventa la fonte di riferimento del processo, con confini di autorità espliciti. Ancoraggi: From Code-First to Intent-First (L15); Vibe Coding vs.\ Spec-Driven Development (L85); Five Principles That Actually Work (L142); The Three-Tier Boundary System (L260) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter01_shift.tex 15 x07010 classification "ND-39edbc7e468b0221" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo oppone code-first e intent-first, formula cinque principi e introduce il sistema di confini a tre livelli. Ancoraggi: From Code-First to Intent-First (L15); Vibe Coding vs.\ Spec-Driven Development (L85); Five Principles That Actually Work (L142); The Three-Tier Boundary System (L260) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter01_shift.tex 15 x07011 classification "ND-9bb7627849b89522" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo oppone code-first e intent-first, formula cinque principi e introduce il sistema di confini a tre livelli. Ancoraggi: From Code-First to Intent-First (L15); Vibe Coding vs.\ Spec-Driven Development (L85); Five Principles That Actually Work (L142); The Three-Tier Boundary System (L260) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter01_shift.tex 15 x07012 classification "ND-b0bd619d16cbd637" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo oppone code-first e intent-first, formula cinque principi e introduce il sistema di confini a tre livelli. Ancoraggi: From Code-First to Intent-First (L15); Vibe Coding vs.\ Spec-Driven Development (L85); Five Principles That Actually Work (L142); The Three-Tier Boundary System (L260) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter01_shift.tex 15 x07013 mapping "ND-981d7271fc5e0988" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’intento diventa la fonte di riferimento del processo, con confini di autorità espliciti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter01_shift.tex 15 x07014 mapping "ND-ca58fddb3d489dcc" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’intento diventa la fonte di riferimento del processo, con confini di autorità espliciti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter01_shift.tex 15 x07015 comparison "ND-d39ab5a554d64088" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’intento diventa la fonte di riferimento del processo, con confini di autorità espliciti. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON From Code-First to Intent-First (L15); Vibe Coding vs.\ Spec-Driven Development (L85); The Spec-Driven Alternative (L112) AI_SDD_ENG/chapters/chapter01_shift.tex 15 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07016 comparison "ND-6a5797f2e1d6397c" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’intento diventa la fonte di riferimento del processo, con confini di autorità espliciti. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON From Code-First to Intent-First (L15); Vibe Coding vs.\ Spec-Driven Development (L85); The Spec-Driven Alternative (L112) AI_SDD_ENG/chapters/chapter01_shift.tex 15 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07017 comparison "ND-e9b2e48e5d717628" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’intento diventa la fonte di riferimento del processo, con confini di autorità espliciti. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON From Code-First to Intent-First (L15); Vibe Coding vs.\ Spec-Driven Development (L85); The Spec-Driven Alternative (L112) AI_SDD_ENG/chapters/chapter01_shift.tex 15 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07018 comparison "ND-0e718466cdb637c0" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’intento diventa la fonte di riferimento del processo, con confini di autorità espliciti. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON From Code-First to Intent-First (L15); Five Principles That Actually Work (L142); The Three-Tier Boundary System (L260) AI_SDD_ENG/chapters/chapter01_shift.tex 15 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x07019 comparison "ND-7eebaee0a15e5163" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’intento diventa la fonte di riferimento del processo, con confini di autorità espliciti. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON From Code-First to Intent-First (L15); Five Principles That Actually Work (L142); The Three-Tier Boundary System (L260) AI_SDD_ENG/chapters/chapter01_shift.tex 15 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07020 provenance "ND-2e2c57c32e9c3c93" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/chapters/chapter01_shift.tex 139 x07021 provenance "ND-f6d53e871cbf6a0c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:toolkit. ch:toolkit ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/chapters/chapter01_shift.tex 139 x07022 provenance "V11-cddae605686dbdac26a1b37e" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07023 provenance "ND-ebe0a1e3422bd27e" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG/chapters/chapter02_process.tex 1 x07024 classification "ND-dedee67c7d48fbe9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Ancoraggi: Four Phases, Four Gates (L20); Model Selection Strategy (L241); The Clarification Phase (L361); Quality Checklists: Unit Tests for English (L467) ND_PRIMARY_STREAM AI_SDD_ENG/chapters/chapter02_process.tex 20 x07025 classification "ND-a67fbebd2fceef98" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Ancoraggi: Four Phases, Four Gates (L20); Model Selection Strategy (L241); The Clarification Phase (L361); Quality Checklists: Unit Tests for English (L467) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter02_process.tex 20 x07026 classification "ND-25309f6f6419974e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Ancoraggi: Four Phases, Four Gates (L20); Model Selection Strategy (L241); The Clarification Phase (L361); Quality Checklists: Unit Tests for English (L467) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter02_process.tex 20 x07027 classification "ND-a5a5c1fc453304b0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Ancoraggi: Four Phases, Four Gates (L20); Model Selection Strategy (L241); The Clarification Phase (L361); Quality Checklists: Unit Tests for English (L467) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter02_process.tex 20 x07028 classification "ND-4584a0b78d6f037f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costituzione, chiarimenti, selezione del modello, analisi di consistenza e checklist rendono esplicite le condizioni di avanzamento. Ancoraggi: Four Phases, Four Gates (L20); Model Selection Strategy (L241); The Clarification Phase (L361); Quality Checklists: Unit Tests for English (L467) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter02_process.tex 20 x07029 classification "ND-0c85042279e376c2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costituzione, chiarimenti, selezione del modello, analisi di consistenza e checklist rendono esplicite le condizioni di avanzamento. Ancoraggi: Four Phases, Four Gates (L20); Model Selection Strategy (L241); The Clarification Phase (L361); Quality Checklists: Unit Tests for English (L467) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter02_process.tex 20 x07030 classification "ND-97334f7842345c6d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costituzione, chiarimenti, selezione del modello, analisi di consistenza e checklist rendono esplicite le condizioni di avanzamento. Ancoraggi: Four Phases, Four Gates (L20); Model Selection Strategy (L241); The Clarification Phase (L361); Quality Checklists: Unit Tests for English (L467) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter02_process.tex 20 x07031 classification "ND-22bc58d8270eb913" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costituzione, chiarimenti, selezione del modello, analisi di consistenza e checklist rendono esplicite le condizioni di avanzamento. Ancoraggi: Four Phases, Four Gates (L20); Model Selection Strategy (L241); The Clarification Phase (L361); Quality Checklists: Unit Tests for English (L467) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter02_process.tex 20 x07032 mapping "ND-df329bd5c2f973c2" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter02_process.tex 20 x07033 mapping "ND-2de9055466176089" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter02_process.tex 20 x07034 comparison "ND-03165fd27e266e27" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Four Phases, Four Gates (L20); Phase 1: Specify (The “What” and “Why”) (L68); Phase 2: Plan (The “How”) (L95) AI_SDD_ENG/chapters/chapter02_process.tex 20 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07035 comparison "ND-368a44c791d95075" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Four Phases, Four Gates (L20); Phase 1: Specify (The “What” and “Why”) (L68); Phase 2: Plan (The “How”) (L95) AI_SDD_ENG/chapters/chapter02_process.tex 20 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07036 comparison "ND-852f2019c0217688" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Four Phases, Four Gates (L20); Phase 1: Specify (The “What” and “Why”) (L68); Phase 2: Plan (The “How”) (L95) AI_SDD_ENG/chapters/chapter02_process.tex 20 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07037 comparison "ND-7a7d21469718a340" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Phase 1: Specify (The “What” and “Why”) (L68); The Clarification Phase (L361); The Problem Clarification Solves (L365) AI_SDD_ENG/chapters/chapter02_process.tex 68 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07038 comparison "ND-3e18b7738b053520" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Quality Checklists: Unit Tests for English (L467) AI_SDD_ENG/chapters/chapter02_process.tex 467 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x07039 comparison "ND-a753feffbd3c66c0" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro fasi e quattro gate organizzano il passaggio dall’intento all’implementazione. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Quality Checklists: Unit Tests for English (L467) AI_SDD_ENG/chapters/chapter02_process.tex 467 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07040 provenance "ND-ce683d45929a9355" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/chapters/chapter02_process.tex 11 x07041 provenance "ND-98b9957d556ff183" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il workflow AI-assisted viene reso disciplinato da artefatti di intenzione e criteri espliciti. Ancoraggi sorgente: Four Phases, Four Gates (L20); Model Selection Strategy (L241); The Clarification Phase (L361); Quality Checklists: Unit Tests for English (L467). Destinazione: Workflow: Plan Before You Prompt (L17); Workflow: Keeping the Runtime in the Loop (L215); Workflow: Understanding Legacy Systems (L549); The Orchestration Mindset (L920) ND_OPERATIONALIZES AI_SDD_ENG/chapters/chapter02_process.tex 20 x07042 provenance "V11-cc04ec4c1ab7bf62531811de" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07043 provenance "ND-1403ee4b18d95a58" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG/chapters/chapter03_toolkit.tex 1 x07044 classification "ND-f0b1326fa86c8a13" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Spec Kit rende operativo il processo mediante comandi e artefatti. Ancoraggi: Introducing Spec Kit (L20); Installation and Setup (L80); The Artifact Structure (L301); Quick Walkthrough (L566) ND_PRIMARY_STREAM AI_SDD_ENG/chapters/chapter03_toolkit.tex 20 x07045 classification "ND-16c3af8b75b926c0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Spec Kit rende operativo il processo mediante comandi e artefatti. Ancoraggi: Introducing Spec Kit (L20); Installation and Setup (L80); The Artifact Structure (L301); Quick Walkthrough (L566) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter03_toolkit.tex 20 x07046 classification "ND-f0bee914a7d28a5a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Spec Kit rende operativo il processo mediante comandi e artefatti. Ancoraggi: Introducing Spec Kit (L20); Installation and Setup (L80); The Artifact Structure (L301); Quick Walkthrough (L566) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter03_toolkit.tex 20 x07047 classification "ND-4d722c81a2b8b124" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo introduce installazione, workflow, struttura dei file e un walkthrough, traducendo principi generali in una toolchain concreta. Ancoraggi: Introducing Spec Kit (L20); Installation and Setup (L80); The Artifact Structure (L301); Quick Walkthrough (L566) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter03_toolkit.tex 20 x07048 classification "ND-d8b83e2e50acdf11" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo introduce installazione, workflow, struttura dei file e un walkthrough, traducendo principi generali in una toolchain concreta. Ancoraggi: Introducing Spec Kit (L20); Installation and Setup (L80); The Artifact Structure (L301); Quick Walkthrough (L566) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter03_toolkit.tex 20 x07049 classification "ND-ea1a9a563e6cfeda" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo introduce installazione, workflow, struttura dei file e un walkthrough, traducendo principi generali in una toolchain concreta. Ancoraggi: Introducing Spec Kit (L20); Installation and Setup (L80); The Artifact Structure (L301); Quick Walkthrough (L566) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter03_toolkit.tex 20 x07050 mapping "ND-875f42ef048b612d" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Spec Kit rende operativo il processo mediante comandi e artefatti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter03_toolkit.tex 20 x07051 mapping "ND-e862e081a6e3f5bf" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Spec Kit rende operativo il processo mediante comandi e artefatti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter03_toolkit.tex 20 x07052 comparison "ND-da63cbcd886e2858" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Spec Kit rende operativo il processo mediante comandi e artefatti. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON The Command Workflow (L140); Branch-Per-Feature Workflow (L456) AI_SDD_ENG/chapters/chapter03_toolkit.tex 140 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x07053 comparison "ND-edb4ec0bf7e635bb" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Spec Kit rende operativo il processo mediante comandi e artefatti. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON The Command Workflow (L140); Branch-Per-Feature Workflow (L456) AI_SDD_ENG/chapters/chapter03_toolkit.tex 140 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07054 comparison "ND-c7d48088580567f8" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Spec Kit rende operativo il processo mediante comandi e artefatti. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda P047: Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. ND_EDITORIAL_COMPARISON The Command Workflow (L140); Branch-Per-Feature Workflow (L456) AI_SDD_ENG/chapters/chapter03_toolkit.tex 140 Frozen v6 node P047 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07055 comparison "ND-5dd93f14028f1c89" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Spec Kit rende operativo il processo mediante comandi e artefatti. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Introducing Spec Kit (L20); /speckit.constitution (L205); /speckit.specify (L220) AI_SDD_ENG/chapters/chapter03_toolkit.tex 20 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07056 comparison "ND-0079557bd69af932" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Spec Kit rende operativo il processo mediante comandi e artefatti. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Introducing Spec Kit (L20); /speckit.constitution (L205); /speckit.specify (L220) AI_SDD_ENG/chapters/chapter03_toolkit.tex 20 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07057 provenance "ND-2cf773995c1665b7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:examples. app:examples ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/chapters/chapter03_toolkit.tex 639 x07058 provenance "ND-59fec3f8911a4ff9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:examples. app:examples ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/chapters/chapter03_toolkit.tex 651 x07059 provenance "V11-993377a9ed1fe5b55be464de" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07060 provenance "ND-17e0af3d38852c28" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG/chapters/chapter04_integration.tex 1 x07061 classification "ND-99d218b4c3502df0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Ancoraggi: Mapping to Chapter 4 Workflows (L20); Mapping to Chapter 10 Tooling (L96); SDD in Multi-Role Teams (L471); Use Case Playbooks (L1221) ND_PRIMARY_STREAM AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07062 classification "ND-eaf280c9e4873ed3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Ancoraggi: Mapping to Chapter 4 Workflows (L20); Mapping to Chapter 10 Tooling (L96); SDD in Multi-Role Teams (L471); Use Case Playbooks (L1221) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07063 classification "ND-dcbef401c00763ad" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Ancoraggi: Mapping to Chapter 4 Workflows (L20); Mapping to Chapter 10 Tooling (L96); SDD in Multi-Role Teams (L471); Use Case Playbooks (L1221) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07064 classification "ND-31c60d374d8dbaad" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Ancoraggi: Mapping to Chapter 4 Workflows (L20); Mapping to Chapter 10 Tooling (L96); SDD in Multi-Role Teams (L471); Use Case Playbooks (L1221) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07065 classification "ND-b3889318ab5d6363" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le mappature verso i capitoli del primo volume e i playbook collegano specifiche, tooling e collaborazione in contesti enterprise e brownfield. Ancoraggi: Mapping to Chapter 4 Workflows (L20); Mapping to Chapter 10 Tooling (L96); SDD in Multi-Role Teams (L471); Use Case Playbooks (L1221) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07066 classification "ND-fcc8a0fb1ca657b5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le mappature verso i capitoli del primo volume e i playbook collegano specifiche, tooling e collaborazione in contesti enterprise e brownfield. Ancoraggi: Mapping to Chapter 4 Workflows (L20); Mapping to Chapter 10 Tooling (L96); SDD in Multi-Role Teams (L471); Use Case Playbooks (L1221) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07067 classification "ND-6834560fc7bd0d0f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le mappature verso i capitoli del primo volume e i playbook collegano specifiche, tooling e collaborazione in contesti enterprise e brownfield. Ancoraggi: Mapping to Chapter 4 Workflows (L20); Mapping to Chapter 10 Tooling (L96); SDD in Multi-Role Teams (L471); Use Case Playbooks (L1221) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07068 classification "ND-d57debd998db351b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le mappature verso i capitoli del primo volume e i playbook collegano specifiche, tooling e collaborazione in contesti enterprise e brownfield. Ancoraggi: Mapping to Chapter 4 Workflows (L20); Mapping to Chapter 10 Tooling (L96); SDD in Multi-Role Teams (L471); Use Case Playbooks (L1221) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07069 classification "ND-1f8d57e9458df95a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le mappature verso i capitoli del primo volume e i playbook collegano specifiche, tooling e collaborazione in contesti enterprise e brownfield. Ancoraggi: Mapping to Chapter 4 Workflows (L20); Mapping to Chapter 10 Tooling (L96); SDD in Multi-Role Teams (L471); Use Case Playbooks (L1221) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07070 classification "ND-e5fb1a58608e7c78" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le mappature verso i capitoli del primo volume e i playbook collegano specifiche, tooling e collaborazione in contesti enterprise e brownfield. Ancoraggi: Mapping to Chapter 4 Workflows (L20); Mapping to Chapter 10 Tooling (L96); SDD in Multi-Role Teams (L471); Use Case Playbooks (L1221) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07071 mapping "ND-3c4848c970e72cc1" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07072 mapping "ND-034e798f67821f2a" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter04_integration.tex 20 x07073 comparison "ND-e6035540673d07e9" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Phase Details (L231); Role-Phased Specification Ownership (L496) AI_SDD_ENG/chapters/chapter04_integration.tex 231 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07074 comparison "ND-87607f8fc2311c16" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Phase Details (L231); Role-Phased Specification Ownership (L496) AI_SDD_ENG/chapters/chapter04_integration.tex 231 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07075 comparison "ND-a727da392daee1af" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Phase Details (L231); Role-Phased Specification Ownership (L496) AI_SDD_ENG/chapters/chapter04_integration.tex 231 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07076 comparison "ND-4183e85f75afeec8" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON Multi-Agent Considerations (L145) AI_SDD_ENG/chapters/chapter04_integration.tex 145 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x07077 comparison "ND-62decc92b4a34e6e" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON Multi-Agent Considerations (L145) AI_SDD_ENG/chapters/chapter04_integration.tex 145 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x07078 comparison "ND-e5e2dcb9d6d47dea" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON The Governance Layer (L83); Gate Criteria (L253); Automated Gate Enforcement (L318) AI_SDD_ENG/chapters/chapter04_integration.tex 83 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x07079 comparison "ND-5e148ef9f1ae1797" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: SDD si integra con workflow esistenti e responsabilità dei team multi-ruolo. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON The Governance Layer (L83); Gate Criteria (L253); Automated Gate Enforcement (L318) AI_SDD_ENG/chapters/chapter04_integration.tex 83 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07080 provenance "V11-628d697294e83d0e1d8c9830" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07081 provenance "ND-f140f186151ceac1" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG/chapters/chapter05_patterns.tex 1 x07082 classification "ND-fc9ea57fd471a1f4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Sette pattern estendono il catalogo originario alla gestione delle specifiche. Ancoraggi: Extending the Pattern Catalog (L16); Pattern Overview (L85) ND_PRIMARY_STREAM AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07083 classification "ND-e6a689a1ceb1596b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Sette pattern estendono il catalogo originario alla gestione delle specifiche. Ancoraggi: Extending the Pattern Catalog (L16); Pattern Overview (L85) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07084 classification "ND-04186877b50170a6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Sette pattern estendono il catalogo originario alla gestione delle specifiche. Ancoraggi: Extending the Pattern Catalog (L16); Pattern Overview (L85) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07085 classification "ND-8dfaeef9cef1800c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Sette pattern estendono il catalogo originario alla gestione delle specifiche. Ancoraggi: Extending the Pattern Catalog (L16); Pattern Overview (L85) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07086 classification "ND-fbedf579a875ef6b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costituzione, chiarificazione anticipata, consistenza, conservazione della ricerca, esplorazione parallela, scala delle specifiche e cambio del modello compongono un catalogo specifico. Ancoraggi: Extending the Pattern Catalog (L16); Pattern Overview (L85) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07087 classification "ND-11501c7b8d679cc5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costituzione, chiarificazione anticipata, consistenza, conservazione della ricerca, esplorazione parallela, scala delle specifiche e cambio del modello compongono un catalogo specifico. Ancoraggi: Extending the Pattern Catalog (L16); Pattern Overview (L85) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07088 classification "ND-ce04ac9dee88ca7d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costituzione, chiarificazione anticipata, consistenza, conservazione della ricerca, esplorazione parallela, scala delle specifiche e cambio del modello compongono un catalogo specifico. Ancoraggi: Extending the Pattern Catalog (L16); Pattern Overview (L85) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07089 classification "ND-f8fadca7c4fd8ce8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costituzione, chiarificazione anticipata, consistenza, conservazione della ricerca, esplorazione parallela, scala delle specifiche e cambio del modello compongono un catalogo specifico. Ancoraggi: Extending the Pattern Catalog (L16); Pattern Overview (L85) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07090 classification "ND-ac300617eed9f954" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costituzione, chiarificazione anticipata, consistenza, conservazione della ricerca, esplorazione parallela, scala delle specifiche e cambio del modello compongono un catalogo specifico. Ancoraggi: Extending the Pattern Catalog (L16); Pattern Overview (L85) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07091 classification "ND-d2510fab3800471d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costituzione, chiarificazione anticipata, consistenza, conservazione della ricerca, esplorazione parallela, scala delle specifiche e cambio del modello compongono un catalogo specifico. Ancoraggi: Extending the Pattern Catalog (L16); Pattern Overview (L85) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07092 mapping "ND-394ce3b4e9f311c1" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Sette pattern estendono il catalogo originario alla gestione delle specifiche. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07093 mapping "ND-98bf5ea4a95901aa" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Sette pattern estendono il catalogo originario alla gestione delle specifiche. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07094 mapping "ND-ec6b996537848d8b" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Sette pattern estendono il catalogo originario alla gestione delle specifiche. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07095 comparison "ND-c5bbc98855052409" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Sette pattern estendono il catalogo originario alla gestione delle specifiche. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Pattern 20: Clarification-First Planning (L237); Pattern 24: Specification Scale Management (L798) AI_SDD_ENG/chapters/chapter05_patterns.tex 237 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07096 comparison "ND-d497570bb998b8c9" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Sette pattern estendono il catalogo originario alla gestione delle specifiche. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Pattern 20: Clarification-First Planning (L237); Pattern 24: Specification Scale Management (L798) AI_SDD_ENG/chapters/chapter05_patterns.tex 237 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07097 comparison "ND-9e413be70684cfe7" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Sette pattern estendono il catalogo originario alla gestione delle specifiche. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Pattern 20: Clarification-First Planning (L237); Pattern 24: Specification Scale Management (L798) AI_SDD_ENG/chapters/chapter05_patterns.tex 237 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07098 comparison "ND-17df66c03937b9d5" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Sette pattern estendono il catalogo originario alla gestione delle specifiche. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Extending the Pattern Catalog (L16); Pattern Overview (L85) AI_SDD_ENG/chapters/chapter05_patterns.tex 16 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07099 comparison "ND-5b40a73a7f0198c4" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Sette pattern estendono il catalogo originario alla gestione delle specifiche. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON Pattern 23: Parallel Implementation Exploration (L668) AI_SDD_ENG/chapters/chapter05_patterns.tex 668 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x07100 comparison "ND-188ca60a90c3d8ae" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Sette pattern estendono il catalogo originario alla gestione delle specifiche. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON Pattern 23: Parallel Implementation Exploration (L668) AI_SDD_ENG/chapters/chapter05_patterns.tex 668 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x07101 provenance "ND-fbcea17d62cb10b8" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I pattern 19–25 si innestano sul catalogo di pratiche del volume iniziale. Ancoraggi sorgente: Extending the Pattern Catalog (L16); Pattern Overview (L85). Destinazione: Understanding Pattern Importance (L13); How to Use This Catalog (L34); Complete Pattern List (L49); Quick Start Guide (L102) ND_EXTENDS_PATTERN_CATALOGUE AI_SDD_ENG/chapters/chapter05_patterns.tex 16 x07102 provenance "V11-9ce7bfbf3440819b176985d3" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07103 provenance "ND-583872d3b8ff5123" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG/chapters/chapter06_limitations.tex 1 x07104 classification "ND-ac1196a57f2deae6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. Ancoraggi: The Walls of Text Problem (L20); When Spec-Driven Development Doesn't Fit (L138); Measuring SDD Success (L295); Honest Assessment (L379) ND_PRIMARY_STREAM AI_SDD_ENG/chapters/chapter06_limitations.tex 20 x07105 classification "ND-32809d608a28f18c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. Ancoraggi: The Walls of Text Problem (L20); When Spec-Driven Development Doesn't Fit (L138); Measuring SDD Success (L295); Honest Assessment (L379) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter06_limitations.tex 20 x07106 classification "ND-931679e66c5e235e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. Ancoraggi: The Walls of Text Problem (L20); When Spec-Driven Development Doesn't Fit (L138); Measuring SDD Success (L295); Honest Assessment (L379) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter06_limitations.tex 20 x07107 classification "ND-c6065f216aa82fa1" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. Ancoraggi: The Walls of Text Problem (L20); When Spec-Driven Development Doesn't Fit (L138); Measuring SDD Success (L295); Honest Assessment (L379) ND_SECONDARY_STREAM AI_SDD_ENG/chapters/chapter06_limitations.tex 20 x07108 classification "ND-c3e068d608ee6fb6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo affronta documenti troppo lunghi, casi inadatti, aggiornamento delle specifiche e misurazione del successo, ponendo limiti all’adozione indiscriminata. Ancoraggi: The Walls of Text Problem (L20); When Spec-Driven Development Doesn't Fit (L138); Measuring SDD Success (L295); Honest Assessment (L379) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter06_limitations.tex 20 x07109 classification "ND-318ee482f959576f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo affronta documenti troppo lunghi, casi inadatti, aggiornamento delle specifiche e misurazione del successo, ponendo limiti all’adozione indiscriminata. Ancoraggi: The Walls of Text Problem (L20); When Spec-Driven Development Doesn't Fit (L138); Measuring SDD Success (L295); Honest Assessment (L379) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter06_limitations.tex 20 x07110 classification "ND-4462ec7642977b2b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo affronta documenti troppo lunghi, casi inadatti, aggiornamento delle specifiche e misurazione del successo, ponendo limiti all’adozione indiscriminata. Ancoraggi: The Walls of Text Problem (L20); When Spec-Driven Development Doesn't Fit (L138); Measuring SDD Success (L295); Honest Assessment (L379) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter06_limitations.tex 20 x07111 classification "ND-b8bd3356f01ff261" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo affronta documenti troppo lunghi, casi inadatti, aggiornamento delle specifiche e misurazione del successo, ponendo limiti all’adozione indiscriminata. Ancoraggi: The Walls of Text Problem (L20); When Spec-Driven Development Doesn't Fit (L138); Measuring SDD Success (L295); Honest Assessment (L379) ND_ADDRESSES_TOPIC AI_SDD_ENG/chapters/chapter06_limitations.tex 20 x07112 mapping "ND-2d9d76d367d02981" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter06_limitations.tex 20 x07113 mapping "ND-ae257d2bdaf52403" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/chapters/chapter06_limitations.tex 20 x07114 comparison "ND-a5a2e8a938337c32" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Trivial Changes (L152); The Drift Problem (L217); Symptoms of Drift (L223) AI_SDD_ENG/chapters/chapter06_limitations.tex 152 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07115 comparison "ND-3b1f9248bb55920a" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Trivial Changes (L152); The Drift Problem (L217); Symptoms of Drift (L223) AI_SDD_ENG/chapters/chapter06_limitations.tex 152 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07116 comparison "ND-7b0b8e9991f698fd" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Trivial Changes (L152); The Drift Problem (L217); Symptoms of Drift (L223) AI_SDD_ENG/chapters/chapter06_limitations.tex 152 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07117 comparison "ND-2d3bc228fe49d836" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda W023: Experienced maintainers were approximately 19% slower on familiar real-repository tasks using early-2025 tools. ND_EDITORIAL_COMPARISON Why SDD Metrics Differ (L299); SDD-Specific Metrics (L309); What Not to Measure (L353) AI_SDD_ENG/chapters/chapter06_limitations.tex 299 Frozen v6 node W023 summary/contribution and limitation Small sample and older tool generation; not universal effect. NO x07118 comparison "ND-cee6d3c0564d2a1a" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il valore di SDD dipende dal contesto e dai costi di mantenimento degli artefatti. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda O029: Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. ND_EDITORIAL_COMPARISON Why SDD Metrics Differ (L299); SDD-Specific Metrics (L309); What Not to Measure (L353) AI_SDD_ENG/chapters/chapter06_limitations.tex 299 Frozen v6 node O029 summary/contribution and limitation The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. NO x07119 provenance "V11-57edad4d0407657adac2a687" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07120 provenance "ND-1cbad32c142c241e" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG/appendices/appendix_templates.tex 1 x07121 classification "ND-94d49bfa9e4b48e7" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca. Ancoraggi: Template: Constitution (L10); Template: Clarification Log (L112); Template: Research Artifact (L269); Further Reading (L342) ND_PRIMARY_STREAM AI_SDD_ENG/appendices/appendix_templates.tex 10 x07122 classification "ND-075bf15cddcfc8af" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca. Ancoraggi: Template: Constitution (L10); Template: Clarification Log (L112); Template: Research Artifact (L269); Further Reading (L342) ND_SECONDARY_STREAM AI_SDD_ENG/appendices/appendix_templates.tex 10 x07123 classification "ND-2b7eb997d357d3cd" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca. Ancoraggi: Template: Constitution (L10); Template: Clarification Log (L112); Template: Research Artifact (L269); Further Reading (L342) ND_SECONDARY_STREAM AI_SDD_ENG/appendices/appendix_templates.tex 10 x07124 classification "ND-302d0bcd5e875cf4" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice fornisce strutture riutilizzabili per gli artefatti centrali del processo, con indicazioni sul loro ruolo. Ancoraggi: Template: Constitution (L10); Template: Clarification Log (L112); Template: Research Artifact (L269); Further Reading (L342) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_templates.tex 10 x07125 classification "ND-fd6259c0575280de" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice fornisce strutture riutilizzabili per gli artefatti centrali del processo, con indicazioni sul loro ruolo. Ancoraggi: Template: Constitution (L10); Template: Clarification Log (L112); Template: Research Artifact (L269); Further Reading (L342) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_templates.tex 10 x07126 classification "ND-d4c8fb5cb92dcd32" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice fornisce strutture riutilizzabili per gli artefatti centrali del processo, con indicazioni sul loro ruolo. Ancoraggi: Template: Constitution (L10); Template: Clarification Log (L112); Template: Research Artifact (L269); Further Reading (L342) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_templates.tex 10 x07127 classification "ND-01501bfe6bb92be2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’appendice fornisce strutture riutilizzabili per gli artefatti centrali del processo, con indicazioni sul loro ruolo. Ancoraggi: Template: Constitution (L10); Template: Clarification Log (L112); Template: Research Artifact (L269); Further Reading (L342) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_templates.tex 10 x07128 mapping "ND-9b364de53f28aac3" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/appendices/appendix_templates.tex 10 x07129 mapping "ND-5ba0a519815b8227" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/appendices/appendix_templates.tex 10 x07130 comparison "ND-5c52afee517c2872" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Template: Clarification Log (L112) AI_SDD_ENG/appendices/appendix_templates.tex 112 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07131 comparison "ND-074fdc8361ff8856" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Template: Clarification Log (L112) AI_SDD_ENG/appendices/appendix_templates.tex 112 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07132 comparison "ND-5bae045e130ab27c" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Template: Clarification Log (L112) AI_SDD_ENG/appendices/appendix_templates.tex 112 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07133 comparison "ND-56accebec84ccb93" NO static EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca. Confronto (static): Confrontare file di istruzioni, memoria esterna e responsabilità di aggiornamento; i meccanismi descritti non sono tutti equivalenti alla memoria virtuale gestita dal sistema. Scheda W157: Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. ND_EDITORIAL_COMPARISON Template: Constitution (L10); Template: Consistency Report (L183); Further Reading (L342) AI_SDD_ENG/appendices/appendix_templates.tex 10 Frozen v6 node W157 summary/contribution and limitation Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. NO x07134 comparison "ND-9ac1535336c74257" NO static EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Template comuni rendono tracciabili costituzione, chiarimenti, consistenza e ricerca. Confronto (static): Confrontare file di istruzioni, memoria esterna e responsabilità di aggiornamento; i meccanismi descritti non sono tutti equivalenti alla memoria virtuale gestita dal sistema. Scheda O004: Agent configuration and memory are perishable operational assets that should be periodically revalidated. ND_EDITORIAL_COMPARISON Template: Constitution (L10); Template: Consistency Report (L183); Further Reading (L342) AI_SDD_ENG/appendices/appendix_templates.tex 10 Frozen v6 node O004 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07135 provenance "V11-1086057685c86962e06e2ee9" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07136 provenance "ND-e835066ad84a1b42" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG/appendices/appendix_examples.tex 1 x07137 classification "ND-603ba269bf36ba1f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. Ancoraggi: Choosing the Right Example (L10); Example: Notifications Feature (N+1) (L38); Example: Sprintify (Enterprise Greenfield) (L215); Further Reading (L755) ND_PRIMARY_STREAM AI_SDD_ENG/appendices/appendix_examples.tex 10 x07138 classification "ND-19e0bcc2133bc3fc" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. Ancoraggi: Choosing the Right Example (L10); Example: Notifications Feature (N+1) (L38); Example: Sprintify (Enterprise Greenfield) (L215); Further Reading (L755) ND_SECONDARY_STREAM AI_SDD_ENG/appendices/appendix_examples.tex 10 x07139 classification "ND-6050caf37ba5f196" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. Ancoraggi: Choosing the Right Example (L10); Example: Notifications Feature (N+1) (L38); Example: Sprintify (Enterprise Greenfield) (L215); Further Reading (L755) ND_SECONDARY_STREAM AI_SDD_ENG/appendices/appendix_examples.tex 10 x07140 classification "ND-5e05bc562af0f633" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. Ancoraggi: Choosing the Right Example (L10); Example: Notifications Feature (N+1) (L38); Example: Sprintify (Enterprise Greenfield) (L215); Further Reading (L755) ND_SECONDARY_STREAM AI_SDD_ENG/appendices/appendix_examples.tex 10 x07141 classification "ND-d2c061a2f3d19630" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Notifications N+1 e Sprintify rappresentano rispettivamente estensione di un sistema e greenfield enterprise; il contributo è la continuità fra specifica, pianificazione e verifica. Ancoraggi: Choosing the Right Example (L10); Example: Notifications Feature (N+1) (L38); Example: Sprintify (Enterprise Greenfield) (L215); Further Reading (L755) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_examples.tex 10 x07142 classification "ND-9957783dc206b6aa" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Notifications N+1 e Sprintify rappresentano rispettivamente estensione di un sistema e greenfield enterprise; il contributo è la continuità fra specifica, pianificazione e verifica. Ancoraggi: Choosing the Right Example (L10); Example: Notifications Feature (N+1) (L38); Example: Sprintify (Enterprise Greenfield) (L215); Further Reading (L755) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_examples.tex 10 x07143 classification "ND-60755d9aee372944" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Notifications N+1 e Sprintify rappresentano rispettivamente estensione di un sistema e greenfield enterprise; il contributo è la continuità fra specifica, pianificazione e verifica. Ancoraggi: Choosing the Right Example (L10); Example: Notifications Feature (N+1) (L38); Example: Sprintify (Enterprise Greenfield) (L215); Further Reading (L755) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_examples.tex 10 x07144 classification "ND-e7fef88f632fe409" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Notifications N+1 e Sprintify rappresentano rispettivamente estensione di un sistema e greenfield enterprise; il contributo è la continuità fra specifica, pianificazione e verifica. Ancoraggi: Choosing the Right Example (L10); Example: Notifications Feature (N+1) (L38); Example: Sprintify (Enterprise Greenfield) (L215); Further Reading (L755) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_examples.tex 10 x07145 mapping "ND-215fe1e7fd457f8f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/appendices/appendix_examples.tex 10 x07146 mapping "ND-06942c1e4540390e" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/appendices/appendix_examples.tex 10 x07147 comparison "ND-7fcb5e7c5195902f" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Sample Tasks (Phase 2: Data Layer) (L596); Sample Tasks (Phase 5: Event Layer) (L609) AI_SDD_ENG/appendices/appendix_examples.tex 596 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07148 comparison "ND-144bbb808ee6bb94" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Sample Tasks (Phase 2: Data Layer) (L596); Sample Tasks (Phase 5: Event Layer) (L609) AI_SDD_ENG/appendices/appendix_examples.tex 596 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07149 comparison "ND-84d2a23ca86ec531" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Sample Tasks (Phase 2: Data Layer) (L596); Sample Tasks (Phase 5: Event Layer) (L609) AI_SDD_ENG/appendices/appendix_examples.tex 596 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07150 comparison "ND-da9dec783c1369da" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Choosing the Right Example (L10); Example: Sprintify (Enterprise Greenfield) (L215); Further Reading (L755) AI_SDD_ENG/appendices/appendix_examples.tex 10 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x07151 comparison "ND-dc786af47bc3913b" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Due esempi mostrano come gli artefatti si collegano in un percorso end-to-end. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Choosing the Right Example (L10); Example: Sprintify (Enterprise Greenfield) (L215); Further Reading (L755) AI_SDD_ENG/appendices/appendix_examples.tex 10 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07152 provenance "V11-951eec123054f80212ce4591" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07153 provenance "ND-bb7f85f648a1b424" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG/appendices/appendix_playbooks.tex 1 x07154 classification "ND-6e7367fc05b4abd1" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. Ancoraggi: Playbook Selection Guide (L10); Legacy Codebase Integration (L139); Spike/Exploration (L269); Quick Decision Reference (L474) ND_PRIMARY_STREAM AI_SDD_ENG/appendices/appendix_playbooks.tex 10 x07155 classification "ND-4b48f02e0a6ecf48" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. Ancoraggi: Playbook Selection Guide (L10); Legacy Codebase Integration (L139); Spike/Exploration (L269); Quick Decision Reference (L474) ND_SECONDARY_STREAM AI_SDD_ENG/appendices/appendix_playbooks.tex 10 x07156 classification "ND-0daa050aece6108f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. Ancoraggi: Playbook Selection Guide (L10); Legacy Codebase Integration (L139); Spike/Exploration (L269); Quick Decision Reference (L474) ND_SECONDARY_STREAM AI_SDD_ENG/appendices/appendix_playbooks.tex 10 x07157 classification "ND-160a4ef7e27b3c57" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. Ancoraggi: Playbook Selection Guide (L10); Legacy Codebase Integration (L139); Spike/Exploration (L269); Quick Decision Reference (L474) ND_SECONDARY_STREAM AI_SDD_ENG/appendices/appendix_playbooks.tex 10 x07158 classification "ND-285a7e7edb2420c7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Checklist e sequenze di comandi condensano i sei scenari del capitolo di integrazione, rendendo esplicito cosa varia con il rischio e il contesto. Ancoraggi: Playbook Selection Guide (L10); Legacy Codebase Integration (L139); Spike/Exploration (L269); Quick Decision Reference (L474) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_playbooks.tex 10 x07159 classification "ND-d4866f525e3a7edd" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Checklist e sequenze di comandi condensano i sei scenari del capitolo di integrazione, rendendo esplicito cosa varia con il rischio e il contesto. Ancoraggi: Playbook Selection Guide (L10); Legacy Codebase Integration (L139); Spike/Exploration (L269); Quick Decision Reference (L474) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_playbooks.tex 10 x07160 classification "ND-6b5997e16647a57e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Checklist e sequenze di comandi condensano i sei scenari del capitolo di integrazione, rendendo esplicito cosa varia con il rischio e il contesto. Ancoraggi: Playbook Selection Guide (L10); Legacy Codebase Integration (L139); Spike/Exploration (L269); Quick Decision Reference (L474) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_playbooks.tex 10 x07161 classification "ND-23031a8bd9f58af4" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Checklist e sequenze di comandi condensano i sei scenari del capitolo di integrazione, rendendo esplicito cosa varia con il rischio e il contesto. Ancoraggi: Playbook Selection Guide (L10); Legacy Codebase Integration (L139); Spike/Exploration (L269); Quick Decision Reference (L474) ND_ADDRESSES_TOPIC AI_SDD_ENG/appendices/appendix_playbooks.tex 10 x07162 mapping "ND-28baf58ce53a57d0" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/appendices/appendix_playbooks.tex 10 x07163 mapping "ND-64ffc9c69a8563b9" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG/appendices/appendix_playbooks.tex 10 x07164 comparison "ND-eead94a65c8ca8ea" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Workflow Phases (L367) AI_SDD_ENG/appendices/appendix_playbooks.tex 367 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07165 comparison "ND-04b4e41d7431b08a" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Workflow Phases (L367) AI_SDD_ENG/appendices/appendix_playbooks.tex 367 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07166 comparison "ND-ba58cc7ad706cc8d" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Workflow Phases (L367) AI_SDD_ENG/appendices/appendix_playbooks.tex 367 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07167 comparison "ND-f49f4edcc3336073" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON Playbook Selection Guide (L10); Emergency Hotfix (L201); Quick Decision Reference (L474) AI_SDD_ENG/appendices/appendix_playbooks.tex 10 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x07168 comparison "ND-3ae27809a85a5345" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I playbook adattano il processo a sviluppo nuovo, brownfield, hotfix e collaborazione. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON Playbook Selection Guide (L10); Emergency Hotfix (L201); Quick Decision Reference (L474) AI_SDD_ENG/appendices/appendix_playbooks.tex 10 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07169 provenance "ND-29bd4eb430d83a6a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:integration. ch:integration ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/appendices/appendix_playbooks.tex 7 x07170 provenance "ND-9e6597f3bbb1b6c6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:integration. ch:integration ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG/appendices/appendix_playbooks.tex 450 x07171 provenance "V11-b8c180d8c02ff5a84cb7d571" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07172 provenance "ND-3a3096bb452a8353" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/main.tex 1 x07173 classification "ND-747aa60ce62bd0f2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le introduzioni alle parti spiegano il passaggio dal processo alla progettazione dei framework. Ancoraggi: Introduzioni alle parti — SDD, seconda edizione (L1) ND_PRIMARY_STREAM AI_SDD_ENG_V2/main.tex 1 x07174 classification "ND-aa09d4904d6e3b25" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le introduzioni alle parti spiegano il passaggio dal processo alla progettazione dei framework. Ancoraggi: Introduzioni alle parti — SDD, seconda edizione (L1) ND_SECONDARY_STREAM AI_SDD_ENG_V2/main.tex 1 x07175 classification "ND-2d13c11486110be4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le introduzioni alle parti spiegano il passaggio dal processo alla progettazione dei framework. Ancoraggi: Introduzioni alle parti — SDD, seconda edizione (L1) ND_SECONDARY_STREAM AI_SDD_ENG_V2/main.tex 1 x07176 classification "ND-df2911f55f67f01e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main della seconda edizione orienta fra anatomia, ecosistema, confronto, Enterprise SDD, pattern e limiti. Mantiene leggibile l’architettura del volume senza duplicarne i file inclusi. Ancoraggi: Introduzioni alle parti — SDD, seconda edizione (L1) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/main.tex 1 x07177 classification "ND-a706f64b35bdcff6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main della seconda edizione orienta fra anatomia, ecosistema, confronto, Enterprise SDD, pattern e limiti. Mantiene leggibile l’architettura del volume senza duplicarne i file inclusi. Ancoraggi: Introduzioni alle parti — SDD, seconda edizione (L1) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/main.tex 1 x07178 classification "ND-8a21f9f8f12bb4e2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main della seconda edizione orienta fra anatomia, ecosistema, confronto, Enterprise SDD, pattern e limiti. Mantiene leggibile l’architettura del volume senza duplicarne i file inclusi. Ancoraggi: Introduzioni alle parti — SDD, seconda edizione (L1) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/main.tex 1 x07179 classification "ND-766bfc3b3d406036" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main della seconda edizione orienta fra anatomia, ecosistema, confronto, Enterprise SDD, pattern e limiti. Mantiene leggibile l’architettura del volume senza duplicarne i file inclusi. Ancoraggi: Introduzioni alle parti — SDD, seconda edizione (L1) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/main.tex 1 x07180 classification "ND-e650b78709db2095" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main della seconda edizione orienta fra anatomia, ecosistema, confronto, Enterprise SDD, pattern e limiti. Mantiene leggibile l’architettura del volume senza duplicarne i file inclusi. Ancoraggi: Introduzioni alle parti — SDD, seconda edizione (L1) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/main.tex 1 x07181 mapping "ND-b141168b08a7d02e" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le introduzioni alle parti spiegano il passaggio dal processo alla progettazione dei framework. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/main.tex 1 x07182 mapping "ND-fd47bbda7359cb5d" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le introduzioni alle parti spiegano il passaggio dal processo alla progettazione dei framework. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/main.tex 1 x07183 mapping "ND-a50e936f6f0090d0" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le introduzioni alle parti spiegano il passaggio dal processo alla progettazione dei framework. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/main.tex 1 x07184 provenance "ND-ca2835fa6ff88112" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 24 x07185 provenance "ND-646ab3341b37c5ad" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. 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ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 112 x07199 provenance "ND-13f29173b7439002" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 89 x07200 provenance "ND-e5f30e663f0d48d3" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 113 x07201 provenance "ND-03b0f74fada468a7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 92 x07202 provenance "ND-9f01a4181a623992" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 114 x07203 provenance "ND-902e28370c5384d8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestrators. ch:orchestrators ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 95 x07204 provenance "ND-ab74d6527d344ea3" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 115 x07205 provenance "ND-e102b515642bf2c8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 98 x07206 provenance "ND-3c226a52739f013e" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 149 x07207 provenance "ND-921619b01376528b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 132 x07208 provenance "ND-b77184223ecff24e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 141 x07209 provenance "ND-0c07518c01dfca19" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 150 x07210 provenance "ND-21139746415e3fbc" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:boundaries. ch:boundaries ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 135 x07211 provenance "ND-bf5f7ee32713e138" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:boundaries. ch:boundaries ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 141 x07212 provenance "ND-f15a4ee5e39fe7e4" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 190 x07213 provenance "ND-cc7fc4c879d7fb5b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 167 x07214 provenance "ND-580b6f09414861a7" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 191 x07215 provenance "ND-baf4b404d193cd92" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 170 x07216 provenance "ND-4acd9b9324b66f4d" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 192 x07217 provenance "ND-394e3ae69c19fdbe" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 173 x07218 provenance "ND-cc3181b1a61762ea" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 193 x07219 provenance "ND-80466e172e83bc3b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 176 x07220 provenance "ND-35a338f8f088a408" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 230 x07221 provenance "ND-a0fa62836d756349" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 205 x07222 provenance "ND-7cdeff856db9d2e6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 210 x07223 provenance "ND-81accda7359e2a26" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 222 x07224 provenance "ND-4cf1028e255a3fc9" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 231 x07225 provenance "ND-2a714fed4bd74fdd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:limitations. ch:limitations ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 205 x07226 provenance "ND-d31de1b623162f83" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:limitations. ch:limitations ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 213 x07227 provenance "ND-fbdf323744737b89" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:limitations. ch:limitations ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 222 x07228 provenance "ND-7301914ecd688e75" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 232 x07229 provenance "ND-3aead716e01192ba" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:design-framework. ch:design-framework ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 205 x07230 provenance "ND-9394a28396585559" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:design-framework. ch:design-framework ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 216 x07231 provenance "ND-702d2853b9b74a9f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:design-framework. ch:design-framework ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/main.tex 222 x07232 provenance "ND-c64e2ee86358b135" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 244 x07233 provenance "ND-2db7b0c4f49f6cee" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 245 x07234 provenance "ND-a9a470d83fa7c842" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 246 x07235 provenance "ND-131a97b3f77a182b" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 251 x07236 provenance "ND-e43575b21bb6de5a" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/main.tex 255 x07237 provenance "V11-7a4fd5a701085bbf123a04cf" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07238 provenance "ND-3181c3e0517fa1f3" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/frontmatter.tex 1 x07239 classification "ND-8f33eb396d9433c9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La prefazione esplicita l’allargamento dalla singola toolchain all’ecosistema SDD. Ancoraggi: Preface (L57) ND_PRIMARY_STREAM AI_SDD_ENG_V2/frontmatter.tex 57 x07240 classification "ND-8ce449cf5aef28f1" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La prefazione esplicita l’allargamento dalla singola toolchain all’ecosistema SDD. Ancoraggi: Preface (L57) ND_SECONDARY_STREAM AI_SDD_ENG_V2/frontmatter.tex 57 x07241 classification "ND-c9eba65e75727971" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La prefazione esplicita l’allargamento dalla singola toolchain all’ecosistema SDD. Ancoraggi: Preface (L57) ND_SECONDARY_STREAM AI_SDD_ENG_V2/frontmatter.tex 57 x07242 classification "ND-7ab39c90517b2055" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La prefazione esplicita l’allargamento dalla singola toolchain all’ecosistema SDD. Ancoraggi: Preface (L57) ND_SECONDARY_STREAM AI_SDD_ENG_V2/frontmatter.tex 57 x07243 classification "ND-8e544ed7de951501" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file contestualizza obiettivi, pubblico e novità della seconda edizione, preparando una lettura comparativa e progettuale. Ancoraggi: Preface (L57) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/frontmatter.tex 57 x07244 classification "ND-3963d4a706321d65" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file contestualizza obiettivi, pubblico e novità della seconda edizione, preparando una lettura comparativa e progettuale. Ancoraggi: Preface (L57) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/frontmatter.tex 57 x07245 classification "ND-5c10fc39889ed070" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file contestualizza obiettivi, pubblico e novità della seconda edizione, preparando una lettura comparativa e progettuale. Ancoraggi: Preface (L57) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/frontmatter.tex 57 x07246 classification "ND-c7db344f4a0f4f9c" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file contestualizza obiettivi, pubblico e novità della seconda edizione, preparando una lettura comparativa e progettuale. Ancoraggi: Preface (L57) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/frontmatter.tex 57 x07247 mapping "ND-3f88ddf87d408e4a" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La prefazione esplicita l’allargamento dalla singola toolchain all’ecosistema SDD. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/frontmatter.tex 57 x07248 mapping "ND-d6f869a23fd76a88" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La prefazione esplicita l’allargamento dalla singola toolchain all’ecosistema SDD. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/frontmatter.tex 57 x07249 provenance "ND-4cf06e6b98efca7b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:design-framework. app:design-framework ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 76 x07250 provenance "ND-bdb07f2bb784d180" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 88 x07251 provenance "ND-349917f46932896b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 121 x07252 provenance "ND-939e282a57bb28b2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 113 x07253 provenance "ND-16c3c34e193ee3b1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 128 x07254 provenance "ND-325b8de6a7743e15" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:boundaries. ch:boundaries ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 113 x07255 provenance "ND-a788398b23cce086" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:boundaries. ch:boundaries ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 128 x07256 provenance "ND-8aa2cb22cf9674d1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 117 x07257 provenance "ND-c756c924f85b2fb9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 121 x07258 provenance "ND-2c20b2b4ff700e96" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 130 x07259 provenance "ND-229fb82c3b9126a5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 117 x07260 provenance "ND-4af90b252819a9e9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 121 x07261 provenance "ND-7018f03920fcc5ba" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 130 x07262 provenance "ND-fe93d00d8a7a5ade" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 121 x07263 provenance "ND-558c5700fdbf8515" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 128 x07264 provenance "ND-f906f883fd33abef" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 130 x07265 provenance "ND-870f2a6c0b2c1830" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 121 x07266 provenance "ND-a070a71f75f04684" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 121 x07267 provenance "ND-31cd6aa351e7da3d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:playbooks. app:playbooks ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 121 x07268 provenance "ND-2a96de482f80acda" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ecosystem. ch:ecosystem ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 128 x07269 provenance "ND-44a4f15bf26dc0e3" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 132 x07270 provenance "ND-f649d6704d0c445f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:limitations. ch:limitations ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 132 x07271 provenance "ND-7b574ddc9a7ce1ba" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:limitations. ch:limitations ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/frontmatter.tex 147 x07272 provenance "V11-1ca4dbd830818316a0fa4d69" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07273 provenance "ND-552a9a40a8434353" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter01_shift.tex 1 x07274 classification "ND-5ba77e1bc63ebbca" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La base intent-first viene mantenuta e applicata a PROSE. Ancoraggi: From Code-First to Intent-First (L49); Vibe Coding vs.\ Spec-Driven Development (L123); Five Principles That Actually Work --- Applied to PROSE (L296); The Three-Tier Boundary System (L344) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 x07275 classification "ND-54a466e7ed73138e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La base intent-first viene mantenuta e applicata a PROSE. Ancoraggi: From Code-First to Intent-First (L49); Vibe Coding vs.\ Spec-Driven Development (L123); Five Principles That Actually Work --- Applied to PROSE (L296); The Three-Tier Boundary System (L344) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 x07276 classification "ND-65552f84c2ee5cf6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo riprende il cambiamento di fonte di verità, i cinque principi e i confini a tre livelli, con un’applicazione più esplicita rispetto alla prima edizione. Ancoraggi: From Code-First to Intent-First (L49); Vibe Coding vs.\ Spec-Driven Development (L123); Five Principles That Actually Work --- Applied to PROSE (L296); The Three-Tier Boundary System (L344) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 x07277 classification "ND-44f3f803ee7bb52f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo riprende il cambiamento di fonte di verità, i cinque principi e i confini a tre livelli, con un’applicazione più esplicita rispetto alla prima edizione. Ancoraggi: From Code-First to Intent-First (L49); Vibe Coding vs.\ Spec-Driven Development (L123); Five Principles That Actually Work --- Applied to PROSE (L296); The Three-Tier Boundary System (L344) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 x07278 classification "ND-8a86698cff24b691" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo riprende il cambiamento di fonte di verità, i cinque principi e i confini a tre livelli, con un’applicazione più esplicita rispetto alla prima edizione. Ancoraggi: From Code-First to Intent-First (L49); Vibe Coding vs.\ Spec-Driven Development (L123); Five Principles That Actually Work --- Applied to PROSE (L296); The Three-Tier Boundary System (L344) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 x07279 mapping "ND-961d10188bbca15e" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La base intent-first viene mantenuta e applicata a PROSE. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 x07280 mapping "ND-dd758b781f84a35b" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La base intent-first viene mantenuta e applicata a PROSE. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 x07281 comparison "ND-64d99cb14f6b3d21" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La base intent-first viene mantenuta e applicata a PROSE. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON From Code-First to Intent-First (L49); Vibe Coding vs.\ Spec-Driven Development (L123); The Spec-Driven Alternative (L255) AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07282 comparison "ND-cc740f23569c6f4e" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La base intent-first viene mantenuta e applicata a PROSE. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON From Code-First to Intent-First (L49); Vibe Coding vs.\ Spec-Driven Development (L123); The Spec-Driven Alternative (L255) AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07283 comparison "ND-8ace0a62a9dd03d4" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La base intent-first viene mantenuta e applicata a PROSE. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON From Code-First to Intent-First (L49); Vibe Coding vs.\ Spec-Driven Development (L123); The Spec-Driven Alternative (L255) AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07284 comparison "ND-30cdd7358d37292a" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La base intent-first viene mantenuta e applicata a PROSE. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON From Code-First to Intent-First (L49); Five Principles That Actually Work --- Applied to PROSE (L296); The Three-Tier Boundary System (L344) AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x07285 comparison "ND-e851f2621a5ca59d" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La base intent-first viene mantenuta e applicata a PROSE. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON From Code-First to Intent-First (L49); Five Principles That Actually Work --- Applied to PROSE (L296); The Three-Tier Boundary System (L344) AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07286 provenance "ND-7ccc7a41165981fd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter01_shift.tex 31 x07287 provenance "ND-720cd40442c8ed6c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:anatomy. ch:anatomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter01_shift.tex 32 x07288 provenance "ND-d19ef83097de1b7b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ecosystem. ch:ecosystem ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter01_shift.tex 33 x07289 provenance "ND-fd7d8af0170eff68" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ecosystem. ch:ecosystem ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter01_shift.tex 281 x07290 provenance "ND-1179038df2a1edb8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter01_shift.tex 118 x07291 provenance "ND-4854a1d840013afe" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter01_shift.tex 253 x07292 provenance "ND-e76bbcc67b4b7894" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:design-genesis. sec:design-genesis ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter01_shift.tex 341 x07293 provenance "ND-1879441c9aeeaec1" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Riformula il passaggio verso specifiche ed esplicita principi e confini. Ancoraggi sorgente: From Code-First to Intent-First (L49); Vibe Coding vs.\ Spec-Driven Development (L123); Five Principles That Actually Work --- Applied to PROSE (L296); The Three-Tier Boundary System (L344). Destinazione: From Code-First to Intent-First (L15); Vibe Coding vs.\ Spec-Driven Development (L85); Five Principles That Actually Work (L142); The Three-Tier Boundary System (L260) ND_REWORKS_EARLIER_TREATMENT AI_SDD_ENG_V2/chapters/chapter01_shift.tex 49 x07294 provenance "V11-4d3686c1e6c4ea84d1a5633b" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07295 provenance "ND-9fae0664ae80bd0e" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter02_process.tex 1 x07296 classification "ND-8f57b58d3154f28d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il processo a gate viene generalizzato oltre una singola implementazione. Ancoraggi: Four Phases, Four Gates (L22); The Refinement Stack (L157); Consistency Analysis (L199); Common Failure Modes by Phase (L276) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 x07297 classification "ND-8a981f9bd1daf395" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il processo a gate viene generalizzato oltre una singola implementazione. Ancoraggi: Four Phases, Four Gates (L22); The Refinement Stack (L157); Consistency Analysis (L199); Common Failure Modes by Phase (L276) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 x07298 classification "ND-cbbcba3d27ba8ad4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il processo a gate viene generalizzato oltre una singola implementazione. Ancoraggi: Four Phases, Four Gates (L22); The Refinement Stack (L157); Consistency Analysis (L199); Common Failure Modes by Phase (L276) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 x07299 classification "ND-8a630ece85f9c9b6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il processo a gate viene generalizzato oltre una singola implementazione. Ancoraggi: Four Phases, Four Gates (L22); The Refinement Stack (L157); Consistency Analysis (L199); Common Failure Modes by Phase (L276) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 x07300 classification "ND-d51b95baf29743a9" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La seconda edizione aggiunge refinement stack, selezione per fase, confronto fra istanziazioni e failure mode delle quattro fasi. Ancoraggi: Four Phases, Four Gates (L22); The Refinement Stack (L157); Consistency Analysis (L199); Common Failure Modes by Phase (L276) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 x07301 classification "ND-1387b5bdeaa5b403" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La seconda edizione aggiunge refinement stack, selezione per fase, confronto fra istanziazioni e failure mode delle quattro fasi. Ancoraggi: Four Phases, Four Gates (L22); The Refinement Stack (L157); Consistency Analysis (L199); Common Failure Modes by Phase (L276) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 x07302 classification "ND-fdf1890bd45cc82e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La seconda edizione aggiunge refinement stack, selezione per fase, confronto fra istanziazioni e failure mode delle quattro fasi. Ancoraggi: Four Phases, Four Gates (L22); The Refinement Stack (L157); Consistency Analysis (L199); Common Failure Modes by Phase (L276) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 x07303 classification "ND-ad0689052512f908" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La seconda edizione aggiunge refinement stack, selezione per fase, confronto fra istanziazioni e failure mode delle quattro fasi. Ancoraggi: Four Phases, Four Gates (L22); The Refinement Stack (L157); Consistency Analysis (L199); Common Failure Modes by Phase (L276) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 x07304 mapping "ND-6cf3a722273d7923" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il processo a gate viene generalizzato oltre una singola implementazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 x07305 mapping "ND-dce0c570b535fe49" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il processo a gate viene generalizzato oltre una singola implementazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 x07306 comparison "ND-55c743d714505121" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il processo a gate viene generalizzato oltre una singola implementazione. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Four Phases, Four Gates (L22); Phase 1: Specify (the “what” and “why”) (L24); Phase 2: Plan (the “how”) (L77) AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07307 comparison "ND-8ebfaa1b909f5a40" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il processo a gate viene generalizzato oltre una singola implementazione. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Four Phases, Four Gates (L22); Phase 1: Specify (the “what” and “why”) (L24); Phase 2: Plan (the “how”) (L77) AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07308 comparison "ND-10d739f5d0087faa" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il processo a gate viene generalizzato oltre una singola implementazione. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Four Phases, Four Gates (L22); Phase 1: Specify (the “what” and “why”) (L24); Phase 2: Plan (the “how”) (L77) AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07309 comparison "ND-af5afa4e322c46d2" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il processo a gate viene generalizzato oltre una singola implementazione. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Quality Checklists: Unit Tests for English (L229) AI_SDD_ENG_V2/chapters/chapter02_process.tex 229 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x07310 comparison "ND-5ab54c300e945879" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il processo a gate viene generalizzato oltre una singola implementazione. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Quality Checklists: Unit Tests for English (L229) AI_SDD_ENG_V2/chapters/chapter02_process.tex 229 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07311 provenance "ND-08290ea5b019fcbe" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 11 x07312 provenance "ND-afdc86f4fd85c53b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 19 x07313 provenance "ND-b8e497915b1e2ce9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ecosystem. ch:ecosystem ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 11 x07314 provenance "ND-5d43c0df41f8bcc2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ecosystem. ch:ecosystem ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 326 x07315 provenance "ND-f03a89daf9cf16f6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:anatomy. ch:anatomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 11 x07316 provenance "ND-54d1381d38149651" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 19 x07317 provenance "ND-e6507fab2c08c1b8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:speckit-clarify-pattern. sec:speckit-clarify-pattern ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 160 x07318 provenance "ND-0c67653a79209d20" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:speckit-clarify-pattern. sec:speckit-clarify-pattern ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 196 x07319 provenance "ND-20686bebc1dfc25b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestrators. ch:orchestrators ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 19 x07320 provenance "ND-88d10dee84ea4ee7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 19 x07321 provenance "ND-8394012cb248fd6b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 19 x07322 provenance "ND-c396b33ebbf003fe" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:constitution. sec:constitution ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 154 x07323 provenance "ND-a0b6567de2016b49" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:constitution. sec:constitution ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 160 x07324 provenance "ND-a7d83dac91c38698" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:constitution. sec:constitution ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 191 x07325 provenance "ND-c79df9163f4dec04" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 273 x07326 provenance "ND-f2055cc318602bb5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter02_process.tex 317 x07327 provenance "ND-4724aac0f9b980ee" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sequenza di processo viene precisata in quattro fasi e quattro gate. Ancoraggi sorgente: Four Phases, Four Gates (L22); The Refinement Stack (L157); Consistency Analysis (L199); Common Failure Modes by Phase (L276). Destinazione: Four Phases, Four Gates (L20); Model Selection Strategy (L241); The Clarification Phase (L361); Quality Checklists: Unit Tests for English (L467) ND_REWORKS_EARLIER_TREATMENT AI_SDD_ENG_V2/chapters/chapter02_process.tex 22 x07328 provenance "V11-d8e87ab32361da10f4a8464d" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07329 provenance "ND-2d3721fcef586ca1" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 1 x07330 classification "ND-beb4da58c905a3fc" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. Ancoraggi: Why Frameworks Look Alike Underneath (L15); Primitive 3 --- Agents (L152); Where the Primitives Live in the Three Big Harnesses (L285); What to Look For When You Read Part II (L396) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07331 classification "ND-7400b804fa8cd665" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. Ancoraggi: Why Frameworks Look Alike Underneath (L15); Primitive 3 --- Agents (L152); Where the Primitives Live in the Three Big Harnesses (L285); What to Look For When You Read Part II (L396) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07332 classification "ND-0a0194fdcce7526f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. Ancoraggi: Why Frameworks Look Alike Underneath (L15); Primitive 3 --- Agents (L152); Where the Primitives Live in the Three Big Harnesses (L285); What to Look For When You Read Part II (L396) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07333 classification "ND-7b0b4b906988cf50" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La tassonomia delle primitive e le regole di composizione permettono di confrontare implementazioni apparentemente diverse e di leggere le strutture dei repository. Ancoraggi: Why Frameworks Look Alike Underneath (L15); Primitive 3 --- Agents (L152); Where the Primitives Live in the Three Big Harnesses (L285); What to Look For When You Read Part II (L396) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07334 classification "ND-3d86fbe163b756bf" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La tassonomia delle primitive e le regole di composizione permettono di confrontare implementazioni apparentemente diverse e di leggere le strutture dei repository. Ancoraggi: Why Frameworks Look Alike Underneath (L15); Primitive 3 --- Agents (L152); Where the Primitives Live in the Three Big Harnesses (L285); What to Look For When You Read Part II (L396) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07335 classification "ND-d963bfd583cc9e98" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La tassonomia delle primitive e le regole di composizione permettono di confrontare implementazioni apparentemente diverse e di leggere le strutture dei repository. Ancoraggi: Why Frameworks Look Alike Underneath (L15); Primitive 3 --- Agents (L152); Where the Primitives Live in the Three Big Harnesses (L285); What to Look For When You Read Part II (L396) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07336 classification "ND-de8c6e3967da166c" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La tassonomia delle primitive e le regole di composizione permettono di confrontare implementazioni apparentemente diverse e di leggere le strutture dei repository. Ancoraggi: Why Frameworks Look Alike Underneath (L15); Primitive 3 --- Agents (L152); Where the Primitives Live in the Three Big Harnesses (L285); What to Look For When You Read Part II (L396) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07337 classification "ND-e82dddb1483c84dc" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La tassonomia delle primitive e le regole di composizione permettono di confrontare implementazioni apparentemente diverse e di leggere le strutture dei repository. Ancoraggi: Why Frameworks Look Alike Underneath (L15); Primitive 3 --- Agents (L152); Where the Primitives Live in the Three Big Harnesses (L285); What to Look For When You Read Part II (L396) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07338 mapping "ND-3e2fa245daacd725" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07339 mapping "ND-8f5b840deddc217c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07340 mapping "ND-685c972bf5de2de8" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07341 comparison "ND-fe3b120108ff60db" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda W157: Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. ND_EDITORIAL_COMPARISON Why Frameworks Look Alike Underneath (L15); Primitive 4 --- Skills (L204); What to Look For When You Read Part II (L396) AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 Frozen v6 node W157 summary/contribution and limitation Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. NO x07342 comparison "ND-614f88fbdd8727f5" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON Why Frameworks Look Alike Underneath (L15); Primitive 4 --- Skills (L204); What to Look For When You Read Part II (L396) AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07343 comparison "ND-267069bfba9b5fb6" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda P077: Developer accounts and maintainer interviews examine internal MCP adoption, debugging, legacy systems and tool-interface design. ND_EDITORIAL_COMPARISON Why Frameworks Look Alike Underneath (L15); Primitive 4 --- Skills (L204); What to Look For When You Read Part II (L396) AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 Frozen v6 node P077 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07344 comparison "ND-54208ed801425feb" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Why Frameworks Look Alike Underneath (L15); Primitive 4 --- Skills (L204); What to Look For When You Read Part II (L396) AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x07345 comparison "ND-6aeb8ebc8092dfa6" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I framework vengono scomposti in istruzioni, prompt, agenti e skill su diversi substrati. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Why Frameworks Look Alike Underneath (L15); Primitive 4 --- Skills (L204); What to Look For When You Read Part II (L396) AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07346 provenance "ND-0d3e480482739af2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 18 x07347 provenance "ND-1f8439292f33742c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 23 x07348 provenance "ND-d3e999643bde1264" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 365 x07349 provenance "ND-4517683f4d67d13d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 423 x07350 provenance "ND-67ae6a092cd1eb40" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ecosystem. ch:ecosystem ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 18 x07351 provenance "ND-22e4e2533fb3805d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ecosystem. ch:ecosystem ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 23 x07352 provenance "ND-b65708f122041f9a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 211 x07353 provenance "ND-b3c037f9623816de" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 214 x07354 provenance "ND-dca42c914a3d7aa4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:agent-skills. sec:agent-skills ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 214 x07355 provenance "ND-5a02638728ff35cf" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:adapters. sec:adapters ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 288 x07356 provenance "ND-194d212a66429b1d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:six-principles. sec:six-principles ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 325 x07357 provenance "ND-8fc1e88eb6f5ddfd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 325 x07358 provenance "ND-cebbee13de4f289a" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il contesto statico viene specializzato in struttura e contenuto delle specifiche. Ancoraggi sorgente: Why Frameworks Look Alike Underneath (L15); Primitive 3 --- Agents (L152); Where the Primitives Live in the Three Big Harnesses (L285); What to Look For When You Read Part II (L396). Destinazione: Static Context Engineering: Teaching AI About Your Project (L2) ND_SPECIALIZES AI_SDD_ENG_V2/chapters/chapter03_anatomy.tex 15 x07359 provenance "V11-ad6d3490358b337a0bd17015" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07360 provenance "ND-62f0523b54ecdf24" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 1 x07361 classification "ND-db95ea453eb8da95" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’ecosistema viene organizzato in famiglie e scelte di progettazione. Ancoraggi: Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); Framework Profiles (L117); How to Read Part II (L196) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 x07362 classification "ND-6fe81cc06681e554" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’ecosistema viene organizzato in famiglie e scelte di progettazione. Ancoraggi: Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); Framework Profiles (L117); How to Read Part II (L196) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 x07363 classification "ND-1e77ee6484e12f9e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’ecosistema viene organizzato in famiglie e scelte di progettazione. Ancoraggi: Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); Framework Profiles (L117); How to Read Part II (L196) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 x07364 classification "ND-9adb6a7b3447a555" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’ecosistema viene organizzato in famiglie e scelte di progettazione. Ancoraggi: Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); Framework Profiles (L117); How to Read Part II (L196) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 x07365 classification "ND-0f8e45598042677f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo presenta profili dei framework, una tassonomia e una tesi di convergenza, orientando il lettore prima dei confronti dettagliati. Ancoraggi: Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); Framework Profiles (L117); How to Read Part II (L196) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 x07366 classification "ND-26d51fea8e72fea4" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo presenta profili dei framework, una tassonomia e una tesi di convergenza, orientando il lettore prima dei confronti dettagliati. Ancoraggi: Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); Framework Profiles (L117); How to Read Part II (L196) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 x07367 classification "ND-8bddb570884a0944" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo presenta profili dei framework, una tassonomia e una tesi di convergenza, orientando il lettore prima dei confronti dettagliati. Ancoraggi: Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); Framework Profiles (L117); How to Read Part II (L196) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 x07368 mapping "ND-215f03aba276a4dd" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’ecosistema viene organizzato in famiglie e scelte di progettazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 x07369 mapping "ND-fe9ffcea397fc046" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’ecosistema viene organizzato in famiglie e scelte di progettazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 x07370 mapping "ND-9426b4fd8a7e9b62" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’ecosistema viene organizzato in famiglie e scelte di progettazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 x07371 comparison "ND-5469267ce75a6298" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’ecosistema viene organizzato in famiglie e scelte di progettazione. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); How to Read Part II (L196) AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x07372 comparison "ND-062d850daef5b467" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’ecosistema viene organizzato in famiglie e scelte di progettazione. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); How to Read Part II (L196) AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07373 comparison "ND-0e361f2cf3af8143" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’ecosistema viene organizzato in famiglie e scelte di progettazione. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda P085: Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. ND_EDITORIAL_COMPARISON Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); How to Read Part II (L196) AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 Frozen v6 node P085 summary/contribution and limitation Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07374 comparison "ND-65bb037a18abf3b0" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’ecosistema viene organizzato in famiglie e scelte di progettazione. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); How to Read Part II (L196) AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x07375 comparison "ND-b316816f5688fe44" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’ecosistema viene organizzato in famiglie e scelte di progettazione. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Why the Ecosystem Fragmented (L16); The Four Must-Know Frameworks (L112); How to Read Part II (L196) AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 16 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07376 provenance "ND-7d1a3c6a298a6dcf" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 11 x07377 provenance "ND-6f75044f9ae4978f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 226 x07378 provenance "ND-69a014932b9d97e9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:anatomy. ch:anatomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 11 x07379 provenance "ND-0ba2211a2549b222" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:anatomy. ch:anatomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 226 x07380 provenance "ND-0b6a602b063ee315" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:adoption-grid. sec:adoption-grid ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 114 x07381 provenance "ND-612cf984e4bf2457" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:boundaries. ch:boundaries ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 207 x07382 provenance "ND-5c0e029228c01f65" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 133 x07383 provenance "ND-35034428d17fd444" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 134 x07384 provenance "ND-5c6431e42bcdad79" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 207 x07385 provenance "ND-56e450887500da83" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 135 x07386 provenance "ND-4752f94350ddc4e8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 136 x07387 provenance "ND-45acddc810314148" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 207 x07388 provenance "ND-a44f8169702b0a54" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestrators. ch:orchestrators ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 137 x07389 provenance "ND-06028b6d9c05258a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestrators. ch:orchestrators ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 138 x07390 provenance "ND-ce12f9545708c2ff" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestrators. ch:orchestrators ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 207 x07391 provenance "ND-770f095b616b5dfb" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 139 x07392 provenance "ND-1008136ce934f2de" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 140 x07393 provenance "ND-0c80867ee1ef861c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 141 x07394 provenance "ND-4c200a61f7aa3b40" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 142 x07395 provenance "ND-a9d4bd2c537871e3" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 143 x07396 provenance "ND-39b1dd2c4002f8bf" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 207 x07397 provenance "ND-deed30ba7ce37bd8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 155 x07398 provenance "ND-4235dcd40bcf271c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 203 x07399 provenance "ND-316049bf3c45849f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter04_ecosystem.tex 207 x07400 provenance "V11-4a96e9d31064c2bf82176d72" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07401 provenance "ND-ce48f6ebb41f1663" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 1 x07402 classification "ND-2bc6e503c7cc41d8" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo. Ancoraggi: The Lightweight Philosophy (L16); GSD v1 --- Action-Oriented Protocol (L33); Field-Test Simulation: JWT Authentication (L203); Lessons for Your Practice (L241) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 16 x07403 classification "ND-f7c91e600423d71e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo. Ancoraggi: The Lightweight Philosophy (L16); GSD v1 --- Action-Oriented Protocol (L33); Field-Test Simulation: JWT Authentication (L203); Lessons for Your Practice (L241) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 16 x07404 classification "ND-c25e3dc6981a7f9b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo. Ancoraggi: The Lightweight Philosophy (L16); GSD v1 --- Action-Oriented Protocol (L33); Field-Test Simulation: JWT Authentication (L203); Lessons for Your Practice (L241) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 16 x07405 classification "ND-4d9a187410dd0f4a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il confronto combina workflow leggeri, evoluzione strutturata e una simulazione di autenticazione JWT per rendere visibili artefatti e transizioni. Ancoraggi: The Lightweight Philosophy (L16); GSD v1 --- Action-Oriented Protocol (L33); Field-Test Simulation: JWT Authentication (L203); Lessons for Your Practice (L241) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 16 x07406 classification "ND-1894152b47442d77" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il confronto combina workflow leggeri, evoluzione strutturata e una simulazione di autenticazione JWT per rendere visibili artefatti e transizioni. Ancoraggi: The Lightweight Philosophy (L16); GSD v1 --- Action-Oriented Protocol (L33); Field-Test Simulation: JWT Authentication (L203); Lessons for Your Practice (L241) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 16 x07407 classification "ND-f733d7031a52ec1e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il confronto combina workflow leggeri, evoluzione strutturata e una simulazione di autenticazione JWT per rendere visibili artefatti e transizioni. Ancoraggi: The Lightweight Philosophy (L16); GSD v1 --- Action-Oriented Protocol (L33); Field-Test Simulation: JWT Authentication (L203); Lessons for Your Practice (L241) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 16 x07408 classification "ND-c83c84e57bfb7941" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il confronto combina workflow leggeri, evoluzione strutturata e una simulazione di autenticazione JWT per rendere visibili artefatti e transizioni. Ancoraggi: The Lightweight Philosophy (L16); GSD v1 --- Action-Oriented Protocol (L33); Field-Test Simulation: JWT Authentication (L203); Lessons for Your Practice (L241) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 16 x07409 mapping "ND-7da64ccd19893148" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 16 x07410 mapping "ND-d5e69f1c2ce079bf" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 16 x07411 comparison "ND-81a5b2e16160f16e" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON What Changed from GSD v1 (L159) AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 159 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07412 comparison "ND-182f7d507c7f1072" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON What Changed from GSD v1 (L159) AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 159 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07413 comparison "ND-56fd8ae59b04d2f4" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON What Changed from GSD v1 (L159) AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 159 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07414 comparison "ND-c005d15b02fd7fab" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda W191: Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. ND_EDITORIAL_COMPARISON The Lightweight Philosophy (L16); GSD-2 --- Structured Evolution (L145); Lessons for Your Practice (L241) AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 16 Frozen v6 node W191 summary/contribution and limitation Failure coding depends on visible GitHub information; shared AIDev sample. NO x07415 comparison "ND-69a7baa3a47da373" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: GSD v1 e GSD-2 rappresentano due modi di ottenere disciplina con poco processo. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda O010: Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. ND_EDITORIAL_COMPARISON The Lightweight Philosophy (L16); GSD-2 --- Structured Evolution (L145); Lessons for Your Practice (L241) AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 16 Frozen v6 node O010 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07416 provenance "ND-90623f29498c811d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 44 x07417 provenance "ND-93e2d58b3a2f1fc9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 126 x07418 provenance "ND-23df7f286a1b0699" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter05_gsd.tex 156 x07419 provenance "V11-d466fbc9528993c89a4b9db1" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07420 provenance "ND-a14ba46ffca3195f" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 1 x07421 classification "ND-7af92258b411b4a3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Spec Kit e OpenSpec affrontano specificazione e cambiamento brownfield con strutture diverse. Ancoraggi: Spec Kit --- The Specification Toolchain (L23); Spec Kit vs.\ OpenSpec: A Direct Comparison (L496); The Clarify-Before-Plan Pattern (L585); Lessons for Your Practice (L766) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 23 x07422 classification "ND-52966cc95a320931" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Spec Kit e OpenSpec affrontano specificazione e cambiamento brownfield con strutture diverse. Ancoraggi: Spec Kit --- The Specification Toolchain (L23); Spec Kit vs.\ OpenSpec: A Direct Comparison (L496); The Clarify-Before-Plan Pattern (L585); Lessons for Your Practice (L766) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 23 x07423 classification "ND-042683de4b2869ea" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Spec Kit e OpenSpec affrontano specificazione e cambiamento brownfield con strutture diverse. Ancoraggi: Spec Kit --- The Specification Toolchain (L23); Spec Kit vs.\ OpenSpec: A Direct Comparison (L496); The Clarify-Before-Plan Pattern (L585); Lessons for Your Practice (L766) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 23 x07424 classification "ND-da8601e0734a0e1e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo compara toolchain, delta specification, chiarimento prima del piano e una simulazione JWT, esplicitando trade-off e scelte di design. Ancoraggi: Spec Kit --- The Specification Toolchain (L23); Spec Kit vs.\ OpenSpec: A Direct Comparison (L496); The Clarify-Before-Plan Pattern (L585); Lessons for Your Practice (L766) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 23 x07425 classification "ND-18fb5907b90829ce" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo compara toolchain, delta specification, chiarimento prima del piano e una simulazione JWT, esplicitando trade-off e scelte di design. Ancoraggi: Spec Kit --- The Specification Toolchain (L23); Spec Kit vs.\ OpenSpec: A Direct Comparison (L496); The Clarify-Before-Plan Pattern (L585); Lessons for Your Practice (L766) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 23 x07426 classification "ND-d5bca46dbd5aa4d9" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo compara toolchain, delta specification, chiarimento prima del piano e una simulazione JWT, esplicitando trade-off e scelte di design. Ancoraggi: Spec Kit --- The Specification Toolchain (L23); Spec Kit vs.\ OpenSpec: A Direct Comparison (L496); The Clarify-Before-Plan Pattern (L585); Lessons for Your Practice (L766) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 23 x07427 mapping "ND-a0aa897435b9a812" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Spec Kit e OpenSpec affrontano specificazione e cambiamento brownfield con strutture diverse. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 23 x07428 mapping "ND-86c6711ce6be09de" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Spec Kit e OpenSpec affrontano specificazione e cambiamento brownfield con strutture diverse. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 23 x07429 comparison "ND-1d18584a88e32794" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Spec Kit e OpenSpec affrontano specificazione e cambiamento brownfield con strutture diverse. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Workflow Schemas, Not a Public Interchange Schema (L394); The Six Phases on a Real Feature (L542); Key Insight: What Changed Compared to GSD Workflow (L556) AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 394 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07430 comparison "ND-f4f687b320995be3" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Spec Kit e OpenSpec affrontano specificazione e cambiamento brownfield con strutture diverse. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Workflow Schemas, Not a Public Interchange Schema (L394); The Six Phases on a Real Feature (L542); Key Insight: What Changed Compared to GSD Workflow (L556) AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 394 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07431 comparison "ND-6cde901ae1f4123e" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Spec Kit e OpenSpec affrontano specificazione e cambiamento brownfield con strutture diverse. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Workflow Schemas, Not a Public Interchange Schema (L394); The Six Phases on a Real Feature (L542); Key Insight: What Changed Compared to GSD Workflow (L556) AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 394 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07432 comparison "ND-345ed22331bdb61c" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Spec Kit e OpenSpec affrontano specificazione e cambiamento brownfield con strutture diverse. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Spec Kit --- The Specification Toolchain (L23); The [NEEDS CLARIFICATION] System (L85); speckit.constitution --- Project Governance Foundation (L99) AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 23 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07433 provenance "ND-414737c7c2f9222f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:speckit. app:speckit ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 27 x07434 provenance "ND-9b9144accdabffe4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:speckit. app:speckit ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 38 x07435 provenance "ND-3c4af6c6440c83a6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:speckit. app:speckit ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 288 x07436 provenance "ND-83a8c90b7fc4034d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 38 x07437 provenance "ND-6355edb4e015813b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 38 x07438 provenance "ND-1318e17de76ac7ea" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:templates. app:templates ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 173 x07439 provenance "ND-1a51e1f02b5093b1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:constitution. sec:constitution ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 257 x07440 provenance "ND-e5360a059aa96af4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:gates9. sec:gates9 ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 257 x07441 provenance "ND-7a0a1a2b73f1bdb2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 352 x07442 provenance "ND-386868291c2e3d10" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:boundaries. ch:boundaries ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 257 x07443 provenance "ND-aefe0ed8d4708c43" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:boundaries. ch:boundaries ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 768 x07444 provenance "ND-dfd0694c7be49701" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 502 x07445 provenance "ND-6fe4e292087b8c2b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 539 x07446 provenance "ND-5bb244e08b4c250c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 558 x07447 provenance "ND-393af632f10a428c" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Espande il toolkit originario con confronto dedicato Spec Kit/OpenSpec. Ancoraggi sorgente: Spec Kit --- The Specification Toolchain (L23); Spec Kit vs.\ OpenSpec: A Direct Comparison (L496); The Clarify-Before-Plan Pattern (L585); Lessons for Your Practice (L766). Destinazione: Introducing Spec Kit (L20); Installation and Setup (L80); The Artifact Structure (L301); Quick Walkthrough (L566) ND_EXPANDS_EARLIER_TREATMENT AI_SDD_ENG_V2/chapters/chapter06_spectools.tex 23 x07448 provenance "V11-02e4cff8b590211b87c089d2" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07449 provenance "ND-f522d63b330b2384" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 1 x07450 classification "ND-acbff3285d5c06f0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Ancoraggi: The Orchestration Problem (L20); AI-RPI Protocol --- Adaptive Research--Plan--Implement Discipline (L322); The Handoff Problem (L422); Lessons for Your Practice (L487) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07451 classification "ND-e9a4abf60ff8e48a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Ancoraggi: The Orchestration Problem (L20); AI-RPI Protocol --- Adaptive Research--Plan--Implement Discipline (L322); The Handoff Problem (L422); Lessons for Your Practice (L487) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07452 classification "ND-d54c2281c2df5e67" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Ancoraggi: The Orchestration Problem (L20); AI-RPI Protocol --- Adaptive Research--Plan--Implement Discipline (L322); The Handoff Problem (L422); Lessons for Your Practice (L487) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07453 classification "ND-b9b043ea743167ab" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Ancoraggi: The Orchestration Problem (L20); AI-RPI Protocol --- Adaptive Research--Plan--Implement Discipline (L322); The Handoff Problem (L422); Lessons for Your Practice (L487) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07454 classification "ND-edbb03e1d5f026f8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo distingue persona e ruolo, orchestrazione agile e protocollo Research–Plan–Implement, usando una simulazione di progettazione di microservizio. Ancoraggi: The Orchestration Problem (L20); AI-RPI Protocol --- Adaptive Research--Plan--Implement Discipline (L322); The Handoff Problem (L422); Lessons for Your Practice (L487) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07455 classification "ND-00174d249cd22c58" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo distingue persona e ruolo, orchestrazione agile e protocollo Research–Plan–Implement, usando una simulazione di progettazione di microservizio. Ancoraggi: The Orchestration Problem (L20); AI-RPI Protocol --- Adaptive Research--Plan--Implement Discipline (L322); The Handoff Problem (L422); Lessons for Your Practice (L487) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07456 classification "ND-d4dc9dc265e503a3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo distingue persona e ruolo, orchestrazione agile e protocollo Research–Plan–Implement, usando una simulazione di progettazione di microservizio. Ancoraggi: The Orchestration Problem (L20); AI-RPI Protocol --- Adaptive Research--Plan--Implement Discipline (L322); The Handoff Problem (L422); Lessons for Your Practice (L487) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07457 classification "ND-9727698f657290c0" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo distingue persona e ruolo, orchestrazione agile e protocollo Research–Plan–Implement, usando una simulazione di progettazione di microservizio. Ancoraggi: The Orchestration Problem (L20); AI-RPI Protocol --- Adaptive Research--Plan--Implement Discipline (L322); The Handoff Problem (L422); Lessons for Your Practice (L487) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07458 classification "ND-23fc9bfd42815150" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo distingue persona e ruolo, orchestrazione agile e protocollo Research–Plan–Implement, usando una simulazione di progettazione di microservizio. Ancoraggi: The Orchestration Problem (L20); AI-RPI Protocol --- Adaptive Research--Plan--Implement Discipline (L322); The Handoff Problem (L422); Lessons for Your Practice (L487) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07459 mapping "ND-e4a437c3d8999fad" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07460 mapping "ND-080f199f124718f4" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07461 mapping "ND-8ba02f05765c5033" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 x07462 comparison "ND-0ea51595b295177e" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON The Orchestration Problem (L20); BMAD Method --- Agile AI Orchestration (L76); What the Orchestration Added, and What It Cost (L482) AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x07463 comparison "ND-88af9b7570171689" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON The Orchestration Problem (L20); BMAD Method --- Agile AI Orchestration (L76); What the Orchestration Added, and What It Cost (L482) AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x07464 comparison "ND-bf0d7b50c6534fe5" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda P070: Discusses concurrent coding-agent workflows through practitioner accounts, contrasting parallel task execution with the serial attention needed to review and land changes. ND_EDITORIAL_COMPARISON The Orchestration Problem (L20); BMAD Method --- Agile AI Orchestration (L76); What the Orchestration Added, and What It Cost (L482) AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 20 Frozen v6 node P070 summary/contribution and limitation Excerpt of Pulse #149; shares that issue, not the content of the separate interview-comparison article. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. The public account explicitly reuses the Sid Bidasaria conversation reported in P062. It is a different article, not independent interview evidence. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07465 comparison "ND-e76b8f4305ee873f" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Phase Gates (L234) AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 234 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07466 comparison "ND-d6489fa1317a8d33" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: BMAD e AI-RPI mostrano due filosofie di coordinamento e handoff. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Phase Gates (L234) AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 234 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07467 provenance "ND-1d39800ba3a12622" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 89 x07468 provenance "ND-c9e4f828b1551237" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 333 x07469 provenance "ND-a8d772f016c01cf7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:adaptive-ceremony. sec:adaptive-ceremony ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 402 x07470 provenance "ND-b4d565dc13275076" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 89 x07471 provenance "ND-ac4911d3187b61b1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 333 x07472 provenance "ND-4398269f0d180bb8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 433 x07473 provenance "ND-319d0fe4a5d80eb2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label fig:adversarial. fig:adversarial ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter07_orchestrators.tex 433 x07474 provenance "V11-8da93d46418975b8381d11c0" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07475 provenance "ND-2f989a28a08501a2" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 1 x07476 classification "ND-a9ee4fe38a67d5f3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Ancoraggi: The Autonomy Spectrum (L20); Karpathy-Inspired Skills --- Behavioral Discipline (L257); AIDD --- Architecture-Decision-Driven Backend Pipeline (L426); Lessons for Your Practice (L581) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07477 classification "ND-c965e7b80f43bdc6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Ancoraggi: The Autonomy Spectrum (L20); Karpathy-Inspired Skills --- Behavioral Discipline (L257); AIDD --- Architecture-Decision-Driven Backend Pipeline (L426); Lessons for Your Practice (L581) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07478 classification "ND-f42c854831414a49" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Ancoraggi: The Autonomy Spectrum (L20); Karpathy-Inspired Skills --- Behavioral Discipline (L257); AIDD --- Architecture-Decision-Driven Backend Pipeline (L426); Lessons for Your Practice (L581) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07479 classification "ND-0bc7bce10fc1385f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ralph Copilot, Spec Loop Engine, skill ispirate a Karpathy, Agent Skills e AIDD sono letti attraverso autonomia, vincoli e una simulazione di implementazione. Ancoraggi: The Autonomy Spectrum (L20); Karpathy-Inspired Skills --- Behavioral Discipline (L257); AIDD --- Architecture-Decision-Driven Backend Pipeline (L426); Lessons for Your Practice (L581) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07480 classification "ND-094dc49fe07f7502" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ralph Copilot, Spec Loop Engine, skill ispirate a Karpathy, Agent Skills e AIDD sono letti attraverso autonomia, vincoli e una simulazione di implementazione. Ancoraggi: The Autonomy Spectrum (L20); Karpathy-Inspired Skills --- Behavioral Discipline (L257); AIDD --- Architecture-Decision-Driven Backend Pipeline (L426); Lessons for Your Practice (L581) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07481 classification "ND-8f5b9a5d898b7e9d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ralph Copilot, Spec Loop Engine, skill ispirate a Karpathy, Agent Skills e AIDD sono letti attraverso autonomia, vincoli e una simulazione di implementazione. Ancoraggi: The Autonomy Spectrum (L20); Karpathy-Inspired Skills --- Behavioral Discipline (L257); AIDD --- Architecture-Decision-Driven Backend Pipeline (L426); Lessons for Your Practice (L581) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07482 classification "ND-820a770b037bacdd" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ralph Copilot, Spec Loop Engine, skill ispirate a Karpathy, Agent Skills e AIDD sono letti attraverso autonomia, vincoli e una simulazione di implementazione. Ancoraggi: The Autonomy Spectrum (L20); Karpathy-Inspired Skills --- Behavioral Discipline (L257); AIDD --- Architecture-Decision-Driven Backend Pipeline (L426); Lessons for Your Practice (L581) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07483 classification "ND-529e22092ee9efc9" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ralph Copilot, Spec Loop Engine, skill ispirate a Karpathy, Agent Skills e AIDD sono letti attraverso autonomia, vincoli e una simulazione di implementazione. Ancoraggi: The Autonomy Spectrum (L20); Karpathy-Inspired Skills --- Behavioral Discipline (L257); AIDD --- Architecture-Decision-Driven Backend Pipeline (L426); Lessons for Your Practice (L581) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07484 mapping "ND-8d3dc4a0294000bf" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07485 mapping "ND-a9d4fea228a70edf" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07486 mapping "ND-688799f25c6be98c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07487 comparison "ND-2bfe3f70df155d72" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON Ralph Copilot --- The Autonomous Agent Loop (L43); From Human-in-Loop to Fully Autonomous (L22); The Agent Loop: Read $ $ Pick $ $ Execute $ $ Write $ $ Stop (L87) AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 43 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x07488 comparison "ND-8ac3f836e9c0212e" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON Ralph Copilot --- The Autonomous Agent Loop (L43); From Human-in-Loop to Fully Autonomous (L22); The Agent Loop: Read $ $ Pick $ $ Execute $ $ Write $ $ Stop (L87) AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 43 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x07489 comparison "ND-f7077eb2b4e74817" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda P110: Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. ND_EDITORIAL_COMPARISON Ralph Copilot --- The Autonomous Agent Loop (L43); From Human-in-Loop to Fully Autonomous (L22); The Agent Loop: Read $ $ Pick $ $ Execute $ $ Write $ $ Stop (L87) AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 43 Frozen v6 node P110 summary/contribution and limitation P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07490 comparison "ND-89a683783a093e22" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda W191: Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. ND_EDITORIAL_COMPARISON The Autonomy Spectrum (L20); From Human-in-Loop to Fully Autonomous (L22); Why Fully Autonomous Is Not the Goal (L26) AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 Frozen v6 node W191 summary/contribution and limitation Failure coding depends on visible GitHub information; shared AIDev sample. NO x07491 comparison "ND-870e94ba06d3edcb" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda O010: Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. ND_EDITORIAL_COMPARISON The Autonomy Spectrum (L20); From Human-in-Loop to Fully Autonomous (L22); Why Fully Autonomous Is Not the Goal (L26) AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 Frozen v6 node O010 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07492 comparison "ND-7a382a5b43a5c055" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Five Distinguishing Patterns (L449); Ralph Copilot Workflow (L491); Lessons for Your Practice (L581) AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 449 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x07493 comparison "ND-edc6de123ea8e614" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Loop autonomi e disciplina comportamentale sono componenti da comporre, non alternative equivalenti. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Five Distinguishing Patterns (L449); Ralph Copilot Workflow (L491); Lessons for Your Practice (L581) AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 449 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07494 provenance "ND-22a8f0566ec0137b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 54 x07495 provenance "ND-88cfe960ca2fad97" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 162 x07496 provenance "ND-921f49dfb2b84a0c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:one-item-per-cycle. sec:one-item-per-cycle ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 166 x07497 provenance "ND-76fa5e5c7c94c0f2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:evidence-packs. sec:evidence-packs ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 170 x07498 provenance "ND-1131e1726987e044" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 192 x07499 provenance "ND-5036e0ea62155975" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 58 x07500 provenance "ND-8e9ac914e56a2c74" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 196 x07501 provenance "ND-8056ec4fdacebee3" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 300 x07502 provenance "ND-a34408751f7533bc" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 415 x07503 provenance "ND-295dae1ca1662b2b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 95 x07504 provenance "ND-76e708c1882e2a25" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 192 x07505 provenance "ND-c0e904b5397f2579" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 268 x07506 provenance "ND-fb5e4c5ce93969ec" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:anti-sycophancy-p123. sec:anti-sycophancy-p123 ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 339 x07507 provenance "ND-d0d3f7533040667a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:anti-sycophancy-p123. sec:anti-sycophancy-p123 ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 349 x07508 provenance "ND-1ff028294a0f7589" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:anatomy. ch:anatomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 355 x07509 provenance "ND-6b18e4b2d1492db9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 368 x07510 dependency "ND-4820ac2a0be29568" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Descrizione comparativa degli strumenti autonomi e spiegazione estesa del medesimo pattern Ralph; nessuna cronologia inferita. Ancoraggi sorgente: The Autonomy Spectrum (L20); Karpathy-Inspired Skills --- Behavioral Discipline (L257); AIDD --- Architecture-Decision-Driven Backend Pipeline (L426); Lessons for Your Practice (L581). Destinazione: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_SHARED_METHOD_DIFFERENT_SCOPE AI_SDD_ENG_V2/chapters/chapter08_autonomous.tex 20 x07511 provenance "V11-5c981afdaaf8aa2bbb611536" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07512 provenance "ND-b1940399d7080232" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 1 x07513 classification "ND-1df4f4557716f9c1" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Ancoraggi: The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); Thematic Deep-Dives (L429); The Divergence Map: Four Irreducible Philosophical Splits (L575) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07514 classification "ND-826dd30bd0fb11f8" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Ancoraggi: The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); Thematic Deep-Dives (L429); The Divergence Map: Four Irreducible Philosophical Splits (L575) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07515 classification "ND-1d3dccc12f367f10" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Ancoraggi: The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); Thematic Deep-Dives (L429); The Divergence Map: Four Irreducible Philosophical Splits (L575) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07516 classification "ND-3800c590212c5b6c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Ancoraggi: The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); Thematic Deep-Dives (L429); The Divergence Map: Four Irreducible Philosophical Splits (L575) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07517 classification "ND-4e4eefa2a39ea924" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tabella di confronto, mappe strategiche e quattro divergenze filosofiche organizzano le scelte senza limitarsi a elencare funzionalità. Ancoraggi: The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); Thematic Deep-Dives (L429); The Divergence Map: Four Irreducible Philosophical Splits (L575) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07518 classification "ND-95fe407e0a3df7dc" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tabella di confronto, mappe strategiche e quattro divergenze filosofiche organizzano le scelte senza limitarsi a elencare funzionalità. Ancoraggi: The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); Thematic Deep-Dives (L429); The Divergence Map: Four Irreducible Philosophical Splits (L575) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07519 classification "ND-a141e902e754d387" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tabella di confronto, mappe strategiche e quattro divergenze filosofiche organizzano le scelte senza limitarsi a elencare funzionalità. Ancoraggi: The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); Thematic Deep-Dives (L429); The Divergence Map: Four Irreducible Philosophical Splits (L575) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07520 classification "ND-b8263f3ce0ea0720" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tabella di confronto, mappe strategiche e quattro divergenze filosofiche organizzano le scelte senza limitarsi a elencare funzionalità. Ancoraggi: The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); Thematic Deep-Dives (L429); The Divergence Map: Four Irreducible Philosophical Splits (L575) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07521 mapping "ND-2b3ba4dc5c62ea01" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07522 mapping "ND-2cbf55f1eab3e46f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07523 mapping "ND-871c5f511bbcffb1" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07524 comparison "ND-43de2a964aabb7ec" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); The Divergence Map: Four Irreducible Philosophical Splits (L575) AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x07525 comparison "ND-fe5e082d2eaddcf6" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); The Divergence Map: Four Irreducible Philosophical Splits (L575) AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07526 comparison "ND-6d14c5711a6001d3" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda P085: Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. ND_EDITORIAL_COMPARISON The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); The Divergence Map: Four Irreducible Philosophical Splits (L575) AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 Frozen v6 node P085 summary/contribution and limitation Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07527 comparison "ND-32020cde21dc2e6e" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda W059: Larger generated outputs are associated with coupling and architectural smells even when tests pass. ND_EDITORIAL_COMPARISON The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); The Divergence Map: Four Irreducible Philosophical Splits (L575) AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 Frozen v6 node W059 summary/contribution and limitation Small smell counts; correlation with LOC not a causal law. NO x07528 comparison "ND-ff217ff3ec88c9f8" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Dodici dimensioni rendono espliciti convergenze e disaccordi fra framework. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda O007: Quality assurance for generated code increasingly depends on repeatable harness checks, not only manual inspection or agent opinion. ND_EDITORIAL_COMPARISON The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); The Divergence Map: Four Irreducible Philosophical Splits (L575) AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 Frozen v6 node O007 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07529 provenance "ND-6d68a267495aab97" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 28 x07530 provenance "ND-2f75ad4311f2984f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:gates9. sec:gates9 ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 457 x07531 provenance "ND-070b3989504fddf2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 33 x07532 provenance "ND-757adea908f8bdc9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 33 x07533 provenance "ND-c0a1b859e32b6b9b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 81 x07534 provenance "ND-6c0a0707f94767e9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:convergence. tab:convergence ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 570 x07535 provenance "ND-ad923db6b6b18f58" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Sostituisce il semplice elenco di strumenti con dimensioni e famiglie di confronto. Ancoraggi sorgente: The Twelve Core Comparison Dimensions (L20); Strategic Maps: Three Magic Quadrants (L171); Thematic Deep-Dives (L429); The Divergence Map: Four Irreducible Philosophical Splits (L575). Destinazione: Introducing Spec Kit (L20); Installation and Setup (L80); The Artifact Structure (L301); Quick Walkthrough (L566) ND_EXPANDS_EARLIER_TREATMENT AI_SDD_ENG_V2/chapters/chapter09_comparison.tex 20 x07536 provenance "V11-ce062f7a58ff1f92262d94c0" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07537 provenance "ND-f32901ea8d740f66" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 1 x07538 classification "ND-9b8c0aec15e3a8a6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il framework adatto è quello con rigore sufficiente e costo proporzionato. Ancoraggi: The Three Tiers of Rigor (L20); Eight Anti-Patterns from the Wild (L198); What an Ideal Framework Would Combine (L304); Design Boundaries of Enterprise SDD (L363) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 20 x07539 classification "ND-6527fe6bfc5d508c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il framework adatto è quello con rigore sufficiente e costo proporzionato. Ancoraggi: The Three Tiers of Rigor (L20); Eight Anti-Patterns from the Wild (L198); What an Ideal Framework Would Combine (L304); Design Boundaries of Enterprise SDD (L363) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 20 x07540 classification "ND-0b879db73cf37215" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il framework adatto è quello con rigore sufficiente e costo proporzionato. Ancoraggi: The Three Tiers of Rigor (L20); Eight Anti-Patterns from the Wild (L198); What an Ideal Framework Would Combine (L304); Design Boundaries of Enterprise SDD (L363) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 20 x07541 classification "ND-422e9a88e52509d2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il framework adatto è quello con rigore sufficiente e costo proporzionato. Ancoraggi: The Three Tiers of Rigor (L20); Eight Anti-Patterns from the Wild (L198); What an Ideal Framework Would Combine (L304); Design Boundaries of Enterprise SDD (L363) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 20 x07542 classification "ND-d4e2c43947a4122e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tre livelli di rigore, griglia di adozione, antipattern, migrazione e complementarità definiscono confini per evitare accumulo indiscriminato di meccanismi. Ancoraggi: The Three Tiers of Rigor (L20); Eight Anti-Patterns from the Wild (L198); What an Ideal Framework Would Combine (L304); Design Boundaries of Enterprise SDD (L363) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 20 x07543 classification "ND-34d4bd16f6ababf0" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tre livelli di rigore, griglia di adozione, antipattern, migrazione e complementarità definiscono confini per evitare accumulo indiscriminato di meccanismi. Ancoraggi: The Three Tiers of Rigor (L20); Eight Anti-Patterns from the Wild (L198); What an Ideal Framework Would Combine (L304); Design Boundaries of Enterprise SDD (L363) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 20 x07544 classification "ND-d1489110680ccfda" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tre livelli di rigore, griglia di adozione, antipattern, migrazione e complementarità definiscono confini per evitare accumulo indiscriminato di meccanismi. Ancoraggi: The Three Tiers of Rigor (L20); Eight Anti-Patterns from the Wild (L198); What an Ideal Framework Would Combine (L304); Design Boundaries of Enterprise SDD (L363) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 20 x07545 classification "ND-3f94b26e6150ee4d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tre livelli di rigore, griglia di adozione, antipattern, migrazione e complementarità definiscono confini per evitare accumulo indiscriminato di meccanismi. Ancoraggi: The Three Tiers of Rigor (L20); Eight Anti-Patterns from the Wild (L198); What an Ideal Framework Would Combine (L304); Design Boundaries of Enterprise SDD (L363) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 20 x07546 mapping "ND-225952a81c792bdb" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il framework adatto è quello con rigore sufficiente e costo proporzionato. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 20 x07547 mapping "ND-f18daf86f2e1634d" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il framework adatto è quello con rigore sufficiente e costo proporzionato. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 20 x07548 comparison "ND-424a20c5518cdeb2" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il framework adatto è quello con rigore sufficiente e costo proporzionato. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON The Adoption Grid (L55) AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 55 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x07549 comparison "ND-1bc9b2ea610a071e" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il framework adatto è quello con rigore sufficiente e costo proporzionato. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON The Adoption Grid (L55) AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 55 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07550 comparison "ND-9a74824ffc6a87d9" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il framework adatto è quello con rigore sufficiente e costo proporzionato. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda P085: Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. ND_EDITORIAL_COMPARISON The Adoption Grid (L55) AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 55 Frozen v6 node P085 summary/contribution and limitation Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07551 comparison "ND-9e2e2b2f5e227c78" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il framework adatto è quello con rigore sufficiente e costo proporzionato. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Rejected: Autonomous code push without gate review. (L368); Rejected: Skippable gates. (L376) AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 368 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x07552 comparison "ND-4fec2a99e27b0a5e" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il framework adatto è quello con rigore sufficiente e costo proporzionato. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Rejected: Autonomous code push without gate review. (L368); Rejected: Skippable gates. (L376) AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 368 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07553 provenance "ND-75702361d0529f04" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 11 x07554 provenance "ND-73b74527beb3ef2c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 58 x07555 provenance "ND-2fcb3e8fcd2599e6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 130 x07556 provenance "ND-42736003a2d01d7c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 159 x07557 provenance "ND-f3b7b79872db108c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 251 x07558 provenance "ND-f08cd530c541e6cc" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 50 x07559 provenance "ND-c42a5e6e1751a98e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 85 x07560 provenance "ND-2a784a6ca26bc970" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 218 x07561 provenance "ND-e1db8db6071242a0" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 372 x07562 provenance "ND-747fcb1e8b84d94b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter10_boundaries.tex 401 x07563 provenance "V11-361b837ec1fd9dfa3761caac" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07564 provenance "ND-1432ac9d12f77caa" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 1 x07565 classification "ND-deb7f686dabb57da" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Enterprise SDD combina costituzione, architettura e progressione controllata. Ancoraggi: Five Days With Enterprise SDD (L28); Core Philosophy (L139); The Six-Phase Pipeline (L183); Constitution-Driven Development in Practice (L414) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 x07566 classification "ND-5f4dbf4fb5acef4f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Enterprise SDD combina costituzione, architettura e progressione controllata. Ancoraggi: Five Days With Enterprise SDD (L28); Core Philosophy (L139); The Six-Phase Pipeline (L183); Constitution-Driven Development in Practice (L414) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 x07567 classification "ND-178ab90309aa8892" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Enterprise SDD combina costituzione, architettura e progressione controllata. Ancoraggi: Five Days With Enterprise SDD (L28); Core Philosophy (L139); The Six-Phase Pipeline (L183); Constitution-Driven Development in Practice (L414) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 x07568 classification "ND-db8075eddeb6793e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo racconta la composizione del framework attraverso vincoli inviolabili, pipeline a sei fasi e gate, raccordando l’ecosistema alla proposta dell’autore. Ancoraggi: Five Days With Enterprise SDD (L28); Core Philosophy (L139); The Six-Phase Pipeline (L183); Constitution-Driven Development in Practice (L414) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 x07569 classification "ND-c0dfe2ca48f350de" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo racconta la composizione del framework attraverso vincoli inviolabili, pipeline a sei fasi e gate, raccordando l’ecosistema alla proposta dell’autore. Ancoraggi: Five Days With Enterprise SDD (L28); Core Philosophy (L139); The Six-Phase Pipeline (L183); Constitution-Driven Development in Practice (L414) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 x07570 classification "ND-bd54f8ac3faa4c3b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo racconta la composizione del framework attraverso vincoli inviolabili, pipeline a sei fasi e gate, raccordando l’ecosistema alla proposta dell’autore. Ancoraggi: Five Days With Enterprise SDD (L28); Core Philosophy (L139); The Six-Phase Pipeline (L183); Constitution-Driven Development in Practice (L414) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 x07571 classification "ND-8c22e0e13ef66175" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo racconta la composizione del framework attraverso vincoli inviolabili, pipeline a sei fasi e gate, raccordando l’ecosistema alla proposta dell’autore. Ancoraggi: Five Days With Enterprise SDD (L28); Core Philosophy (L139); The Six-Phase Pipeline (L183); Constitution-Driven Development in Practice (L414) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 x07572 classification "ND-106c9617351ddbf7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo racconta la composizione del framework attraverso vincoli inviolabili, pipeline a sei fasi e gate, raccordando l’ecosistema alla proposta dell’autore. Ancoraggi: Five Days With Enterprise SDD (L28); Core Philosophy (L139); The Six-Phase Pipeline (L183); Constitution-Driven Development in Practice (L414) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 x07573 mapping "ND-3cd034f1ba9ef2bb" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Enterprise SDD combina costituzione, architettura e progressione controllata. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 x07574 mapping "ND-d5e83d3d95cdd845" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Enterprise SDD combina costituzione, architettura e progressione controllata. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 x07575 mapping "ND-271a0ce30929ea91" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Enterprise SDD combina costituzione, architettura e progressione controllata. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 x07576 comparison "ND-261c099744b0ed6a" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Enterprise SDD combina costituzione, architettura e progressione controllata. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Gate-Enforced Progression (L166); The Gate Enforcement Model (L346); The asymmetry between Gate 4 and the others (L381) AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 166 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x07577 comparison "ND-047d3fc472c2553c" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Enterprise SDD combina costituzione, architettura e progressione controllata. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Gate-Enforced Progression (L166); The Gate Enforcement Model (L346); The asymmetry between Gate 4 and the others (L381) AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 166 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07578 comparison "ND-2b90632e20d1c1ad" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Enterprise SDD combina costituzione, architettura e progressione controllata. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda P119: A company-visit report describes Codex adoption, internal integrations and feedback loops extending into performance work and infrastructure. ND_EDITORIAL_COMPARISON Gate-Enforced Progression (L166); The Gate Enforcement Model (L346); The asymmetry between Gate 4 and the others (L381) AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 166 Frozen v6 node P119 summary/contribution and limitation Internal integrations, selected interviewees and unusually permissive token budgets limit transfer to other organizations. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07579 comparison "ND-7c40910aa7757841" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Enterprise SDD combina costituzione, architettura e progressione controllata. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda W059: Larger generated outputs are associated with coupling and architectural smells even when tests pass. ND_EDITORIAL_COMPARISON Five Days With Enterprise SDD (L28); Core Philosophy (L139); Constitution-Driven Development in Practice (L414) AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 Frozen v6 node W059 summary/contribution and limitation Small smell counts; correlation with LOC not a causal law. NO x07580 comparison "ND-dab7022557fa7bf5" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Enterprise SDD combina costituzione, architettura e progressione controllata. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda O007: Quality assurance for generated code increasingly depends on repeatable harness checks, not only manual inspection or agent opinion. ND_EDITORIAL_COMPARISON Five Days With Enterprise SDD (L28); Core Philosophy (L139); Constitution-Driven Development in Practice (L414) AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 28 Frozen v6 node O007 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07581 comparison "ND-8c34f1f6ee8fc011" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Enterprise SDD combina costituzione, architettura e progressione controllata. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Phase 1 --- Specification (L293) AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 293 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07582 comparison "ND-3934ebbd431fcf8b" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Enterprise SDD combina costituzione, architettura e progressione controllata. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Phase 1 --- Specification (L293) AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 293 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07583 provenance "ND-c587824ffb189a18" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 35 x07584 provenance "ND-757cfd76511231f8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 45 x07585 provenance "ND-675cfc5385e2de81" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 90 x07586 provenance "ND-66cef04973ea1263" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 107 x07587 provenance "ND-7d6205093dd0f267" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 90 x07588 provenance "ND-1ac0a80c8cc11a70" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 104 x07589 provenance "ND-a7fe55d1ab2cd82f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 106 x07590 provenance "ND-0ff8d83bcaed2729" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:pipeline-trace. sec:pipeline-trace ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 106 x07591 provenance "ND-0c88988805fb7ba4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 90 x07592 provenance "ND-9441963ff48dec43" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 105 x07593 provenance "ND-31cb5075a849d96e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 554 x07594 provenance "ND-8525e6c169ac73f4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:composition. app:composition ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 103 x07595 provenance "ND-1720d7b3c9cb8f0b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:design-framework. app:design-framework ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 103 x07596 provenance "ND-da1ec23cd2d14504" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 185 x07597 provenance "ND-38f8190b46896289" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:setup. app:setup ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter11_foundation.tex 519 x07598 provenance "V11-ef7b1fa25af38b23c1f35c5b" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07599 provenance "ND-2fc93672aa19562c" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter12_agents.tex 1 x07600 classification "ND-b08fd2987d522e86" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Ancoraggi: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07601 classification "ND-7af538a59eee9adf" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Ancoraggi: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07602 classification "ND-2bfdc701e40f114b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Ancoraggi: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07603 classification "ND-d3968a18cc88f221" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Ancoraggi: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07604 classification "ND-ffef1cced316cfc9" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Catalogo dei ruoli, agenti multi-mode, Three Amigos, livelli di cerimonia, pipeline di sicurezza e gestione delle domande descrivono il funzionamento interno di Enterprise SDD. Ancoraggi: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07605 classification "ND-5ede7c0706521f28" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Catalogo dei ruoli, agenti multi-mode, Three Amigos, livelli di cerimonia, pipeline di sicurezza e gestione delle domande descrivono il funzionamento interno di Enterprise SDD. Ancoraggi: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07606 classification "ND-9301388cb6dcf269" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Catalogo dei ruoli, agenti multi-mode, Three Amigos, livelli di cerimonia, pipeline di sicurezza e gestione delle domande descrivono il funzionamento interno di Enterprise SDD. Ancoraggi: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07607 classification "ND-ca93f0192d60c9ee" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Catalogo dei ruoli, agenti multi-mode, Three Amigos, livelli di cerimonia, pipeline di sicurezza e gestione delle domande descrivono il funzionamento interno di Enterprise SDD. Ancoraggi: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07608 classification "ND-44f4991836b371b8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Catalogo dei ruoli, agenti multi-mode, Three Amigos, livelli di cerimonia, pipeline di sicurezza e gestione delle domande descrivono il funzionamento interno di Enterprise SDD. Ancoraggi: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07609 classification "ND-e64446d9be7cbfe6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Catalogo dei ruoli, agenti multi-mode, Three Amigos, livelli di cerimonia, pipeline di sicurezza e gestione delle domande descrivono il funzionamento interno di Enterprise SDD. Ancoraggi: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07610 classification "ND-e989b41d473ae2d5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Catalogo dei ruoli, agenti multi-mode, Three Amigos, livelli di cerimonia, pipeline di sicurezza e gestione delle domande descrivono il funzionamento interno di Enterprise SDD. Ancoraggi: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07611 mapping "ND-2c2ede11ddc1773f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07612 mapping "ND-d1e77fb26b721e75" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07613 mapping "ND-bdc0aa178ff13363" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07614 comparison "ND-fef453b5750f853e" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON The parallel paths (L474) AI_SDD_ENG_V2/chapters/chapter12_agents.tex 474 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x07615 comparison "ND-12fa6b85845af54f" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON The parallel paths (L474) AI_SDD_ENG_V2/chapters/chapter12_agents.tex 474 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x07616 comparison "ND-b35a1494bb1bd638" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda P070: Discusses concurrent coding-agent workflows through practitioner accounts, contrasting parallel task execution with the serial attention needed to review and land changes. ND_EDITORIAL_COMPARISON The parallel paths (L474) AI_SDD_ENG_V2/chapters/chapter12_agents.tex 474 Frozen v6 node P070 summary/contribution and limitation Excerpt of Pulse #149; shares that issue, not the content of the separate interview-comparison article. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. The public account explicitly reuses the Sid Bidasaria conversation reported in P062. It is a different article, not independent interview evidence. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07617 comparison "ND-f7f53fc7285fd9af" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Gate Anatomy (L535); Gate 1 --- Spec Gate (L567); Gate 2 --- Design Gate (L583) AI_SDD_ENG_V2/chapters/chapter12_agents.tex 535 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x07618 comparison "ND-2a7652d7a6c360ad" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Gate Anatomy (L535); Gate 1 --- Spec Gate (L567); Gate 2 --- Design Gate (L583) AI_SDD_ENG_V2/chapters/chapter12_agents.tex 535 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07619 comparison "ND-c6736251303fe608" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Test Design \& Planning (Phase 3) (L335) AI_SDD_ENG_V2/chapters/chapter12_agents.tex 335 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x07620 comparison "ND-346fcb5ef7c6a59f" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La pipeline degli agenti rende espliciti artefatti, handoff e autorità dei gate. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Test Design \& Planning (Phase 3) (L335) AI_SDD_ENG_V2/chapters/chapter12_agents.tex 335 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07621 provenance "ND-929c88b775a30590" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label fig:sdd-pipeline. fig:sdd-pipeline ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 31 x07622 provenance "ND-cbac56a2c9725a6a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 31 x07623 provenance "ND-587be8779c58b033" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label fig:sdd-pipeline. fig:sdd-pipeline ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 110 x07624 provenance "ND-8ca1ea70ebdce57b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 120 x07625 provenance "ND-e7885b5dd9d82618" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:marta-week. tab:marta-week ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 128 x07626 provenance "ND-c8d390ebd854a705" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:marta-week. tab:marta-week ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 206 x07627 provenance "ND-eccb9e0f6757bb12" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 321 x07628 provenance "ND-ade20b230a32557d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 496 x07629 provenance "ND-b377a9d2cb00e579" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 852 x07630 provenance "ND-8cd375aea4028808" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 131 x07631 provenance "ND-3ac821c04ed192b4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:anatomy-composition. sec:anatomy-composition ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 216 x07632 provenance "ND-17a6005e3cd46f59" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 365 x07633 provenance "ND-6b52956e54317f04" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 865 x07634 provenance "ND-253e0cb2995e4327" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:handoff-problem. sec:handoff-problem ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 419 x07635 provenance "ND-f702184f7c130a80" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 482 x07636 provenance "ND-6f86bed255a6281f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 528 x07637 provenance "ND-09855bf478b5e714" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 680 x07638 provenance "ND-98cd34efd840edfc" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 771 x07639 provenance "ND-a83c4bf5032b256e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:friday-afternoon. sec:friday-afternoon ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 785 x07640 provenance "ND-764bef3ab027899c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 865 x07641 provenance "ND-460475a14b9b2fee" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:playbooks. app:playbooks ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter12_agents.tex 776 x07642 provenance "ND-ee624e712a1eb5fa" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Rende espliciti agenti, responsabilità e gate nell’integrazione SDD. Ancoraggi sorgente: The Agent Topology at a Glance (L28); Complete Agent Catalog (L259); Gate Anatomy (L535); From sdd new to sdd ship : a full lap (L774). Destinazione: Mapping to Chapter 4 Workflows (L20); Mapping to Chapter 10 Tooling (L96); SDD in Multi-Role Teams (L471); Use Case Playbooks (L1221) ND_OPERATIONALIZES AI_SDD_ENG_V2/chapters/chapter12_agents.tex 28 x07643 provenance "V11-b646ebd8d1b1f03a0cef9570" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07644 provenance "ND-ffe12fc8d86d7fc8" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter13_automation.tex 1 x07645 classification "ND-dc57e2e6406fd1b2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Ancoraggi: A 90-Second Terminal Session (L28); User Modules (L331); MCP Servers (L472); The sdd doctor Framework Health Check (L631) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07646 classification "ND-68cf41e20a48f952" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Ancoraggi: A 90-Second Terminal Session (L28); User Modules (L331); MCP Servers (L472); The sdd doctor Framework Health Check (L631) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07647 classification "ND-59e51d9d4c1029bc" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Ancoraggi: A 90-Second Terminal Session (L28); User Modules (L331); MCP Servers (L472); The sdd doctor Framework Health Check (L631) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07648 classification "ND-a7bc32b90e3f538e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Ancoraggi: A 90-Second Terminal Session (L28); User Modules (L331); MCP Servers (L472); The sdd doctor Framework Health Check (L631) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07649 classification "ND-8ed0d1a319512d87" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo presenta sessione terminale, preset, MCP, issue sync, skill e controlli di salute, mostrando come collegare agenti e artefatti all’ambiente operativo. Ancoraggi: A 90-Second Terminal Session (L28); User Modules (L331); MCP Servers (L472); The sdd doctor Framework Health Check (L631) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07650 classification "ND-fcb3ba0d36e6e1f1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo presenta sessione terminale, preset, MCP, issue sync, skill e controlli di salute, mostrando come collegare agenti e artefatti all’ambiente operativo. Ancoraggi: A 90-Second Terminal Session (L28); User Modules (L331); MCP Servers (L472); The sdd doctor Framework Health Check (L631) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07651 classification "ND-73a03094f691a861" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo presenta sessione terminale, preset, MCP, issue sync, skill e controlli di salute, mostrando come collegare agenti e artefatti all’ambiente operativo. Ancoraggi: A 90-Second Terminal Session (L28); User Modules (L331); MCP Servers (L472); The sdd doctor Framework Health Check (L631) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07652 classification "ND-7861e4488ba38042" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo presenta sessione terminale, preset, MCP, issue sync, skill e controlli di salute, mostrando come collegare agenti e artefatti all’ambiente operativo. Ancoraggi: A 90-Second Terminal Session (L28); User Modules (L331); MCP Servers (L472); The sdd doctor Framework Health Check (L631) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07653 classification "ND-fdc2c9ade52595ec" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo presenta sessione terminale, preset, MCP, issue sync, skill e controlli di salute, mostrando come collegare agenti e artefatti all’ambiente operativo. Ancoraggi: A 90-Second Terminal Session (L28); User Modules (L331); MCP Servers (L472); The sdd doctor Framework Health Check (L631) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07654 classification "ND-733f2edcc5306c46" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo presenta sessione terminale, preset, MCP, issue sync, skill e controlli di salute, mostrando come collegare agenti e artefatti all’ambiente operativo. Ancoraggi: A 90-Second Terminal Session (L28); User Modules (L331); MCP Servers (L472); The sdd doctor Framework Health Check (L631) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07655 mapping "ND-24d331490361aa31" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07656 mapping "ND-691e5a679744ab02" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07657 mapping "ND-c318c09ae29f7b58" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07658 comparison "ND-1362ff6efca71a26" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Core Workflow Commands (L172); Workflow Presets (L405); The MCP protocol in practice (L503) AI_SDD_ENG_V2/chapters/chapter13_automation.tex 172 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x07659 comparison "ND-52e81a0301eaa5ce" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Core Workflow Commands (L172); Workflow Presets (L405); The MCP protocol in practice (L503) AI_SDD_ENG_V2/chapters/chapter13_automation.tex 172 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07660 comparison "ND-77d9473b70dacee4" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda P047: Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. ND_EDITORIAL_COMPARISON Core Workflow Commands (L172); Workflow Presets (L405); The MCP protocol in practice (L503) AI_SDD_ENG_V2/chapters/chapter13_automation.tex 172 Frozen v6 node P047 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07661 comparison "ND-266083170b1246df" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda W157: Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. ND_EDITORIAL_COMPARISON Session and Memory Commands (L225) AI_SDD_ENG_V2/chapters/chapter13_automation.tex 225 Frozen v6 node W157 summary/contribution and limitation Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. NO x07662 comparison "ND-a8cda9bf903a305f" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON Session and Memory Commands (L225) AI_SDD_ENG_V2/chapters/chapter13_automation.tex 225 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07663 comparison "ND-208629c1af0903b8" NO supply EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Confronto (supply): Collegare configurazioni, connettori e dipendenze alla sicurezza della catena di esecuzione, senza usare un protocollo interoperabile come garanzia di fiducia. Scheda W053: Exposed execution grants, versionless MCP servers, and overbroad skill approvals make harness configuration an attack surface. ND_EDITORIAL_COMPARISON Installing a module (L360); MCP Servers (L472); Installation (L495) AI_SDD_ENG_V2/chapters/chapter13_automation.tex 360 Frozen v6 node W053 summary/contribution and limitation Static configuration exposure does not prove exploitation. NO x07664 comparison "ND-132dcd759a3d2fb4" NO supply EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: CLI, adattatori e moduli rendono estensibile il framework senza cambiare il suo nucleo concettuale. Confronto (supply): Collegare configurazioni, connettori e dipendenze alla sicurezza della catena di esecuzione, senza usare un protocollo interoperabile come garanzia di fiducia. Scheda O040: The Model Context Protocol standardizes agent access to external resources and tools, increasing integration reach and the importance of permission controls. ND_EDITORIAL_COMPARISON Installing a module (L360); MCP Servers (L472); Installation (L495) AI_SDD_ENG_V2/chapters/chapter13_automation.tex 360 Frozen v6 node O040 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07665 provenance "ND-b8a1dfa23f448192" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 31 x07666 provenance "ND-b1103ba528247bdd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:marta-week. tab:marta-week ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 58 x07667 provenance "ND-0f38074115a62207" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:marta-week. tab:marta-week ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 61 x07668 provenance "ND-b7326047c372a596" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 186 x07669 provenance "ND-16e010d053f77d4c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:setup. app:setup ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 186 x07670 provenance "ND-1d77d89ec52d8311" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 191 x07671 provenance "ND-311618bc032f2ce8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 193 x07672 provenance "ND-ee6297730449238f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 195 x07673 provenance "ND-5086b7e2395d8f58" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 197 x07674 provenance "ND-282723f514abb9ad" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 199 x07675 provenance "ND-ebde1a1742257746" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 235 x07676 provenance "ND-3fa795fed5ec4eed" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 248 x07677 provenance "ND-98c71a3e0f7c2a95" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 267 x07678 provenance "ND-7e352466495f8726" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 272 x07679 provenance "ND-f47f5e11b567c016" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 274 x07680 provenance "ND-36a3836412b02bf4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 276 x07681 provenance "ND-2b17fd3fbf73490a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label tab:cli-reference. tab:cli-reference ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 280 x07682 provenance "ND-4f7325ffb4cfaa07" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 288 x07683 provenance "ND-1de4987a4bdd4796" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 582 x07684 provenance "ND-e9d148a903a96538" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:design-framework. app:design-framework ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 369 x07685 provenance "ND-d05d7ab263807c0c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:design-framework. app:design-framework ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 721 x07686 provenance "ND-a34162af6ddd56bb" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter13_automation.tex 606 x07687 provenance "ND-40a1eaf1109b3f9f" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il flusso del contesto viene collegato ad automazioni, CLI, MCP e adattatori. Ancoraggi sorgente: A 90-Second Terminal Session (L28); User Modules (L331); MCP Servers (L472); The sdd doctor Framework Health Check (L631). Destinazione: Context Flow Control: Managing Complex Sessions (L2) ND_OPERATIONALIZES AI_SDD_ENG_V2/chapters/chapter13_automation.tex 28 x07688 provenance "V11-200083e983066145d56f0dea" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07689 provenance "ND-4d01f63ac99bfd8a" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 1 x07690 classification "ND-5b3c86fc7dbc9f5f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Ancoraggi: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07691 classification "ND-17b724dbf6dc8125" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Ancoraggi: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07692 classification "ND-8a8e024d810bcdf2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Ancoraggi: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07693 classification "ND-f7a1c43307c2ff88" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Ancoraggi: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07694 classification "ND-ecb10a6928bb3a4d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Ancoraggi: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07695 classification "ND-393b76f5725195eb" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tre modalità, un elemento per ciclo, evidence pack, convergence review e casi enterprise definiscono cosa l’agente può fare e quando deve fermarsi. Ancoraggi: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07696 classification "ND-823628fd3ebc330e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tre modalità, un elemento per ciclo, evidence pack, convergence review e casi enterprise definiscono cosa l’agente può fare e quando deve fermarsi. Ancoraggi: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07697 classification "ND-e13978585a83aacc" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tre modalità, un elemento per ciclo, evidence pack, convergence review e casi enterprise definiscono cosa l’agente può fare e quando deve fermarsi. Ancoraggi: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07698 classification "ND-732023fd093b72ab" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tre modalità, un elemento per ciclo, evidence pack, convergence review e casi enterprise definiscono cosa l’agente può fare e quando deve fermarsi. Ancoraggi: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07699 classification "ND-92b99279c5af0612" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tre modalità, un elemento per ciclo, evidence pack, convergence review e casi enterprise definiscono cosa l’agente può fare e quando deve fermarsi. Ancoraggi: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07700 classification "ND-892267ef3d02fdbe" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Tre modalità, un elemento per ciclo, evidence pack, convergence review e casi enterprise definiscono cosa l’agente può fare e quando deve fermarsi. Ancoraggi: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07701 mapping "ND-b3867f61b3d849b5" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07702 mapping "ND-76cfde4c8f512961" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07703 mapping "ND-78f89c6fa99e237e" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07704 comparison "ND-5833017d52a8b4d8" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda W191: Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. ND_EDITORIAL_COMPARISON The autonomy readiness checklist (L642); The Autonomy Spectrum: From Babysitting to Audit-After (L129); Autonomous-Guided (L199) AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 642 Frozen v6 node W191 summary/contribution and limitation Failure coding depends on visible GitHub information; shared AIDev sample. NO x07705 comparison "ND-7ac3d1c1633b4dc8" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda O010: Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. ND_EDITORIAL_COMPARISON The autonomy readiness checklist (L642); The Autonomy Spectrum: From Babysitting to Audit-After (L129); Autonomous-Guided (L199) AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 642 Frozen v6 node O010 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07706 comparison "ND-4048da2f6cc5409b" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda P086: A written interview explores Yegge’s autonomy ladder, multi-agent work, fatigue and predictions about engineering employment. ND_EDITORIAL_COMPARISON The autonomy readiness checklist (L642); The Autonomy Spectrum: From Babysitting to Audit-After (L129); Autonomous-Guided (L199) AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 642 Frozen v6 node P086 summary/contribution and limitation Yegge’s eight stages are a provocative practitioner ladder, not a validated maturity scale and not Osmani’s independent agency/orchestration axes. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07707 comparison "ND-db21d03a57f85723" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Budget as cost governance (L311); What reviewers check before Gate 4 (L404); Minimal vs.\ full governance (L601) AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 311 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x07708 comparison "ND-8675617d31e85869" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Budget as cost governance (L311); What reviewers check before Gate 4 (L404); Minimal vs.\ full governance (L601) AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 311 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07709 comparison "ND-3d39820de7f65f23" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda W145: Offers a cross-functional return-on-investment framework for AI-assisted delivery beyond raw code productivity. ND_EDITORIAL_COMPARISON Budget as cost governance (L311); Cost of convergence (L554) AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 311 Frozen v6 node W145 summary/contribution and limitation ROI 39% and eight-month payback are scenarios/model outputs, not measured experimental financial returns. NO x07710 comparison "ND-d4c1bbf32cd06931" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’autonomia viene trattata come policy di esecuzione con budget ed escalation. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda O008: A software factory is many governed loops; its level of human involvement changes both risk and total operating cost. ND_EDITORIAL_COMPARISON Budget as cost governance (L311); Cost of convergence (L554) AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 311 Frozen v6 node O008 summary/contribution and limitation A conceptual taxonomy and projections, not a controlled comparison of factory operating models. NO x07711 provenance "ND-10a161a03b9991f1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 247 x07712 provenance "ND-34b9619883041fdf" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:anti-sycophancy-p123. sec:anti-sycophancy-p123 ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 439 x07713 provenance "ND-fbdb8312c5a1466d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 525 x07714 provenance "ND-7044c75c3ed50cc5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 715 x07715 provenance "ND-26638893b8e29ca6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:three-amigos. sec:three-amigos ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 723 x07716 comparison "ND-54221fedb47af661" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il confronto fra modalità autonome e frontiera umana richiede esplicitare il rischio: audit successivo non è universalmente equivalente all’approvazione preventiva. Ancoraggi sorgente: Use Case 1: The Friday Afternoon Decision (L28); The One-Item-Per-Cycle Protocol (L231); Convergence Review (L528); Use Case 2: Greenfield Enterprise Java with Kafka (L684). Destinazione: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_SCOPED_POLICY_TENSION AI_SDD_ENG_V2/chapters/chapter14_autonomy.tex 28 x07717 provenance "V11-0ab9a38e40c6985a4e77dbc8" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07718 provenance "ND-5fbc716eeee8ad94" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 1 x07719 classification "ND-3d6a12112f500b02" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07720 classification "ND-0011a9507ab53540" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07721 classification "ND-527db3015a3689d2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07722 classification "ND-df43af4e49f610dd" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07723 classification "ND-b523240a51d4c0f9" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I gruppi A–D includono chiarimento, red teaming, gap closure, handoff, anti-sycophancy, gate, supply chain, evidence pack e budget. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07724 classification "ND-ff10d1d8d04c2da1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I gruppi A–D includono chiarimento, red teaming, gap closure, handoff, anti-sycophancy, gate, supply chain, evidence pack e budget. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07725 classification "ND-95e4867ef27ee08b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I gruppi A–D includono chiarimento, red teaming, gap closure, handoff, anti-sycophancy, gate, supply chain, evidence pack e budget. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07726 classification "ND-65275fa7e7da90d2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I gruppi A–D includono chiarimento, red teaming, gap closure, handoff, anti-sycophancy, gate, supply chain, evidence pack e budget. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07727 classification "ND-ab6c656b1557200e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I gruppi A–D includono chiarimento, red teaming, gap closure, handoff, anti-sycophancy, gate, supply chain, evidence pack e budget. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07728 classification "ND-391292e9dcd61d2c" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I gruppi A–D includono chiarimento, red teaming, gap closure, handoff, anti-sycophancy, gate, supply chain, evidence pack e budget. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07729 classification "ND-b98251c44c9be2fd" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I gruppi A–D includono chiarimento, red teaming, gap closure, handoff, anti-sycophancy, gate, supply chain, evidence pack e budget. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07730 classification "ND-22347dfa527110c2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I gruppi A–D includono chiarimento, red teaming, gap closure, handoff, anti-sycophancy, gate, supply chain, evidence pack e budget. Ancoraggi: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07731 mapping "ND-32e14a1e0d4c1117" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07732 mapping "ND-e1ca196c72b20427" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07733 mapping "ND-efad81ee0a3c34f8" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07734 mapping "ND-a0ec4e89b41f88ed" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07735 comparison "ND-4526606e5100f12c" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Group A: Specification Management (L51); Pattern A3: Progressive Specification (L125); Pattern A4: Red-Team Specification (L160) AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 51 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07736 comparison "ND-dbdff0cbc4ceb05d" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Group A: Specification Management (L51); Pattern A3: Progressive Specification (L125); Pattern A4: Red-Team Specification (L160) AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 51 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07737 comparison "ND-6cdbba5eb7923090" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Group A: Specification Management (L51); Pattern A3: Progressive Specification (L125); Pattern A4: Red-Team Specification (L160) AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 51 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07738 comparison "ND-1455b0f8951d5240" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON Pattern Structure (L20); Group B: Agent Coordination (L263); Enterprise SDD Implementation Notes (L715) AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x07739 comparison "ND-4d7ae44f40286d69" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON Pattern Structure (L20); Group B: Agent Coordination (L263); Enterprise SDD Implementation Notes (L715) AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x07740 comparison "ND-6e00629b31dd0c2a" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda W060: Workspace and retrieved-content injections can induce agents to execute unwanted commands. ND_EDITORIAL_COMPARISON Pattern C2: Security Pipeline (L433); C2 --- Security Pipeline. (L742) AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 433 Frozen v6 node W060 summary/contribution and limitation Attack configurations are adversarial, not real-world incidence rates. NO x07741 comparison "ND-877f79ef0b24b187" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda O014: Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. ND_EDITORIAL_COMPARISON Pattern C2: Security Pipeline (L433); C2 --- Security Pipeline. (L742) AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 433 Frozen v6 node O014 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07742 comparison "ND-e255d2bd41fa62ca" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda W191: Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. ND_EDITORIAL_COMPARISON Group D: Autonomy (L569); Pattern D3: Budget-Gated Autonomy (L643); D3 --- Budget-Gated Autonomy. (L754) AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 569 Frozen v6 node W191 summary/contribution and limitation Failure coding depends on visible GitHub information; shared AIDev sample. NO x07743 comparison "ND-e24bba87ab46e63f" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Diciannove pattern compongono gestione delle specifiche, coordinamento, sicurezza e autonomia. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda O010: Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. ND_EDITORIAL_COMPARISON Group D: Autonomy (L569); Pattern D3: Budget-Gated Autonomy (L643); D3 --- Budget-Gated Autonomy. (L754) AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 569 Frozen v6 node O010 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07744 provenance "ND-8c40efb2f38fbfd6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:limitations. ch:limitations ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 429 x07745 provenance "ND-8fffbe6396180838" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 599 x07746 provenance "ND-4868e9968d01d60d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 748 x07747 provenance "ND-7632746865b19f41" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Amplia il catalogo di pattern della prima edizione; i pattern ripresi non valgono come conferme indipendenti. Ancoraggi sorgente: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715). Destinazione: Extending the Pattern Catalog (L16); Pattern Overview (L85) ND_EXPANDS_EARLIER_TREATMENT AI_SDD_ENG_V2/chapters/chapter15_patterns.tex 20 x07748 provenance "V11-905561155842c4f12073be9a" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07749 provenance "ND-3b5fbae870a3c48e" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 1 x07750 classification "ND-61f7cd35b1e9bef2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Ancoraggi: Two Field Reports: Witboost and Mollie (L20); The Overhead Tax (L184); The AI Reliability Gap (L335); The Professional Developer's Heuristic (L454) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07751 classification "ND-1bdedf8927ddebf9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Ancoraggi: Two Field Reports: Witboost and Mollie (L20); The Overhead Tax (L184); The AI Reliability Gap (L335); The Professional Developer's Heuristic (L454) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07752 classification "ND-df62020d881fc297" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Ancoraggi: Two Field Reports: Witboost and Mollie (L20); The Overhead Tax (L184); The AI Reliability Gap (L335); The Professional Developer's Heuristic (L454) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07753 classification "ND-c1bd2fa2cea3f285" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Ancoraggi: Two Field Reports: Witboost and Mollie (L20); The Overhead Tax (L184); The AI Reliability Gap (L335); The Professional Developer's Heuristic (L454) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07754 classification "ND-d1ce92bb312c319b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Ancoraggi: Two Field Reports: Witboost and Mollie (L20); The Overhead Tax (L184); The AI Reliability Gap (L335); The Professional Developer's Heuristic (L454) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07755 classification "ND-29a1a8b20c37fb45" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Rapporti di campo, anti-casi, overhead, gate skipping, spec rot e attriti organizzativi delimitano la portata del metodo. Ancoraggi: Two Field Reports: Witboost and Mollie (L20); The Overhead Tax (L184); The AI Reliability Gap (L335); The Professional Developer's Heuristic (L454) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07756 classification "ND-45281378d932a090" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Rapporti di campo, anti-casi, overhead, gate skipping, spec rot e attriti organizzativi delimitano la portata del metodo. Ancoraggi: Two Field Reports: Witboost and Mollie (L20); The Overhead Tax (L184); The AI Reliability Gap (L335); The Professional Developer's Heuristic (L454) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07757 classification "ND-fec7dddc91e7e7e7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Rapporti di campo, anti-casi, overhead, gate skipping, spec rot e attriti organizzativi delimitano la portata del metodo. Ancoraggi: Two Field Reports: Witboost and Mollie (L20); The Overhead Tax (L184); The AI Reliability Gap (L335); The Professional Developer's Heuristic (L454) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07758 classification "ND-fbb7ac1500b8213e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Rapporti di campo, anti-casi, overhead, gate skipping, spec rot e attriti organizzativi delimitano la portata del metodo. Ancoraggi: Two Field Reports: Witboost and Mollie (L20); The Overhead Tax (L184); The AI Reliability Gap (L335); The Professional Developer's Heuristic (L454) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07759 classification "ND-6944ee9b82765151" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Rapporti di campo, anti-casi, overhead, gate skipping, spec rot e attriti organizzativi delimitano la portata del metodo. Ancoraggi: Two Field Reports: Witboost and Mollie (L20); The Overhead Tax (L184); The AI Reliability Gap (L335); The Professional Developer's Heuristic (L454) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07760 mapping "ND-3bacfaced15df6b6" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07761 mapping "ND-48f3c1635ed682ba" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07762 mapping "ND-fb532c7f57ec05ad" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07763 comparison "ND-632ce574fb80d3e1" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Why drift happens (L299); 2. Phased rollout. (L428); What changes as models improve (L441) AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 299 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07764 comparison "ND-89e90254f5eed595" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Why drift happens (L299); 2. Phased rollout. (L428); What changes as models improve (L441) AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 299 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07765 comparison "ND-b5627899514f060d" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Why drift happens (L299); 2. Phased rollout. (L428); What changes as models improve (L441) AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 299 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07766 comparison "ND-2af006aba5370b51" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda W023: Experienced maintainers were approximately 19% slower on familiar real-repository tasks using early-2025 tools. ND_EDITORIAL_COMPARISON Mollie: a one-month mandate measured by survey (L33) AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 33 Frozen v6 node W023 summary/contribution and limitation Small sample and older tool generation; not universal effect. NO x07767 comparison "ND-dd4eb0e2490470d7" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda O029: Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. ND_EDITORIAL_COMPARISON Mollie: a one-month mandate measured by survey (L33) AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 33 Frozen v6 node O029 summary/contribution and limitation The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. NO x07768 comparison "ND-3bd3dbca54b69e72" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda W071: Rejection categories include agent failure, project workflow mismatch and unspecified reasons; distinguish causes before retrying. ND_EDITORIAL_COMPARISON Three failure modes (L348) AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 348 Frozen v6 node W071 summary/contribution and limitation Explanations may be inferred from inconsistent PR records; shared AIDev data. NO x07769 comparison "ND-7b4d5065eb20697b" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il giudizio professionale stabilisce quando ridurre, modificare o non usare SDD. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda O006: Effective autonomous loops begin with bounded goals, observable checks and explicit stopping rules. ND_EDITORIAL_COMPARISON Three failure modes (L348) AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 348 Frozen v6 node O006 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07770 provenance "ND-24749012ece119a6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 83 x07771 provenance "ND-46ed1820701413ee" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 284 x07772 provenance "ND-c29611b3d91ed9a9" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 364 x07773 provenance "ND-602ff8bdb7d1057b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 514 x07774 provenance "ND-894dec87c8b593f7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:boundaries. ch:boundaries ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 516 x07775 provenance "ND-5230b636686c2773" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:design-framework. ch:design-framework ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 540 x07776 provenance "ND-edd0bbd5322fc84c" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Riesamina limiti, rischi e condizioni di adozione nella seconda edizione. Ancoraggi sorgente: Two Field Reports: Witboost and Mollie (L20); The Overhead Tax (L184); The AI Reliability Gap (L335); The Professional Developer's Heuristic (L454). Destinazione: The Walls of Text Problem (L20); When Spec-Driven Development Doesn't Fit (L138); Measuring SDD Success (L295); Honest Assessment (L379) ND_REWORKS_EARLIER_TREATMENT AI_SDD_ENG_V2/chapters/chapter16_limitations.tex 20 x07777 provenance "V11-31873cde228e78ad2f2bb82a" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07778 provenance "ND-bb7e8c61c9589ece" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 1 x07779 classification "ND-d295adc3cf82cfa2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Progettare un nuovo framework significa partire da problemi e vincoli osservati. Ancoraggi: A Light Methodology: The Four-Question Test (L12); The Light Evolution Loop (L99); Worked Example: Enterprise SDD's Composition Story (L115); Supporting Exemplar: Genesis as a Meta-Framework (L200) ND_PRIMARY_STREAM AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 12 x07780 classification "ND-c67eebe6cea1eaab" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Progettare un nuovo framework significa partire da problemi e vincoli osservati. Ancoraggi: A Light Methodology: The Four-Question Test (L12); The Light Evolution Loop (L99); Worked Example: Enterprise SDD's Composition Story (L115); Supporting Exemplar: Genesis as a Meta-Framework (L200) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 12 x07781 classification "ND-8406dc650eaf0104" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Progettare un nuovo framework significa partire da problemi e vincoli osservati. Ancoraggi: A Light Methodology: The Four-Question Test (L12); The Light Evolution Loop (L99); Worked Example: Enterprise SDD's Composition Story (L115); Supporting Exemplar: Genesis as a Meta-Framework (L200) ND_SECONDARY_STREAM AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 12 x07782 classification "ND-99d07737be3f14b0" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Four-Question Test, light evolution loop, storia di composizione di Enterprise SDD ed esempio Genesis definiscono una metodologia di evoluzione incrementale. Ancoraggi: A Light Methodology: The Four-Question Test (L12); The Light Evolution Loop (L99); Worked Example: Enterprise SDD's Composition Story (L115); Supporting Exemplar: Genesis as a Meta-Framework (L200) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 12 x07783 classification "ND-f21daa1bf27696f8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Four-Question Test, light evolution loop, storia di composizione di Enterprise SDD ed esempio Genesis definiscono una metodologia di evoluzione incrementale. Ancoraggi: A Light Methodology: The Four-Question Test (L12); The Light Evolution Loop (L99); Worked Example: Enterprise SDD's Composition Story (L115); Supporting Exemplar: Genesis as a Meta-Framework (L200) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 12 x07784 classification "ND-26601f6715294be1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Four-Question Test, light evolution loop, storia di composizione di Enterprise SDD ed esempio Genesis definiscono una metodologia di evoluzione incrementale. Ancoraggi: A Light Methodology: The Four-Question Test (L12); The Light Evolution Loop (L99); Worked Example: Enterprise SDD's Composition Story (L115); Supporting Exemplar: Genesis as a Meta-Framework (L200) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 12 x07785 mapping "ND-a8d609e2347c22b7" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Progettare un nuovo framework significa partire da problemi e vincoli osservati. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 12 x07786 mapping "ND-40d6ff60bd2254f7" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Progettare un nuovo framework significa partire da problemi e vincoli osservati. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 12 x07787 comparison "ND-f1fc47567baec3bd" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare un nuovo framework significa partire da problemi e vincoli osservati. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON A Light Methodology: The Four-Question Test (L12); Worked Example: Enterprise SDD's Composition Story (L115); Supporting Exemplar: Genesis as a Meta-Framework (L200) AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 12 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x07788 comparison "ND-6b3d0973b5687894" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare un nuovo framework significa partire da problemi e vincoli osservati. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON A Light Methodology: The Four-Question Test (L12); Worked Example: Enterprise SDD's Composition Story (L115); Supporting Exemplar: Genesis as a Meta-Framework (L200) AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 12 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07789 comparison "ND-e551ef6669eebfad" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare un nuovo framework significa partire da problemi e vincoli osservati. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda P047: Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. ND_EDITORIAL_COMPARISON A Light Methodology: The Four-Question Test (L12); Worked Example: Enterprise SDD's Composition Story (L115); Supporting Exemplar: Genesis as a Meta-Framework (L200) AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 12 Frozen v6 node P047 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07790 comparison "ND-c2849a856340c96a" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare un nuovo framework significa partire da problemi e vincoli osservati. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Question 2 --- The gate model (L21) AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 21 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x07791 comparison "ND-a799c05d6351ec68" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare un nuovo framework significa partire da problemi e vincoli osservati. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Question 2 --- The gate model (L21) AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 21 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07792 provenance "ND-008d01cc13608f67" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 118 x07793 provenance "ND-9a8b30269dad56be" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 125 x07794 provenance "ND-a5e415d715803914" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 125 x07795 provenance "ND-fc5c07a46bc24f92" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/chapters/chapter17_design_framework.tex 125 x07796 provenance "V11-4b4c88b1e521d262c024241b" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07797 provenance "ND-0023e1b5307dacfd" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/appendix_setup.tex 1 x07798 classification "ND-9b45623833283629" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida di installazione rende verificabili prerequisiti e configurazione del framework. Ancoraggi: Prerequisites (L10); Environment Variables and MCP Configuration (L209); Module Installation (L324); Quick-Start Checklist (L525) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/appendix_setup.tex 10 x07799 classification "ND-4d47d44f5fd38469" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida di installazione rende verificabili prerequisiti e configurazione del framework. Ancoraggi: Prerequisites (L10); Environment Variables and MCP Configuration (L209); Module Installation (L324); Quick-Start Checklist (L525) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_setup.tex 10 x07800 classification "ND-36534da8bd07412c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida di installazione rende verificabili prerequisiti e configurazione del framework. Ancoraggi: Prerequisites (L10); Environment Variables and MCP Configuration (L209); Module Installation (L324); Quick-Start Checklist (L525) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_setup.tex 10 x07801 classification "ND-73b09358371a4452" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida di installazione rende verificabili prerequisiti e configurazione del framework. Ancoraggi: Prerequisites (L10); Environment Variables and MCP Configuration (L209); Module Installation (L324); Quick-Start Checklist (L525) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_setup.tex 10 x07802 classification "ND-a5cefc4fadf7a2e3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida di installazione rende verificabili prerequisiti e configurazione del framework. Ancoraggi: Prerequisites (L10); Environment Variables and MCP Configuration (L209); Module Installation (L324); Quick-Start Checklist (L525) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_setup.tex 10 x07803 classification "ND-67cb9efe2aaf6bc4" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Setup, sdd init, variabili, MCP, adattatori, moduli, troubleshooting e riferimento CLI formano il percorso di avvio di Enterprise SDD. Ancoraggi: Prerequisites (L10); Environment Variables and MCP Configuration (L209); Module Installation (L324); Quick-Start Checklist (L525) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_setup.tex 10 x07804 classification "ND-4826a649e5343c58" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Setup, sdd init, variabili, MCP, adattatori, moduli, troubleshooting e riferimento CLI formano il percorso di avvio di Enterprise SDD. Ancoraggi: Prerequisites (L10); Environment Variables and MCP Configuration (L209); Module Installation (L324); Quick-Start Checklist (L525) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_setup.tex 10 x07805 classification "ND-746053447379b8ad" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Setup, sdd init, variabili, MCP, adattatori, moduli, troubleshooting e riferimento CLI formano il percorso di avvio di Enterprise SDD. Ancoraggi: Prerequisites (L10); Environment Variables and MCP Configuration (L209); Module Installation (L324); Quick-Start Checklist (L525) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_setup.tex 10 x07806 classification "ND-edd09443669ce3ac" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Setup, sdd init, variabili, MCP, adattatori, moduli, troubleshooting e riferimento CLI formano il percorso di avvio di Enterprise SDD. Ancoraggi: Prerequisites (L10); Environment Variables and MCP Configuration (L209); Module Installation (L324); Quick-Start Checklist (L525) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_setup.tex 10 x07807 mapping "ND-79484ae358f3b312" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La guida di installazione rende verificabili prerequisiti e configurazione del framework. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/appendix_setup.tex 10 x07808 mapping "ND-495e57c338ae4feb" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La guida di installazione rende verificabili prerequisiti e configurazione del framework. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/appendix_setup.tex 10 x07809 comparison "ND-dada39362a975e4c" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida di installazione rende verificabili prerequisiti e configurazione del framework. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON MCP tool not appearing in VS Code (L444) AI_SDD_ENG_V2/appendices/appendix_setup.tex 444 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x07810 comparison "ND-9a4f134048983715" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida di installazione rende verificabili prerequisiti e configurazione del framework. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON MCP tool not appearing in VS Code (L444) AI_SDD_ENG_V2/appendices/appendix_setup.tex 444 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07811 comparison "ND-d07fffcde7d5f405" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida di installazione rende verificabili prerequisiti e configurazione del framework. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda P085: Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. ND_EDITORIAL_COMPARISON MCP tool not appearing in VS Code (L444) AI_SDD_ENG_V2/appendices/appendix_setup.tex 444 Frozen v6 node P085 summary/contribution and limitation Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07812 comparison "ND-6246f6f2c2a81aad" NO supply EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida di installazione rende verificabili prerequisiti e configurazione del framework. Confronto (supply): Collegare configurazioni, connettori e dipendenze alla sicurezza della catena di esecuzione, senza usare un protocollo interoperabile come garanzia di fiducia. Scheda W053: Exposed execution grants, versionless MCP servers, and overbroad skill approvals make harness configuration an attack surface. ND_EDITORIAL_COMPARISON Step-by-Step Installation (L47); Verify the installation (L96); Environment Variables and MCP Configuration (L209) AI_SDD_ENG_V2/appendices/appendix_setup.tex 47 Frozen v6 node W053 summary/contribution and limitation Static configuration exposure does not prove exploitation. NO x07813 comparison "ND-9c5c6b9bb38c5a8d" NO supply EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida di installazione rende verificabili prerequisiti e configurazione del framework. Confronto (supply): Collegare configurazioni, connettori e dipendenze alla sicurezza della catena di esecuzione, senza usare un protocollo interoperabile come garanzia di fiducia. Scheda O040: The Model Context Protocol standardizes agent access to external resources and tools, increasing integration reach and the importance of permission controls. ND_EDITORIAL_COMPARISON Step-by-Step Installation (L47); Verify the installation (L96); Environment Variables and MCP Configuration (L209) AI_SDD_ENG_V2/appendices/appendix_setup.tex 47 Frozen v6 node O040 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07814 provenance "ND-cdd3525601a01843" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:templates. app:templates ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_setup.tex 184 x07815 provenance "ND-b90feb17262a3876" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:templates. app:templates ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_setup.tex 412 x07816 provenance "ND-fe4a389a90c7568a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_setup.tex 467 x07817 provenance "ND-24cd232e50716f92" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:playbooks. app:playbooks ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_setup.tex 550 x07818 provenance "V11-44aca7eaedb72eb3f23c11b0" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07819 provenance "ND-04a05c87abf35ea5" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 1 x07820 classification "ND-ccc393ee0823747f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I playbook trasformano la metodologia in sequenze per scenari di delivery diversi. Ancoraggi: Playbook 1: Greenfield Project (L10); Playbook 3: Legacy Integration (Brownfield) (L267); Playbook 4: Emergency Hotfix (L338); Playbook 6: Multi-Role Team Feature (Three Amigos) (L549) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 10 x07821 classification "ND-6df06962e80ccdb0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I playbook trasformano la metodologia in sequenze per scenari di delivery diversi. Ancoraggi: Playbook 1: Greenfield Project (L10); Playbook 3: Legacy Integration (Brownfield) (L267); Playbook 4: Emergency Hotfix (L338); Playbook 6: Multi-Role Team Feature (Three Amigos) (L549) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 10 x07822 classification "ND-1f9f486f48dc00bc" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I playbook trasformano la metodologia in sequenze per scenari di delivery diversi. Ancoraggi: Playbook 1: Greenfield Project (L10); Playbook 3: Legacy Integration (Brownfield) (L267); Playbook 4: Emergency Hotfix (L338); Playbook 6: Multi-Role Team Feature (Three Amigos) (L549) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 10 x07823 classification "ND-47734f24fd98a1da" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Greenfield, N+1, brownfield, hotfix, batch autonomo e Three Amigos mostrano come adattare la stessa struttura al rischio e alle responsabilità. Ancoraggi: Playbook 1: Greenfield Project (L10); Playbook 3: Legacy Integration (Brownfield) (L267); Playbook 4: Emergency Hotfix (L338); Playbook 6: Multi-Role Team Feature (Three Amigos) (L549) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 10 x07824 classification "ND-130344f647e54280" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Greenfield, N+1, brownfield, hotfix, batch autonomo e Three Amigos mostrano come adattare la stessa struttura al rischio e alle responsabilità. Ancoraggi: Playbook 1: Greenfield Project (L10); Playbook 3: Legacy Integration (Brownfield) (L267); Playbook 4: Emergency Hotfix (L338); Playbook 6: Multi-Role Team Feature (Three Amigos) (L549) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 10 x07825 classification "ND-ee29b322b6c3fb57" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Greenfield, N+1, brownfield, hotfix, batch autonomo e Three Amigos mostrano come adattare la stessa struttura al rischio e alle responsabilità. Ancoraggi: Playbook 1: Greenfield Project (L10); Playbook 3: Legacy Integration (Brownfield) (L267); Playbook 4: Emergency Hotfix (L338); Playbook 6: Multi-Role Team Feature (Three Amigos) (L549) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 10 x07826 classification "ND-54dfc126d7ffef5b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Greenfield, N+1, brownfield, hotfix, batch autonomo e Three Amigos mostrano come adattare la stessa struttura al rischio e alle responsabilità. Ancoraggi: Playbook 1: Greenfield Project (L10); Playbook 3: Legacy Integration (Brownfield) (L267); Playbook 4: Emergency Hotfix (L338); Playbook 6: Multi-Role Team Feature (Three Amigos) (L549) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 10 x07827 mapping "ND-221d8c3fa45ef340" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I playbook trasformano la metodologia in sequenze per scenari di delivery diversi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 10 x07828 mapping "ND-14465c7b97132fda" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I playbook trasformano la metodologia in sequenze per scenari di delivery diversi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 10 x07829 comparison "ND-5ad20a6bd6298585" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I playbook trasformano la metodologia in sequenze per scenari di delivery diversi. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Phase 0 --- Ingest existing documents (L271); Phase 1 --- Gap analysis (L281); Phase 2 --- Prioritize (L291) AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 271 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07830 comparison "ND-af18feaa412a8207" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I playbook trasformano la metodologia in sequenze per scenari di delivery diversi. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Phase 0 --- Ingest existing documents (L271); Phase 1 --- Gap analysis (L281); Phase 2 --- Prioritize (L291) AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 271 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07831 comparison "ND-c4d3f079e0e071be" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I playbook trasformano la metodologia in sequenze per scenari di delivery diversi. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Phase 0 --- Ingest existing documents (L271); Phase 1 --- Gap analysis (L281); Phase 2 --- Prioritize (L291) AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 271 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07832 comparison "ND-9148bbcfe2cc599a" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I playbook trasformano la metodologia in sequenze per scenari di delivery diversi. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda W191: Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. ND_EDITORIAL_COMPARISON When to switch to autonomous-guided mode (L248); Playbook 5: Autonomous Batch Delivery (L439); 4. Hand off to the autonomous loop. (L478) AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 248 Frozen v6 node W191 summary/contribution and limitation Failure coding depends on visible GitHub information; shared AIDev sample. NO x07833 comparison "ND-d01d8e6b282b6eec" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I playbook trasformano la metodologia in sequenze per scenari di delivery diversi. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda O010: Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. ND_EDITORIAL_COMPARISON When to switch to autonomous-guided mode (L248); Playbook 5: Autonomous Batch Delivery (L439); 4. Hand off to the autonomous loop. (L478) AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 248 Frozen v6 node O010 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07834 provenance "ND-7d5fb5425cc81654" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 12 x07835 provenance "ND-863f7c59b82b021f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 202 x07836 provenance "ND-20826ed75938a3b8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:templates. app:templates ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 269 x07837 provenance "ND-b394caadfd72be66" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:templates. app:templates ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 516 x07838 provenance "ND-9152813cf369b3bc" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:templates. app:templates ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 598 x07839 provenance "ND-a6b8149c6bbe3439" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:limitations. ch:limitations ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 269 x07840 provenance "ND-2739d9b87918d996" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 441 x07841 provenance "ND-ae8fe2430a7dd853" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 551 x07842 provenance "ND-89acd4aafbaf6e7e" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Trasporta i playbook nei nuovi confini del framework. Ancoraggi sorgente: Playbook 1: Greenfield Project (L10); Playbook 3: Legacy Integration (Brownfield) (L267); Playbook 4: Emergency Hotfix (L338); Playbook 6: Multi-Role Team Feature (Three Amigos) (L549). Destinazione: Playbook Selection Guide (L10); Legacy Codebase Integration (L139); Spike/Exploration (L269); Quick Decision Reference (L474) ND_REWORKS_EARLIER_TREATMENT AI_SDD_ENG_V2/appendices/appendix_playbooks.tex 10 x07843 provenance "V11-188a2dd0b7e5f4a72445b6a0" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07844 provenance "ND-1d7c404c3c58b7d7" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/appendix_templates.tex 1 x07845 classification "ND-aadf328bbf1ea92b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Ancoraggi: Template 1: business-context.md (L10); Template 5: test-cases.md (L212); Template 8: Context Bridge (L366); Template 12: Feature Meta JSON Schema (L561) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07846 classification "ND-8b0af858e5c73673" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Ancoraggi: Template 1: business-context.md (L10); Template 5: test-cases.md (L212); Template 8: Context Bridge (L366); Template 12: Feature Meta JSON Schema (L561) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07847 classification "ND-9e73223167ef6543" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Ancoraggi: Template 1: business-context.md (L10); Template 5: test-cases.md (L212); Template 8: Context Bridge (L366); Template 12: Feature Meta JSON Schema (L561) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07848 classification "ND-ef0ac10bfea0442e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Business context, spec, chiarimenti, piano, test, task, costituzione, bridge, escalation, gap, checklist e metadati forniscono una grammatica comune. Ancoraggi: Template 1: business-context.md (L10); Template 5: test-cases.md (L212); Template 8: Context Bridge (L366); Template 12: Feature Meta JSON Schema (L561) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07849 classification "ND-c2b9757ebf382804" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Business context, spec, chiarimenti, piano, test, task, costituzione, bridge, escalation, gap, checklist e metadati forniscono una grammatica comune. Ancoraggi: Template 1: business-context.md (L10); Template 5: test-cases.md (L212); Template 8: Context Bridge (L366); Template 12: Feature Meta JSON Schema (L561) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07850 classification "ND-9c28b8522bdb8df2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Business context, spec, chiarimenti, piano, test, task, costituzione, bridge, escalation, gap, checklist e metadati forniscono una grammatica comune. Ancoraggi: Template 1: business-context.md (L10); Template 5: test-cases.md (L212); Template 8: Context Bridge (L366); Template 12: Feature Meta JSON Schema (L561) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07851 classification "ND-65943cabecb0432d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Business context, spec, chiarimenti, piano, test, task, costituzione, bridge, escalation, gap, checklist e metadati forniscono una grammatica comune. Ancoraggi: Template 1: business-context.md (L10); Template 5: test-cases.md (L212); Template 8: Context Bridge (L366); Template 12: Feature Meta JSON Schema (L561) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07852 classification "ND-cb67ddb14f6ffcd3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Business context, spec, chiarimenti, piano, test, task, costituzione, bridge, escalation, gap, checklist e metadati forniscono una grammatica comune. Ancoraggi: Template 1: business-context.md (L10); Template 5: test-cases.md (L212); Template 8: Context Bridge (L366); Template 12: Feature Meta JSON Schema (L561) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07853 mapping "ND-e0a7eb444167bff9" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07854 mapping "ND-b6dc06cda42acaed" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07855 mapping "ND-2dac2025edfd341b" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07856 comparison "ND-b8e13a31caf27647" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Template 2: spec.md (L73); Template 3: clarifications.md (L128) AI_SDD_ENG_V2/appendices/appendix_templates.tex 73 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07857 comparison "ND-bd050a040955afe9" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Template 2: spec.md (L73); Template 3: clarifications.md (L128) AI_SDD_ENG_V2/appendices/appendix_templates.tex 73 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07858 comparison "ND-20c94ca1019c5553" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Template 2: spec.md (L73); Template 3: clarifications.md (L128) AI_SDD_ENG_V2/appendices/appendix_templates.tex 73 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07859 comparison "ND-93fe1344edef46e9" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Template 1: business-context.md (L10); Template 7: constitution.md (Project) (L300); Template 12: Feature Meta JSON Schema (L561) AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x07860 comparison "ND-6f4eb48226909015" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Template 1: business-context.md (L10); Template 7: constitution.md (Project) (L300); Template 12: Feature Meta JSON Schema (L561) AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07861 comparison "ND-de6517cc3135b239" NO static EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Confronto (static): Confrontare file di istruzioni, memoria esterna e responsabilità di aggiornamento; i meccanismi descritti non sono tutti equivalenti alla memoria virtuale gestita dal sistema. Scheda W157: Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. ND_EDITORIAL_COMPARISON Template 1: business-context.md (L10); Template 7: constitution.md (Project) (L300); Template 12: Feature Meta JSON Schema (L561) AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 Frozen v6 node W157 summary/contribution and limitation Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. NO x07862 comparison "ND-3c7403507d9eeb73" NO static EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I dodici template rendono esplicita la struttura documentale di Enterprise SDD. Confronto (static): Confrontare file di istruzioni, memoria esterna e responsabilità di aggiornamento; i meccanismi descritti non sono tutti equivalenti alla memoria virtuale gestita dal sistema. Scheda O004: Agent configuration and memory are perishable operational assets that should be periodically revalidated. ND_EDITORIAL_COMPARISON Template 1: business-context.md (L10); Template 7: constitution.md (Project) (L300); Template 12: Feature Meta JSON Schema (L561) AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 Frozen v6 node O004 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07863 provenance "ND-c88172b3f0367c70" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 12 x07864 provenance "ND-19457167d032af5f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 302 x07865 provenance "ND-ca351c50be822d51" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 75 x07866 provenance "ND-85108b855b32f137" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 130 x07867 provenance "ND-e95a1f5eacf47b13" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 173 x07868 provenance "ND-b7ab59ae9d8b44a2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 214 x07869 provenance "ND-303026907e107157" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 368 x07870 provenance "ND-e2c46dca281e002f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 506 x07871 provenance "ND-3b10ff60950d16d6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 256 x07872 provenance "ND-c985a2e7422934de" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 563 x07873 provenance "ND-4ea083d35fc5f77c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 426 x07874 provenance "ND-8acc62a7cbafb8a5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label app:playbooks. app:playbooks ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_templates.tex 468 x07875 provenance "ND-0694990f2f17757a" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Espande l’apparato di template a supporto di intenti, specifiche e verifiche. Ancoraggi sorgente: Template 1: business-context.md (L10); Template 5: test-cases.md (L212); Template 8: Context Bridge (L366); Template 12: Feature Meta JSON Schema (L561). Destinazione: Template: Constitution (L10); Template: Clarification Log (L112); Template: Research Artifact (L269); Further Reading (L342) ND_EXPANDS_EARLIER_TREATMENT AI_SDD_ENG_V2/appendices/appendix_templates.tex 10 x07876 provenance "V11-799851828d04f3168bcc56f0" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07877 provenance "ND-8b7510bbfbd9e1a0" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 1 x07878 classification "ND-9522111268f2e7e3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. Ancoraggi: Framework Reference Cards (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 x07879 classification "ND-a9474d3c5e4128b6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. Ancoraggi: Framework Reference Cards (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 x07880 classification "ND-0faebc9e52c6ccba" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. Ancoraggi: Framework Reference Cards (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 x07881 classification "ND-687afe62b684c79c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. Ancoraggi: Framework Reference Cards (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 x07882 classification "ND-26883c316bc009c0" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file introduce la funzione di consultazione rapida e include dodici schede autonome, preservate individualmente nel grafo. Ancoraggi: Framework Reference Cards (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 x07883 classification "ND-c291d54acfccf298" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file introduce la funzione di consultazione rapida e include dodici schede autonome, preservate individualmente nel grafo. Ancoraggi: Framework Reference Cards (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 x07884 classification "ND-0c27a51d92734e94" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file introduce la funzione di consultazione rapida e include dodici schede autonome, preservate individualmente nel grafo. Ancoraggi: Framework Reference Cards (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 x07885 mapping "ND-b95b520409428cef" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 x07886 mapping "ND-8d4527b040016e3b" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 x07887 comparison "ND-07b68ed2bce5822d" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Framework Reference Cards (L4) AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x07888 comparison "ND-1e188d1b2d476256" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Framework Reference Cards (L4) AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07889 comparison "ND-b190059a62a41c52" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda P047: Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. ND_EDITORIAL_COMPARISON Framework Reference Cards (L4) AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 Frozen v6 node P047 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07890 comparison "ND-3c7cf3690db78a44" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON Framework Reference Cards (L4) AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x07891 comparison "ND-d1f032e4e62960a0" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il contenitore delle reference card collega i dodici framework ai rispettivi dettagli operativi. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON Framework Reference Cards (L4) AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 4 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07892 provenance "ND-d507d2aaadd81d02" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 14 x07893 provenance "ND-478aab5542eac82a" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 15 x07894 provenance "ND-17f764738b8c5813" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 16 x07895 provenance "ND-7e190a952d609cf1" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 17 x07896 provenance "ND-3b4bc24fc52be26a" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 18 x07897 provenance "ND-ee69cf4c26445ce6" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 19 x07898 provenance "ND-da657fcf1295fd81" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 20 x07899 provenance "ND-eb37b16f75646ff8" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 21 x07900 provenance "ND-c4a8f453c08e10c3" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 22 x07901 provenance "ND-e5e23385d44e3932" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 23 x07902 provenance "ND-287a847894dc85dd" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 24 x07903 provenance "ND-97f7a7dd62f94269" EXPLICIT_TEX_INPUT ND.zip; editorial file-level mapping, 2026-10-11 Inclusione LaTeX esplicita; testo del figlio non incorporato nella scheda del padre. ND_TEX_INCLUDES AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 25 x07904 provenance "ND-b01106aa295be682" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_reference_cards.tex 7 x07905 provenance "V11-5451963d6f5aa9ba6e862174" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07906 provenance "ND-9926dd0df46c36a5" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 1 x07907 classification "ND-ffe360628f3e11b4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate. Ancoraggi: Enterprise SDD (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 x07908 classification "ND-2e23b23ea86fc870" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate. Ancoraggi: Enterprise SDD (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 x07909 classification "ND-0a7a9c3fe794875b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate. Ancoraggi: Enterprise SDD (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 x07910 classification "ND-30def5a14fd120b4" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda fornisce un promemoria operativo della proposta sviluppata nei capitoli dedicati. Ancoraggi: Enterprise SDD (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 x07911 classification "ND-f242bf33788c3bbb" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda fornisce un promemoria operativo della proposta sviluppata nei capitoli dedicati. Ancoraggi: Enterprise SDD (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 x07912 classification "ND-622561779873f63b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda fornisce un promemoria operativo della proposta sviluppata nei capitoli dedicati. Ancoraggi: Enterprise SDD (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 x07913 classification "ND-bf6537c4003515fd" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda fornisce un promemoria operativo della proposta sviluppata nei capitoli dedicati. Ancoraggi: Enterprise SDD (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 x07914 mapping "ND-17b0884d7ec31e76" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 x07915 mapping "ND-2300f6078a53374c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 x07916 comparison "ND-48fb604497d419bb" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Enterprise SDD (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x07917 comparison "ND-d33498152eae151e" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Enterprise SDD (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07918 comparison "ND-95da06da3e75c938" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda P119: A company-visit report describes Codex adoption, internal integrations and feedback loops extending into performance work and infrastructure. ND_EDITORIAL_COMPARISON Enterprise SDD (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 Frozen v6 node P119 summary/contribution and limitation Internal integrations, selected interviewees and unusually permissive token budgets limit transfer to other organizations. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07919 comparison "ND-e995ea94bda8f3e7" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda W191: Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. ND_EDITORIAL_COMPARISON Enterprise SDD (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 Frozen v6 node W191 summary/contribution and limitation Failure coding depends on visible GitHub information; shared AIDev sample. NO x07920 comparison "ND-59103f5e903d2604" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Enterprise SDD condensa pipeline, agenti, comandi e gate. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda O010: Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. ND_EDITORIAL_COMPARISON Enterprise SDD (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 4 Frozen v6 node O010 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07921 provenance "ND-86b3ab2bfd66721f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 7 x07922 provenance "ND-ed5a4b44d283b26a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 91 x07923 provenance "ND-21811fc4a43393b5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 7 x07924 provenance "ND-b8d275ed13afd487" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 91 x07925 provenance "ND-8eca85d26e2412c7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 7 x07926 provenance "ND-66028151e78468a6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_enterprise_sdd.tex 92 x07927 provenance "V11-113dc4aebf735196727a65dd" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07928 provenance "ND-4f16d729fe3906b1" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 1 x07929 classification "ND-3af1a4d1919f8d9c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di Spec Kit collega comandi, artefatti e sequenza di lavoro. Ancoraggi: Spec Kit (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 4 x07930 classification "ND-2dcfb13f09541772" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di Spec Kit collega comandi, artefatti e sequenza di lavoro. Ancoraggi: Spec Kit (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 4 x07931 classification "ND-4160af761dc3b365" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di Spec Kit collega comandi, artefatti e sequenza di lavoro. Ancoraggi: Spec Kit (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 4 x07932 classification "ND-59fd58b6b58d9c3a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda riassume il ciclo della toolchain e il ruolo dei file prodotti come supporto alla consultazione. Ancoraggi: Spec Kit (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 4 x07933 classification "ND-9349bebf7a1e14ca" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda riassume il ciclo della toolchain e il ruolo dei file prodotti come supporto alla consultazione. Ancoraggi: Spec Kit (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 4 x07934 classification "ND-34850b50f7be99e3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda riassume il ciclo della toolchain e il ruolo dei file prodotti come supporto alla consultazione. Ancoraggi: Spec Kit (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 4 x07935 mapping "ND-51d09cab068139c7" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di Spec Kit collega comandi, artefatti e sequenza di lavoro. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 4 x07936 comparison "ND-1a524f0940fcbf9c" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Spec Kit collega comandi, artefatti e sequenza di lavoro. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Spec Kit (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 4 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07937 comparison "ND-cd8440c7dce13bbb" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Spec Kit collega comandi, artefatti e sequenza di lavoro. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Spec Kit (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 4 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07938 comparison "ND-f379be88ae38c396" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Spec Kit collega comandi, artefatti e sequenza di lavoro. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Spec Kit (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 4 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07939 comparison "ND-6ff1229ecb6fd9b7" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Spec Kit collega comandi, artefatti e sequenza di lavoro. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Spec Kit (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 4 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07940 provenance "ND-84632f90ff79087b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 7 x07941 provenance "ND-9245633d8e0004ab" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 86 x07942 provenance "ND-86d788ad23dddd68" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 7 x07943 provenance "ND-29fd22ec02fe83eb" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_speckit.tex 87 x07944 provenance "V11-e0d55262a0a1fe2f44fcf186" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07945 provenance "ND-0cbdf5ae9aec8190" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 1 x07946 classification "ND-a261fdb87f639780" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta. Ancoraggi: OpenSpec (openspec.dev) (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 x07947 classification "ND-60f8551e91901d1c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta. Ancoraggi: OpenSpec (openspec.dev) (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 x07948 classification "ND-f70b7cfb5640930f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta. Ancoraggi: OpenSpec (openspec.dev) (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 x07949 classification "ND-5e5f1ae22f06f703" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda descrive comandi di assistenza, artefatti del change package e integrazione nel repository brownfield. Ancoraggi: OpenSpec (openspec.dev) (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 x07950 classification "ND-13a533e6bba46468" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda descrive comandi di assistenza, artefatti del change package e integrazione nel repository brownfield. Ancoraggi: OpenSpec (openspec.dev) (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 x07951 classification "ND-35c497473bee2f77" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda descrive comandi di assistenza, artefatti del change package e integrazione nel repository brownfield. Ancoraggi: OpenSpec (openspec.dev) (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 x07952 classification "ND-7f8dd17bc3b2c97e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda descrive comandi di assistenza, artefatti del change package e integrazione nel repository brownfield. Ancoraggi: OpenSpec (openspec.dev) (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 x07953 mapping "ND-3831e3db8ce58030" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 x07954 mapping "ND-6db63fa51bc8bfea" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 x07955 comparison "ND-37475307d253ae6b" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON OpenSpec (openspec.dev) (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07956 comparison "ND-289adf0760f5aede" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON OpenSpec (openspec.dev) (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07957 comparison "ND-b9d3a99f7aba1487" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON OpenSpec (openspec.dev) (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07958 comparison "ND-a07b2e3eac54969e" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda W059: Larger generated outputs are associated with coupling and architectural smells even when tests pass. ND_EDITORIAL_COMPARISON OpenSpec (openspec.dev) (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 Frozen v6 node W059 summary/contribution and limitation Small smell counts; correlation with LOC not a causal law. NO x07959 comparison "ND-4cd6b6626db58dda" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di OpenSpec rende leggibile il cambiamento tramite pacchetti e delta. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda O007: Quality assurance for generated code increasingly depends on repeatable harness checks, not only manual inspection or agent opinion. ND_EDITORIAL_COMPARISON OpenSpec (openspec.dev) (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 4 Frozen v6 node O007 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07960 provenance "ND-b98bac901818d126" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 7 x07961 provenance "ND-417112c1c48cd9e4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 140 x07962 provenance "ND-4c62322cac84b747" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 7 x07963 provenance "ND-16f70450f21a710d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_openspec.tex 141 x07964 provenance "V11-5ee662af77137fef1639aa80" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07965 provenance "ND-bccd01eae85ede4d" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 1 x07966 classification "ND-77c65ff723c1e57c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di BMAD evidenzia agenti persona e artefatti per fase. Ancoraggi: BMAD Method (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 x07967 classification "ND-36aab494f578318e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di BMAD evidenzia agenti persona e artefatti per fase. Ancoraggi: BMAD Method (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 x07968 classification "ND-4f2d849034d652ad" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di BMAD evidenzia agenti persona e artefatti per fase. Ancoraggi: BMAD Method (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 x07969 classification "ND-b12118e125f26af3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda condensa il percorso Analyst–PM–Architect–Developer e i relativi output. Ancoraggi: BMAD Method (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 x07970 classification "ND-62b1080dee2ef496" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda condensa il percorso Analyst–PM–Architect–Developer e i relativi output. Ancoraggi: BMAD Method (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 x07971 classification "ND-4efab786f28d51f8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda condensa il percorso Analyst–PM–Architect–Developer e i relativi output. Ancoraggi: BMAD Method (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 x07972 classification "ND-cb9136f5d6b3a176" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda condensa il percorso Analyst–PM–Architect–Developer e i relativi output. Ancoraggi: BMAD Method (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 x07973 classification "ND-f5e07b71667e94ed" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda condensa il percorso Analyst–PM–Architect–Developer e i relativi output. Ancoraggi: BMAD Method (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 x07974 mapping "ND-0cb21956758575fb" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di BMAD evidenzia agenti persona e artefatti per fase. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 x07975 mapping "ND-46fe31f4da01700a" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di BMAD evidenzia agenti persona e artefatti per fase. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 x07976 comparison "ND-50ace134cd16cace" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di BMAD evidenzia agenti persona e artefatti per fase. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON BMAD Method (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x07977 comparison "ND-13aa9c240d6c14da" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di BMAD evidenzia agenti persona e artefatti per fase. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON BMAD Method (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x07978 comparison "ND-538b049cac793c4f" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di BMAD evidenzia agenti persona e artefatti per fase. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda P070: Discusses concurrent coding-agent workflows through practitioner accounts, contrasting parallel task execution with the serial attention needed to review and land changes. ND_EDITORIAL_COMPARISON BMAD Method (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 Frozen v6 node P070 summary/contribution and limitation Excerpt of Pulse #149; shares that issue, not the content of the separate interview-comparison article. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. The public account explicitly reuses the Sid Bidasaria conversation reported in P062. It is a different article, not independent interview evidence. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x07979 comparison "ND-f565d4761332299c" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di BMAD evidenzia agenti persona e artefatti per fase. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON BMAD Method (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x07980 comparison "ND-753b368dde189111" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di BMAD evidenzia agenti persona e artefatti per fase. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON BMAD Method (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 4 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x07981 provenance "ND-0d38b184130025bd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestrators. ch:orchestrators ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 7 x07982 provenance "ND-0fb22dc381371078" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestrators. ch:orchestrators ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 82 x07983 provenance "ND-bcd8c99cc5960544" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 7 x07984 provenance "ND-4317003cbec9782e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_bmad.tex 83 x07985 provenance "V11-63564e9a2122b5ab74d9441f" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x07986 provenance "ND-825a81f59ffa6880" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 1 x07987 classification "ND-863d0464beb193f0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. Ancoraggi: AI-RPI Protocol (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 x07988 classification "ND-2a3cd46ccdb95c7f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. Ancoraggi: AI-RPI Protocol (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 x07989 classification "ND-b13f247501625938" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. Ancoraggi: AI-RPI Protocol (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 x07990 classification "ND-b09fd7c28258b7dd" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. Ancoraggi: AI-RPI Protocol (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 x07991 classification "ND-4d08baf7e1e1a0d6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Livelli di protocollo e artefatti permettono di applicare rigore diverso senza perdere il filo del lavoro. Ancoraggi: AI-RPI Protocol (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 x07992 classification "ND-871f0353b6b8406c" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Livelli di protocollo e artefatti permettono di applicare rigore diverso senza perdere il filo del lavoro. Ancoraggi: AI-RPI Protocol (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 x07993 classification "ND-111ff5104de68b70" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Livelli di protocollo e artefatti permettono di applicare rigore diverso senza perdere il filo del lavoro. Ancoraggi: AI-RPI Protocol (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 x07994 classification "ND-b0491894fa79ecf8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Livelli di protocollo e artefatti permettono di applicare rigore diverso senza perdere il filo del lavoro. Ancoraggi: AI-RPI Protocol (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 x07995 classification "ND-ca2ec07b1f3c5f3a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Livelli di protocollo e artefatti permettono di applicare rigore diverso senza perdere il filo del lavoro. Ancoraggi: AI-RPI Protocol (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 x07996 mapping "ND-ad6b40c38e5291b9" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 x07997 mapping "ND-9dc7d465eae8213f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 x07998 comparison "ND-58f389d8b49ae0bb" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON AI-RPI Protocol (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x07999 comparison "ND-c24b2669ee41570e" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON AI-RPI Protocol (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08000 comparison "ND-76c678892c7b8f97" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON AI-RPI Protocol (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08001 comparison "ND-6666b419b3982144" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON AI-RPI Protocol (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x08002 comparison "ND-5c988e2998724a6a" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di AI-RPI esplicita ricerca, piano e implementazione adattiva. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON AI-RPI Protocol (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 4 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x08003 provenance "ND-400e8f82dc8d6383" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestrators. ch:orchestrators ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 7 x08004 provenance "ND-aa31886c9cd975da" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestrators. ch:orchestrators ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 79 x08005 provenance "ND-fef9b57f4b60a725" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 7 x08006 provenance "ND-545f39d2b4a0cd9c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_airpi.tex 80 x08007 provenance "V11-49b65368369c4c97d43bc0b0" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08008 provenance "ND-1b199203a75b8797" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 1 x08009 classification "ND-b0cb4f8ad9b09283" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. Ancoraggi: ralph-copilot (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08010 classification "ND-a53ed87ccb6a846e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. Ancoraggi: ralph-copilot (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08011 classification "ND-f0548d5aa4cd4ba4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. Ancoraggi: ralph-copilot (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08012 classification "ND-38e71c10ef65236a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. Ancoraggi: ralph-copilot (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08013 classification "ND-16c7a3059447f461" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Planner, Coordinator, Executor e Reviewer vengono messi in relazione con stato persistente e ripetizione del ciclo. Ancoraggi: ralph-copilot (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08014 classification "ND-aea2e83514f64deb" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Planner, Coordinator, Executor e Reviewer vengono messi in relazione con stato persistente e ripetizione del ciclo. Ancoraggi: ralph-copilot (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08015 classification "ND-942b9623f695e5dc" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Planner, Coordinator, Executor e Reviewer vengono messi in relazione con stato persistente e ripetizione del ciclo. Ancoraggi: ralph-copilot (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08016 classification "ND-93968d6695dd523f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Planner, Coordinator, Executor e Reviewer vengono messi in relazione con stato persistente e ripetizione del ciclo. Ancoraggi: ralph-copilot (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08017 classification "ND-24b7879205acdb76" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Planner, Coordinator, Executor e Reviewer vengono messi in relazione con stato persistente e ripetizione del ciclo. Ancoraggi: ralph-copilot (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08018 mapping "ND-9fd93f368aaa277b" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08019 mapping "ND-fb3afbae7e5b5245" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08020 comparison "ND-a0e1ce7da1c0adcf" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON ralph-copilot (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08021 comparison "ND-2c9a7fc7c5a344fe" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON ralph-copilot (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x08022 comparison "ND-853c57fa924f419e" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda P110: Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. ND_EDITORIAL_COMPARISON ralph-copilot (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 Frozen v6 node P110 summary/contribution and limitation P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08023 comparison "ND-594f82c59011cd84" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda W159: Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency. ND_EDITORIAL_COMPARISON ralph-copilot (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 Frozen v6 node W159 summary/contribution and limitation Synthetic low-code trials; missing real SWE longitudinal validation. NO x08024 comparison "ND-b0485c5ca00c71ef" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di ralph-copilot concentra il loop in ruoli e memoria su file. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON ralph-copilot (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08025 provenance "ND-d5b03c3aae41b1cb" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 7 x08026 provenance "ND-86d95e7c85822631" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 74 x08027 provenance "ND-a4414dc3812bb220" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 7 x08028 provenance "ND-00010693e83b6973" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 75 x08029 provenance "ND-9917d00941d4eec9" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Reference card e capitolo esplicativo condividono il pattern, ma il wrapper concreto non è identificato come la stessa implementazione. Ancoraggi sorgente: ralph-copilot (L4). Destinazione: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_REFERENCE_COMPANION AI_SDD_ENG_V2/appendices/reference_cards/appendix_ralph.tex 4 x08030 provenance "V11-f5f0929901f747f900540cfe" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08031 provenance "ND-8d979709e1be910d" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 1 x08032 classification "ND-16713628f012df6c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. Ancoraggi: Spec Loop Engine (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 x08033 classification "ND-4f94bbee7e6664d7" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. Ancoraggi: Spec Loop Engine (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 x08034 classification "ND-a082be938bef76d4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. Ancoraggi: Spec Loop Engine (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 x08035 classification "ND-8f77c919f968c0b4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. Ancoraggi: Spec Loop Engine (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 x08036 classification "ND-0931237bff3269ed" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il modello YAML/JSON e il ciclo a due passi rendono espliciti specifica, esecuzione e controllo. Ancoraggi: Spec Loop Engine (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 x08037 classification "ND-d4ef9624587e8b99" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il modello YAML/JSON e il ciclo a due passi rendono espliciti specifica, esecuzione e controllo. Ancoraggi: Spec Loop Engine (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 x08038 classification "ND-899e8614a2c8d42e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il modello YAML/JSON e il ciclo a due passi rendono espliciti specifica, esecuzione e controllo. Ancoraggi: Spec Loop Engine (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 x08039 classification "ND-2b277be52df935db" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il modello YAML/JSON e il ciclo a due passi rendono espliciti specifica, esecuzione e controllo. Ancoraggi: Spec Loop Engine (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 x08040 mapping "ND-a1d29ceddb36d36c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 x08041 mapping "ND-8c09384c97943f4a" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 x08042 comparison "ND-7f89178b9dde366c" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON Spec Loop Engine (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08043 comparison "ND-8b28c8900b2918fc" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON Spec Loop Engine (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x08044 comparison "ND-23b79871af6437e7" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda P110: Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. ND_EDITORIAL_COMPARISON Spec Loop Engine (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 Frozen v6 node P110 summary/contribution and limitation P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08045 comparison "ND-f67d51cf7d5559f2" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Spec Loop Engine (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x08046 comparison "ND-03ea83cc2843e8f2" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di Spec Loop Engine separa executor e verifier su uno stato durevole. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Spec Loop Engine (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 4 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08047 provenance "ND-f902e896b29545c4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 7 x08048 provenance "ND-8b947416de394efc" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 82 x08049 provenance "ND-97853c372915f746" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 7 x08050 provenance "ND-7c02e174567b180a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_specloop.tex 83 x08051 provenance "V11-6916da906181eef93f07f003" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08052 provenance "ND-7ae69942a707392c" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 1 x08053 classification "ND-ce0c33dbf0c6897a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di GSD v1 mostra il percorso leggero Discuss–Plan–Execute–Verify. Ancoraggi: GSD v1 (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 4 x08054 classification "ND-e7760779334ccece" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di GSD v1 mostra il percorso leggero Discuss–Plan–Execute–Verify. Ancoraggi: GSD v1 (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 4 x08055 classification "ND-5e7dcc477c26e3b9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di GSD v1 mostra il percorso leggero Discuss–Plan–Execute–Verify. Ancoraggi: GSD v1 (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 4 x08056 classification "ND-e5cb56f7cb3d6824" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Comandi e artefatti sono presentati come protocollo minimo per disciplinare il lavoro. Ancoraggi: GSD v1 (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 4 x08057 classification "ND-a7f4db749178eff0" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Comandi e artefatti sono presentati come protocollo minimo per disciplinare il lavoro. Ancoraggi: GSD v1 (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 4 x08058 classification "ND-ae310e6f2313943c" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Comandi e artefatti sono presentati come protocollo minimo per disciplinare il lavoro. Ancoraggi: GSD v1 (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 4 x08059 mapping "ND-1c031584edf90cc5" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di GSD v1 mostra il percorso leggero Discuss–Plan–Execute–Verify. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 4 x08060 comparison "ND-984cee61ee53289f" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di GSD v1 mostra il percorso leggero Discuss–Plan–Execute–Verify. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON GSD v1 (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 4 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x08061 comparison "ND-bd9241a9d45bc774" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di GSD v1 mostra il percorso leggero Discuss–Plan–Execute–Verify. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON GSD v1 (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 4 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08062 comparison "ND-4677b8a7a7967117" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di GSD v1 mostra il percorso leggero Discuss–Plan–Execute–Verify. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON GSD v1 (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 4 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08063 comparison "ND-06bf26e07671f344" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di GSD v1 mostra il percorso leggero Discuss–Plan–Execute–Verify. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Workflow cheat-sheet (L54) AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 54 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x08064 comparison "ND-fad6933298bd8540" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di GSD v1 mostra il percorso leggero Discuss–Plan–Execute–Verify. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Workflow cheat-sheet (L54) AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 54 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08065 provenance "ND-daf2ae78d10bb4f8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 7 x08066 provenance "ND-2a2366093a9106c6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 81 x08067 provenance "ND-f36e35506e26fba8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 7 x08068 provenance "ND-1a1c4e190d314fd5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd_v1.tex 82 x08069 provenance "V11-04d48d12902183998f074734" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08070 provenance "ND-90f91c47a1366944" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 1 x08071 classification "ND-fe684446398792ca" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. Ancoraggi: GSD-2 (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 x08072 classification "ND-8e61ff5dbe389536" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. Ancoraggi: GSD-2 (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 x08073 classification "ND-93ba27f2eb9cb5ae" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. Ancoraggi: GSD-2 (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 x08074 classification "ND-4de6b7b1370e2f12" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file descrive sottocomandi, artefatti su disco e transizioni della macchina a stati. Ancoraggi: GSD-2 (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 x08075 classification "ND-fda54116a97f9ec5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file descrive sottocomandi, artefatti su disco e transizioni della macchina a stati. Ancoraggi: GSD-2 (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 x08076 classification "ND-0f31c1815cf3b8ce" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file descrive sottocomandi, artefatti su disco e transizioni della macchina a stati. Ancoraggi: GSD-2 (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 x08077 classification "ND-090780b7e11fa769" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file descrive sottocomandi, artefatti su disco e transizioni della macchina a stati. Ancoraggi: GSD-2 (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 x08078 mapping "ND-a52be8fc2a17a826" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 x08079 mapping "ND-cb9f76d4a6b2817c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 x08080 mapping "ND-863d641554cd1886" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 x08081 comparison "ND-6163d5265250a277" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda W191: Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. ND_EDITORIAL_COMPARISON GSD-2 (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 Frozen v6 node W191 summary/contribution and limitation Failure coding depends on visible GitHub information; shared AIDev sample. NO x08082 comparison "ND-dae46dc5bf4e820c" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda O010: Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. ND_EDITORIAL_COMPARISON GSD-2 (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 Frozen v6 node O010 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08083 comparison "ND-a37f93075615dbb6" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda P086: A written interview explores Yegge’s autonomy ladder, multi-agent work, fatigue and predictions about engineering employment. ND_EDITORIAL_COMPARISON GSD-2 (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 Frozen v6 node P086 summary/contribution and limitation Yegge’s eight stages are a provocative practitioner ladder, not a validated maturity scale and not Osmani’s independent agency/orchestration axes. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08084 comparison "ND-046a325ef7d4bd32" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda W159: Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency. ND_EDITORIAL_COMPARISON GSD-2 (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 Frozen v6 node W159 summary/contribution and limitation Synthetic low-code trials; missing real SWE longitudinal validation. NO x08085 comparison "ND-bbed19c456c9ae8e" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference card di GSD-2 mette in primo piano stato persistente e modalità automatica. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON GSD-2 (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 4 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08086 provenance "ND-713f5e7b2650d2bd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 7 x08087 provenance "ND-27f6974d5e2a8955" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 85 x08088 provenance "ND-5095e3f77b2df18c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 7 x08089 provenance "ND-13c96a358904a135" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_gsd2.tex 86 x08090 provenance "V11-86539c8541616b3ba80e9129" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08091 provenance "ND-172101cfd74ffa0c" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 1 x08092 classification "ND-316be38ad2fcdf05" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. Ancoraggi: Karpathy-Inspired Skills (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 x08093 classification "ND-1be8ae7cae809d53" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. Ancoraggi: Karpathy-Inspired Skills (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 x08094 classification "ND-709f757143997360" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. Ancoraggi: Karpathy-Inspired Skills (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 x08095 classification "ND-87bb0a2f6f50a672" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. Ancoraggi: Karpathy-Inspired Skills (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 x08096 classification "ND-d34dc4e41d51cd34" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda separa disciplina di lavoro, comportamento dell’agente e assenza di comandi o artefatti di processo propri. Ancoraggi: Karpathy-Inspired Skills (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 x08097 classification "ND-dec1b9cb5a6cc1bf" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda separa disciplina di lavoro, comportamento dell’agente e assenza di comandi o artefatti di processo propri. Ancoraggi: Karpathy-Inspired Skills (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 x08098 classification "ND-1b87d58b63c5a6ee" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda separa disciplina di lavoro, comportamento dell’agente e assenza di comandi o artefatti di processo propri. Ancoraggi: Karpathy-Inspired Skills (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 x08099 classification "ND-90a8bdb41bed7c60" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda separa disciplina di lavoro, comportamento dell’agente e assenza di comandi o artefatti di processo propri. Ancoraggi: Karpathy-Inspired Skills (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 x08100 mapping "ND-e6511d4193af4128" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 x08101 mapping "ND-4c492da7394affb6" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 x08102 comparison "ND-4f44ff462e430c00" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Workflow cheat-sheet (L52) AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 52 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x08103 comparison "ND-cac8905a745799af" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Workflow cheat-sheet (L52) AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 52 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08104 comparison "ND-4a71a6ec3d105be2" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda P047: Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. ND_EDITORIAL_COMPARISON Workflow cheat-sheet (L52) AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 52 Frozen v6 node P047 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08105 comparison "ND-275f158421b9af6b" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda W118: Access to AI can reduce independent conceptual learning even without faster task completion. ND_EDITORIAL_COMPARISON Karpathy-Inspired Skills (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 Frozen v6 node W118 summary/contribution and limitation Controlled learning quiz; not long-run professional performance. Immediate quiz only, not delayed retention. Source percentage normalization is unresolved; Figure 10.2 is qualitative. See Appendix B and ISSUE:V6:W118_NORMALIZATION. NO x08106 comparison "ND-f873d87aae5ab0eb" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Le skill ispirate a Karpathy sono principi comportamentali, non una pipeline SDLC. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda O003: Developers must deliberately practice reasoning, debugging and code comprehension when agents perform most implementation work. ND_EDITORIAL_COMPARISON Karpathy-Inspired Skills (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 4 Frozen v6 node O003 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08107 provenance "ND-84848a728814b9bb" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 7 x08108 provenance "ND-094fec186189ad9b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 78 x08109 provenance "ND-b339dfc20c125fbd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 7 x08110 provenance "ND-0a0c8ed85ee0be7b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_karpathy.tex 79 x08111 provenance "V11-08a548e41d22d356de997054" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08112 provenance "ND-48d709e11fc79ddc" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 1 x08113 classification "ND-56f0f43595fca184" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali. Ancoraggi: Agent Skills (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 x08114 classification "ND-7b6e52b4f44db86f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali. Ancoraggi: Agent Skills (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 x08115 classification "ND-c928ddc51047be1b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali. Ancoraggi: Agent Skills (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 x08116 classification "ND-393768bd1a08f5b1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda organizza comandi, personas e struttura SKILL.md come componenti riutilizzabili. Ancoraggi: Agent Skills (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 x08117 classification "ND-dcf91aec329c8ef4" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda organizza comandi, personas e struttura SKILL.md come componenti riutilizzabili. Ancoraggi: Agent Skills (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 x08118 classification "ND-1cb6cdb699877f15" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda organizza comandi, personas e struttura SKILL.md come componenti riutilizzabili. Ancoraggi: Agent Skills (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 x08119 classification "ND-7086a0041e26bd8f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda organizza comandi, personas e struttura SKILL.md come componenti riutilizzabili. Ancoraggi: Agent Skills (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 x08120 classification "ND-bfc5ffd776d0400f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda organizza comandi, personas e struttura SKILL.md come componenti riutilizzabili. Ancoraggi: Agent Skills (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 x08121 mapping "ND-12b6a3161bad181c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 x08122 mapping "ND-e9451fcc7a3f972f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 x08123 comparison "ND-8d8c29b1fa58b1c0" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda W157: Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. ND_EDITORIAL_COMPARISON Agent Skills (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 Frozen v6 node W157 summary/contribution and limitation Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. NO x08124 comparison "ND-dc0dd4086cce7c3f" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON Agent Skills (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08125 comparison "ND-1b9b107d2ebb3a39" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda P077: Developer accounts and maintainer interviews examine internal MCP adoption, debugging, legacy systems and tool-interface design. ND_EDITORIAL_COMPARISON Agent Skills (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 4 Frozen v6 node P077 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08126 comparison "ND-7012393ad603db19" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON Workflow cheat-sheet (L56) AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 56 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x08127 comparison "ND-956eca8afc40f000" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Agent Skills usa composizione e caricamento progressivo per fornire capacità contestuali. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON Workflow cheat-sheet (L56) AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 56 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08128 provenance "ND-75b7a78ec313c8e3" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 7 x08129 provenance "ND-8592bf4fc566edf3" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 83 x08130 provenance "ND-25fbc7094399c82b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 7 x08131 provenance "ND-b5bbc91079c98eb7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_agent_skills.tex 84 x08132 provenance "V11-b2ef9fd6c2a261f61dc4448f" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08133 provenance "ND-76a578d79abe6bc3" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 1 x08134 classification "ND-ac546a8a0364990b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 AIDD organizza il lavoro a partire da visione e decisioni architetturali. Ancoraggi: AIDD (L4) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 x08135 classification "ND-2ebee4a4d6a85652" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 AIDD organizza il lavoro a partire da visione e decisioni architetturali. Ancoraggi: AIDD (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 x08136 classification "ND-608ec2049e3f1ec6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 AIDD organizza il lavoro a partire da visione e decisioni architetturali. Ancoraggi: AIDD (L4) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 x08137 classification "ND-8fce531c5d55435b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda sintetizza comandi, skill SudoLang e orchestrazione della pipeline backend descritta nel libro. Ancoraggi: AIDD (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 x08138 classification "ND-aa4d8b27a03d6a61" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda sintetizza comandi, skill SudoLang e orchestrazione della pipeline backend descritta nel libro. Ancoraggi: AIDD (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 x08139 classification "ND-676cda0a519a4a55" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda sintetizza comandi, skill SudoLang e orchestrazione della pipeline backend descritta nel libro. Ancoraggi: AIDD (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 x08140 classification "ND-f880356e54b7359d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scheda sintetizza comandi, skill SudoLang e orchestrazione della pipeline backend descritta nel libro. Ancoraggi: AIDD (L4) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 x08141 mapping "ND-c170c8b57da50171" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: AIDD organizza il lavoro a partire da visione e decisioni architetturali. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 x08142 mapping "ND-a008d9c287cd171b" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: AIDD organizza il lavoro a partire da visione e decisioni architetturali. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 x08143 comparison "ND-d7e57c3f9458293f" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: AIDD organizza il lavoro a partire da visione e decisioni architetturali. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda W059: Larger generated outputs are associated with coupling and architectural smells even when tests pass. ND_EDITORIAL_COMPARISON AIDD (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 Frozen v6 node W059 summary/contribution and limitation Small smell counts; correlation with LOC not a causal law. NO x08144 comparison "ND-684f0c800e5531bf" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: AIDD organizza il lavoro a partire da visione e decisioni architetturali. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda O007: Quality assurance for generated code increasingly depends on repeatable harness checks, not only manual inspection or agent opinion. ND_EDITORIAL_COMPARISON AIDD (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 Frozen v6 node O007 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08145 comparison "ND-47b3be559ce2c511" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: AIDD organizza il lavoro a partire da visione e decisioni architetturali. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda P066: Matthew Hawthorne discusses architectural tradeoffs, operational learning and shared responsibility using Netflix examples. ND_EDITORIAL_COMPARISON AIDD (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 Frozen v6 node P066 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08146 comparison "ND-c568fa336afe4d00" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: AIDD organizza il lavoro a partire da visione e decisioni architetturali. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON AIDD (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x08147 comparison "ND-b578833eb2328947" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: AIDD organizza il lavoro a partire da visione e decisioni architetturali. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON AIDD (L4) AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 4 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08148 provenance "ND-dad0ddd7f182a4a1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 7 x08149 provenance "ND-359ae7f46f365cd1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 86 x08150 provenance "ND-eadeab84407c3d72" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 7 x08151 provenance "ND-44564918d28c56b2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/reference_cards/appendix_aidd.tex 87 x08152 provenance "V11-dbe0fb8cdbbb1261fd8fa287" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08153 provenance "ND-2dad8bee99b42b5d" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME AI_SDD_ENG_V2/appendices/appendix_references.tex 1 x08154 classification "ND-ff839d42c4d78dd4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’apparato finale documenta serie, attribuzioni ed opere richiamate. Ancoraggi: Books in the Series (L7); Sources for Chapter Epigraphs (L66); Cited Works (L115) ND_PRIMARY_STREAM AI_SDD_ENG_V2/appendices/appendix_references.tex 7 x08155 classification "ND-4c7cc7346ee9302c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’apparato finale documenta serie, attribuzioni ed opere richiamate. Ancoraggi: Books in the Series (L7); Sources for Chapter Epigraphs (L66); Cited Works (L115) ND_SECONDARY_STREAM AI_SDD_ENG_V2/appendices/appendix_references.tex 7 x08156 classification "ND-e89b1b5cf175c222" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file collega i volumi dell’autore e raccoglie fonti degli epigrafi e lavori citati, rendendo tracciabile la genealogia editoriale. Ancoraggi: Books in the Series (L7); Sources for Chapter Epigraphs (L66); Cited Works (L115) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_references.tex 7 x08157 classification "ND-5a1258380ec88f77" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file collega i volumi dell’autore e raccoglie fonti degli epigrafi e lavori citati, rendendo tracciabile la genealogia editoriale. Ancoraggi: Books in the Series (L7); Sources for Chapter Epigraphs (L66); Cited Works (L115) ND_ADDRESSES_TOPIC AI_SDD_ENG_V2/appendices/appendix_references.tex 7 x08158 mapping "ND-84cff283d2175be3" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’apparato finale documenta serie, attribuzioni ed opere richiamate. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER AI_SDD_ENG_V2/appendices/appendix_references.tex 7 x08159 provenance "ND-c4241b3c5014a8dd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:shift. ch:shift ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 81 x08160 provenance "ND-47f5b79a34e9bc59" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:process. ch:process ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 83 x08161 provenance "ND-b87e237af96feec4" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:anatomy. ch:anatomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 85 x08162 provenance "ND-3620607503c7f2aa" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ecosystem. ch:ecosystem ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 87 x08163 provenance "ND-dafd444f2cd65d22" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:gsd. ch:gsd ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 89 x08164 provenance "ND-315281d680e6ae40" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:spectools. ch:spectools ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 91 x08165 provenance "ND-d5236761491239ae" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestrators. ch:orchestrators ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 93 x08166 provenance "ND-446986e4033007da" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomous. ch:autonomous ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 95 x08167 provenance "ND-de5ba1e3a3ddebcd" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:comparison. ch:comparison ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 97 x08168 provenance "ND-bf47151740205acc" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:boundaries. ch:boundaries ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 99 x08169 provenance "ND-92e17ec3a5b88224" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:foundation. ch:foundation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 101 x08170 provenance "ND-f169c275532a3f4f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:agents. ch:agents ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 103 x08171 provenance "ND-082e21fcf409bdf6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:automation. ch:automation ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 105 x08172 provenance "ND-bebfd324f7bc4ac6" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:autonomy. ch:autonomy ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 107 x08173 provenance "ND-a2c5236c779ceb28" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 109 x08174 provenance "ND-c98cb5c816483d6e" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:limitations. ch:limitations ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 111 x08175 provenance "ND-0520484457a624ac" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:design-framework. ch:design-framework ND_EXPLICIT_CROSS_REFERENCE AI_SDD_ENG_V2/appendices/appendix_references.tex 113 x08176 provenance "V11-b11c658068e07ffaa8dbf242" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08177 provenance "ND-0a0156db40765d75" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/main.tex 1 x08178 classification "ND-1c51c144ee8945ad" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le introduzioni alle parti e la postfazione presentano il passaggio dall’assistenza interattiva alla delega continuativa. Ancoraggi: Afterword: The Autonomous Future (L204) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/main.tex 204 x08179 classification "ND-e8ce1a48f20d4162" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le introduzioni alle parti e la postfazione presentano il passaggio dall’assistenza interattiva alla delega continuativa. Ancoraggi: Afterword: The Autonomous Future (L204) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/main.tex 204 x08180 classification "ND-79e646927aeebfdb" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le introduzioni alle parti e la postfazione presentano il passaggio dall’assistenza interattiva alla delega continuativa. Ancoraggi: Afterword: The Autonomous Future (L204) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/main.tex 204 x08181 classification "ND-2fb25de03155bcee" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le introduzioni alle parti e la postfazione presentano il passaggio dall’assistenza interattiva alla delega continuativa. Ancoraggi: Afterword: The Autonomous Future (L204) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/main.tex 204 x08182 classification "ND-211c6394bae76416" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main contiene raccordi didattici e una conclusione sull’evoluzione del lavoro, distinti dagli input dei capitoli; le porzioni biografiche non alimentano relazioni tematiche. Ancoraggi: Afterword: The Autonomous Future (L204) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/main.tex 204 x08183 classification "ND-bcac40582d889ae4" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main contiene raccordi didattici e una conclusione sull’evoluzione del lavoro, distinti dagli input dei capitoli; le porzioni biografiche non alimentano relazioni tematiche. Ancoraggi: Afterword: The Autonomous Future (L204) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/main.tex 204 x08184 classification "ND-169c5102352a6624" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main contiene raccordi didattici e una conclusione sull’evoluzione del lavoro, distinti dagli input dei capitoli; le porzioni biografiche non alimentano relazioni tematiche. Ancoraggi: Afterword: The Autonomous Future (L204) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/main.tex 204 x08185 classification "ND-7a5bcd378e065eea" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il main contiene raccordi didattici e una conclusione sull’evoluzione del lavoro, distinti dagli input dei capitoli; le porzioni biografiche non alimentano relazioni tematiche. 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Ancoraggi: Preface (L78); Who This Book Is For (L146); The Recommended Path (L191); The Experts Who Shaped This Book (L292) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/frontmatter.tex 78 x08230 classification "ND-c7df26a6dd789cf5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il volume si presenta come seguito dello SDD e attribuisce contributi a Huntley, Yegge, Carson e Osmani; documenta il contesto practitioner della sintesi. Ancoraggi: Preface (L78); Who This Book Is For (L146); The Recommended Path (L191); The Experts Who Shaped This Book (L292) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/frontmatter.tex 78 x08231 classification "ND-bc37b21c19a85192" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il volume si presenta come seguito dello SDD e attribuisce contributi a Huntley, Yegge, Carson e Osmani; documenta il contesto practitioner della sintesi. Ancoraggi: Preface (L78); Who This Book Is For (L146); The Recommended Path (L191); The Experts Who Shaped This Book (L292) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/frontmatter.tex 78 x08232 classification "ND-74cfbf4b2f1be172" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il volume si presenta come seguito dello SDD e attribuisce contributi a Huntley, Yegge, Carson e Osmani; documenta il contesto practitioner della sintesi. Ancoraggi: Preface (L78); Who This Book Is For (L146); The Recommended Path (L191); The Experts Who Shaped This Book (L292) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/frontmatter.tex 78 x08233 mapping "ND-2957b487cd92e495" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La prefazione definisce destinatari, percorso di lettura e precauzioni per costruire agenti autonomi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/frontmatter.tex 78 x08234 mapping "ND-abe6e5fd01942c38" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La prefazione definisce destinatari, percorso di lettura e precauzioni per costruire agenti autonomi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/frontmatter.tex 78 x08235 mapping "ND-1521b845bae06721" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La prefazione definisce destinatari, percorso di lettura e precauzioni per costruire agenti autonomi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/frontmatter.tex 78 x08236 provenance "V11-2bdd14bf7560e5063f6f2b25" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08237 provenance "ND-632624593fcde9c4" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 1 x08238 classification "ND-e2140bfa9ad52377" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Ancoraggi: From Reactive to Proactive AI (L25); The Continuous Loop Concept (L117); Prerequisites for Success (L246); What This Book Will Teach You (L319) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08239 classification "ND-2f8db5afce8a39ea" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Ancoraggi: From Reactive to Proactive AI (L25); The Continuous Loop Concept (L117); Prerequisites for Success (L246); What This Book Will Teach You (L319) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08240 classification "ND-daf0b5c626ec7722" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Ancoraggi: From Reactive to Proactive AI (L25); The Continuous Loop Concept (L117); Prerequisites for Success (L246); What This Book Will Teach You (L319) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08241 classification "ND-9bcf9650fd6a11dc" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Ancoraggi: From Reactive to Proactive AI (L25); The Continuous Loop Concept (L117); Prerequisites for Success (L246); What This Book Will Teach You (L319) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08242 classification "ND-e3c5f1532f365061" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo lega Ralph, apprendimento cumulativo, specifiche, infrastruttura di test e controllo di versione a un flusso che prepara lavoro per la revisione. Ancoraggi: From Reactive to Proactive AI (L25); The Continuous Loop Concept (L117); Prerequisites for Success (L246); What This Book Will Teach You (L319) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08243 classification "ND-4a99c8628c48cdd1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo lega Ralph, apprendimento cumulativo, specifiche, infrastruttura di test e controllo di versione a un flusso che prepara lavoro per la revisione. Ancoraggi: From Reactive to Proactive AI (L25); The Continuous Loop Concept (L117); Prerequisites for Success (L246); What This Book Will Teach You (L319) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08244 classification "ND-21e992e5e9050ee6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo lega Ralph, apprendimento cumulativo, specifiche, infrastruttura di test e controllo di versione a un flusso che prepara lavoro per la revisione. Ancoraggi: From Reactive to Proactive AI (L25); The Continuous Loop Concept (L117); Prerequisites for Success (L246); What This Book Will Teach You (L319) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08245 classification "ND-db2bd6bee7fe74ad" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo lega Ralph, apprendimento cumulativo, specifiche, infrastruttura di test e controllo di versione a un flusso che prepara lavoro per la revisione. Ancoraggi: From Reactive to Proactive AI (L25); The Continuous Loop Concept (L117); Prerequisites for Success (L246); What This Book Will Teach You (L319) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08246 classification "ND-f146972b044f41e8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo lega Ralph, apprendimento cumulativo, specifiche, infrastruttura di test e controllo di versione a un flusso che prepara lavoro per la revisione. Ancoraggi: From Reactive to Proactive AI (L25); The Continuous Loop Concept (L117); Prerequisites for Success (L246); What This Book Will Teach You (L319) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08247 classification "ND-948156a8da69a87a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo lega Ralph, apprendimento cumulativo, specifiche, infrastruttura di test e controllo di versione a un flusso che prepara lavoro per la revisione. Ancoraggi: From Reactive to Proactive AI (L25); The Continuous Loop Concept (L117); Prerequisites for Success (L246); What This Book Will Teach You (L319) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08248 mapping "ND-bf2a1a9dcc911c19" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08249 mapping "ND-24f78a1e5865829a" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08250 mapping "ND-84e6f5de7220b521" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 x08251 comparison "ND-03c86408a440dee2" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda W191: Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. ND_EDITORIAL_COMPARISON From Reactive to Proactive AI (L25); Prerequisites for Success (L246); What This Book Will Teach You (L319) ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 Frozen v6 node W191 summary/contribution and limitation Failure coding depends on visible GitHub information; shared AIDev sample. NO x08252 comparison "ND-abd57cc46e2ca372" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda O010: Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. ND_EDITORIAL_COMPARISON From Reactive to Proactive AI (L25); Prerequisites for Success (L246); What This Book Will Teach You (L319) ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 Frozen v6 node O010 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08253 comparison "ND-7e523f3166b3e533" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda P086: A written interview explores Yegge’s autonomy ladder, multi-agent work, fatigue and predictions about engineering employment. ND_EDITORIAL_COMPARISON From Reactive to Proactive AI (L25); Prerequisites for Success (L246); What This Book Will Teach You (L319) ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 25 Frozen v6 node P086 summary/contribution and limitation Yegge’s eight stages are a provocative practitioner ladder, not a validated maturity scale and not Osmani’s independent agency/orchestration axes. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08254 comparison "ND-79974807f1d1cdec" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON The Continuous Loop Concept (L117); Introducing the Ralph Wiggum Pattern (L123); Why Stateless Iterations Beat Long Sessions (L231) ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 117 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08255 comparison "ND-c058e8ca29f929f4" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON The Continuous Loop Concept (L117); Introducing the Ralph Wiggum Pattern (L123); Why Stateless Iterations Beat Long Sessions (L231) ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 117 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x08256 comparison "ND-d20fcbf126f82007" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda W065: Most agent PRs have no recorded human review, but same-repository human PRs also often lack review. ND_EDITORIAL_COMPARISON The Human Review Commitment (L301) ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 301 Frozen v6 node W065 summary/contribution and limitation Recorded GitHub review is not total review rigor; shared AIDev data. NO x08257 comparison "ND-20944639171ae9e5" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Lo sviluppo continuativo combina esecuzione autonoma, contesto rinnovato e una frontiera umana di approvazione. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda O011: AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill. ND_EDITORIAL_COMPARISON The Human Review Commitment (L301) ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 301 Frozen v6 node O011 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08258 provenance "ND-66cb483bc1476225" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:philosophy. ch:philosophy ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 325 x08259 provenance "ND-a6be0baab654d554" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:evolution. ch:evolution ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 325 x08260 provenance "ND-3b819c24b36a9c12" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ralph. ch:ralph ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 330 x08261 provenance "ND-ebab65cf9891819a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:decomposition. ch:decomposition ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 331 x08262 provenance "ND-bb3eb6a19a64ec94" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:memory. ch:memory ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 332 x08263 provenance "ND-0f662e8a23a11789" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality. ch:quality ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 333 x08264 provenance "ND-95e8236980032d43" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:prompting. ch:prompting ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 334 x08265 provenance "ND-c8b70d2dc4c0edad" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:scheduling. ch:scheduling ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 335 x08266 provenance "ND-cc8983c0df037bce" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestration. ch:orchestration ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 336 x08267 provenance "ND-1fa66c8bbc78adb1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:safety. ch:safety ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter01_revolution.tex 337 x08268 provenance "V11-0ac2a7a3341b972a3c4202d3" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08269 provenance "ND-65e52b913d7f41d9" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 1 x08270 classification "ND-de74c91514a46240" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Ancoraggi: Embracing Predictable Failure (L18); The Backpressure Model (L96); Core Principles for Autonomous Systems (L289); Common Anti-Patterns to Avoid (L444) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08271 classification "ND-66805886fec2f0e2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Ancoraggi: Embracing Predictable Failure (L18); The Backpressure Model (L96); Core Principles for Autonomous Systems (L289); Common Anti-Patterns to Avoid (L444) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08272 classification "ND-afba511c5182c8d3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Ancoraggi: Embracing Predictable Failure (L18); The Backpressure Model (L96); Core Principles for Autonomous Systems (L289); Common Anti-Patterns to Avoid (L444) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08273 classification "ND-020b85459e920e62" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Ancoraggi: Embracing Predictable Failure (L18); The Backpressure Model (L96); Core Principles for Autonomous Systems (L289); Common Anti-Patterns to Avoid (L444) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08274 classification "ND-a5947381d673ffae" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Backpressure, test, contesto fresco, piano modificabile e memoria su disco spostano l’attenzione dal prompt perfetto alle condizioni che bloccano lavoro invalido. Ancoraggi: Embracing Predictable Failure (L18); The Backpressure Model (L96); Core Principles for Autonomous Systems (L289); Common Anti-Patterns to Avoid (L444) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08275 classification "ND-7e092ffb40bdbe08" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Backpressure, test, contesto fresco, piano modificabile e memoria su disco spostano l’attenzione dal prompt perfetto alle condizioni che bloccano lavoro invalido. Ancoraggi: Embracing Predictable Failure (L18); The Backpressure Model (L96); Core Principles for Autonomous Systems (L289); Common Anti-Patterns to Avoid (L444) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08276 classification "ND-e69cfb62299dcf1f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Backpressure, test, contesto fresco, piano modificabile e memoria su disco spostano l’attenzione dal prompt perfetto alle condizioni che bloccano lavoro invalido. Ancoraggi: Embracing Predictable Failure (L18); The Backpressure Model (L96); Core Principles for Autonomous Systems (L289); Common Anti-Patterns to Avoid (L444) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08277 classification "ND-f5a4d7af830b70f1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Backpressure, test, contesto fresco, piano modificabile e memoria su disco spostano l’attenzione dal prompt perfetto alle condizioni che bloccano lavoro invalido. Ancoraggi: Embracing Predictable Failure (L18); The Backpressure Model (L96); Core Principles for Autonomous Systems (L289); Common Anti-Patterns to Avoid (L444) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08278 classification "ND-f9e1a4f3bdb6c253" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Backpressure, test, contesto fresco, piano modificabile e memoria su disco spostano l’attenzione dal prompt perfetto alle condizioni che bloccano lavoro invalido. Ancoraggi: Embracing Predictable Failure (L18); The Backpressure Model (L96); Core Principles for Autonomous Systems (L289); Common Anti-Patterns to Avoid (L444) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08279 mapping "ND-58a990dec1c8289a" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08280 mapping "ND-580076972d7d7223" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08281 mapping "ND-a079211ddc99d3a2" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 x08282 comparison "ND-81ee100e7d12e307" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda W071: Rejection categories include agent failure, project workflow mismatch and unspecified reasons; distinguish causes before retrying. ND_EDITORIAL_COMPARISON Embracing Predictable Failure (L18); Failures as Data (L36); Engineering as Preventing Failure Scenarios (L176) ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 Frozen v6 node W071 summary/contribution and limitation Explanations may be inferred from inconsistent PR records; shared AIDev data. NO x08283 comparison "ND-cfc9ad228465a4fc" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda O006: Effective autonomous loops begin with bounded goals, observable checks and explicit stopping rules. ND_EDITORIAL_COMPARISON Embracing Predictable Failure (L18); Failures as Data (L36); Engineering as Preventing Failure Scenarios (L176) ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 Frozen v6 node O006 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08284 comparison "ND-22be6b114dc270f6" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda P087: Interviews with Codex builders describe the agent loop, language choices, evaluation, internal use and tiered code review. ND_EDITORIAL_COMPARISON Embracing Predictable Failure (L18); Failures as Data (L36); Engineering as Preventing Failure Scenarios (L176) ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 18 Frozen v6 node P087 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08285 comparison "ND-8ecbe728d73718f2" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Tests, Typechecks, Builds, Lints as Automated Gatekeepers (L118) ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 118 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x08286 comparison "ND-1b3874dbe8ca11f6" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Tests, Typechecks, Builds, Lints as Automated Gatekeepers (L118) ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 118 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08287 comparison "ND-ca92948e838fb700" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda W159: Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency. ND_EDITORIAL_COMPARISON Disk Is State, Git Is Memory (L317) ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 317 Frozen v6 node W159 summary/contribution and limitation Synthetic low-code trials; missing real SWE longitudinal validation. NO x08288 comparison "ND-cd9d84ef5af55e99" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Progettare per il fallimento prevedibile significa fornire segnali di rifiuto e stato recuperabile. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON Disk Is State, Git Is Memory (L317) ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 317 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08289 provenance "ND-7977c334be1e5833" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:revolution. ch:revolution ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 9 x08290 provenance "ND-ecbd1c3db5218a53" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestration. ch:orchestration ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter02_philosophy.tex 276 x08291 provenance "V11-57834e0c31f6886d1fbe497a" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08292 provenance "ND-7e6c5d89745fedb2" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 1 x08293 classification "ND-8a439c79bcbdf5d0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Ancoraggi: The Nine Stages of AI-Assisted Development (L17); Assessing Your Current Stage (L182); The Skills Transformation (L264); Prerequisites for This Book (L321) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08294 classification "ND-9a3ec99e546063ca" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Ancoraggi: The Nine Stages of AI-Assisted Development (L17); Assessing Your Current Stage (L182); The Skills Transformation (L264); Prerequisites for This Book (L321) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08295 classification "ND-c3a7d2926b0ac098" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Ancoraggi: The Nine Stages of AI-Assisted Development (L17); Assessing Your Current Stage (L182); The Skills Transformation (L264); Prerequisites for This Book (L321) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08296 classification "ND-122fb550030fa3fb" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Ancoraggi: The Nine Stages of AI-Assisted Development (L17); Assessing Your Current Stage (L182); The Skills Transformation (L264); Prerequisites for This Book (L321) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08297 classification "ND-26bd39e0f96a9f56" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Ancoraggi: The Nine Stages of AI-Assisted Development (L17); Assessing Your Current Stage (L182); The Skills Transformation (L264); Prerequisites for This Book (L321) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08298 classification "ND-3b358e397e632222" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La progressione è usata per autovalutare pratiche di sviluppo, trasformazione delle abilità e preparazione a sistemi autonomi. Ancoraggi: The Nine Stages of AI-Assisted Development (L17); Assessing Your Current Stage (L182); The Skills Transformation (L264); Prerequisites for This Book (L321) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08299 classification "ND-4efa42f36ec1ec23" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La progressione è usata per autovalutare pratiche di sviluppo, trasformazione delle abilità e preparazione a sistemi autonomi. Ancoraggi: The Nine Stages of AI-Assisted Development (L17); Assessing Your Current Stage (L182); The Skills Transformation (L264); Prerequisites for This Book (L321) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08300 classification "ND-fa53e8e0d6ffbae6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La progressione è usata per autovalutare pratiche di sviluppo, trasformazione delle abilità e preparazione a sistemi autonomi. Ancoraggi: The Nine Stages of AI-Assisted Development (L17); Assessing Your Current Stage (L182); The Skills Transformation (L264); Prerequisites for This Book (L321) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08301 classification "ND-800114a6c61272be" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La progressione è usata per autovalutare pratiche di sviluppo, trasformazione delle abilità e preparazione a sistemi autonomi. Ancoraggi: The Nine Stages of AI-Assisted Development (L17); Assessing Your Current Stage (L182); The Skills Transformation (L264); Prerequisites for This Book (L321) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08302 classification "ND-0d6c02b4b6210626" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La progressione è usata per autovalutare pratiche di sviluppo, trasformazione delle abilità e preparazione a sistemi autonomi. Ancoraggi: The Nine Stages of AI-Assisted Development (L17); Assessing Your Current Stage (L182); The Skills Transformation (L264); Prerequisites for This Book (L321) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08303 classification "ND-bc7905a877ed6b0f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La progressione è usata per autovalutare pratiche di sviluppo, trasformazione delle abilità e preparazione a sistemi autonomi. Ancoraggi: The Nine Stages of AI-Assisted Development (L17); Assessing Your Current Stage (L182); The Skills Transformation (L264); Prerequisites for This Book (L321) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08304 mapping "ND-ab6f8ed14877b656" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08305 mapping "ND-c56805c55dd404c7" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08306 mapping "ND-ac4673841b9a1616" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 x08307 comparison "ND-678aa36a888df725" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda W191: Rejected agent PRs reveal recurring limits in requirement understanding, repository fit and coordination with maintainers. ND_EDITORIAL_COMPARISON Team Readiness Indicators (L217); What You Need Before Attempting Autonomous Loops (L341) ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 217 Frozen v6 node W191 summary/contribution and limitation Failure coding depends on visible GitHub information; shared AIDev sample. NO x08308 comparison "ND-2e6a4ee063ccddf1" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda O010: Osmani separates autonomy into agency and orchestration axes, describing six operating levels from suggestions to management-by-exception. ND_EDITORIAL_COMPARISON Team Readiness Indicators (L217); What You Need Before Attempting Autonomous Loops (L341) ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 217 Frozen v6 node O010 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08309 comparison "ND-17d03523d4e084f0" NO autonomy EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Confronto (autonomy): Confrontare delega, arresto ed escalation. Le scale practitioner descrivono regimi di lavoro, non una misura validata e universale della maturità. Scheda P086: A written interview explores Yegge’s autonomy ladder, multi-agent work, fatigue and predictions about engineering employment. ND_EDITORIAL_COMPARISON Team Readiness Indicators (L217); What You Need Before Attempting Autonomous Loops (L341) ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 217 Frozen v6 node P086 summary/contribution and limitation Yegge’s eight stages are a provocative practitioner ladder, not a validated maturity scale and not Osmani’s independent agency/orchestration axes. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08310 comparison "ND-96d9fb7ea7aa3081" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda W118: Access to AI can reduce independent conceptual learning even without faster task completion. ND_EDITORIAL_COMPARISON Stages 1--2: Learning Basic AI Tools (L80); The Skills Transformation (L264) ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 80 Frozen v6 node W118 summary/contribution and limitation Controlled learning quiz; not long-run professional performance. Immediate quiz only, not delayed retention. Source percentage normalization is unresolved; Figure 10.2 is qualitative. See Appendix B and ISSUE:V6:W118_NORMALIZATION. NO x08311 comparison "ND-89c0da5249b15441" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda O003: Developers must deliberately practice reasoning, debugging and code comprehension when agents perform most implementation work. ND_EDITORIAL_COMPARISON Stages 1--2: Learning Basic AI Tools (L80); The Skills Transformation (L264) ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 80 Frozen v6 node O003 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08312 comparison "ND-300baf1675aa7e2e" NO roles EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Confronto (roles): Confrontare trasformazione dei compiti, formazione dei junior e dinamiche occupazionali; distinguere previsione, testimonianza e identificazione causale. Scheda W123: Early adopter firms show higher software hiring, especially junior hiring, contradicting simple substitution stories. ND_EDITORIAL_COMPARISON The Nine Stages of AI-Assisted Development (L17); The Skills Transformation (L264); Prerequisites for This Book (L321) ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 Frozen v6 node W123 summary/contribution and limitation Firm adoption selection and platform measures complicate causal attribution. NO x08313 comparison "ND-eeebc66c3e1f20bd" NO roles EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il modello a nove stadi rende discutibili competenze e prerequisiti della delega agli agenti. Confronto (roles): Confrontare trasformazione dei compiti, formazione dei junior e dinamiche occupazionali; distinguere previsione, testimonianza e identificazione causale. Scheda O035: Removing junior engineering positions can damage apprenticeship and the future pool of experienced maintainers. ND_EDITORIAL_COMPARISON The Nine Stages of AI-Assisted Development (L17); The Skills Transformation (L264); Prerequisites for This Book (L321) ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 17 Frozen v6 node O035 summary/contribution and limitation A prescriptive career and hiring essay; no original causal analysis of employment trends. NO x08314 provenance "ND-e64c71c9f8b213f5" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:philosophy. ch:philosophy ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 9 x08315 provenance "ND-aa38532b424a1a3c" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:philosophy. ch:philosophy ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 303 x08316 provenance "ND-1dc763d601796282" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestration. ch:orchestration ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter03_evolution.tex 166 x08317 provenance "V11-2e263e7d97a9448f184f2835" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08318 provenance "ND-e50092e720206b6c" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 1 x08319 classification "ND-c18fcd693f10edd9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Ancoraggi: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08320 classification "ND-0e683503d3e3faa5" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Ancoraggi: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08321 classification "ND-465daf04bc924746" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Ancoraggi: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08322 classification "ND-43d603b029e3fdfb" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Ancoraggi: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08323 classification "ND-bf303c8853f83fb4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Ancoraggi: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08324 classification "ND-ac3239f736fd0713" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Anatomia, ciclo di iterazione, varianti implementative, primo esercizio e diagnosi iniziale trasformano il loop in una procedura concreta. Ancoraggi: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08325 classification "ND-ee11f912d92bed22" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Anatomia, ciclo di iterazione, varianti implementative, primo esercizio e diagnosi iniziale trasformano il loop in una procedura concreta. Ancoraggi: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08326 classification "ND-6137c04291273efe" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Anatomia, ciclo di iterazione, varianti implementative, primo esercizio e diagnosi iniziale trasformano il loop in una procedura concreta. Ancoraggi: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08327 classification "ND-c8de9227ba248563" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Anatomia, ciclo di iterazione, varianti implementative, primo esercizio e diagnosi iniziale trasformano il loop in una procedura concreta. Ancoraggi: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08328 classification "ND-27da713239102a72" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Anatomia, ciclo di iterazione, varianti implementative, primo esercizio e diagnosi iniziale trasformano il loop in una procedura concreta. Ancoraggi: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08329 classification "ND-73f788286f70288a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Anatomia, ciclo di iterazione, varianti implementative, primo esercizio e diagnosi iniziale trasformano il loop in una procedura concreta. Ancoraggi: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08330 mapping "ND-6c7fec099e2f7c31" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08331 mapping "ND-45a42e001c694aca" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08332 mapping "ND-1111890855020b8c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 x08333 comparison "ND-acb921dca313d3ac" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON Anatomy of a Ralph Loop (L20); Your First Ralph Loop (L416); The One-Item-Per-Loop Principle (L139) ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08334 comparison "ND-a6e5c49079b2b84b" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON Anatomy of a Ralph Loop (L20); Your First Ralph Loop (L416); The One-Item-Per-Loop Principle (L139) ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x08335 comparison "ND-b8208def4e3face1" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda P110: Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. ND_EDITORIAL_COMPARISON Anatomy of a Ralph Loop (L20); Your First Ralph Loop (L416); The One-Item-Per-Loop Principle (L139) ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 Frozen v6 node P110 summary/contribution and limitation P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08336 comparison "ND-843fdfd5bd8d848b" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda W159: Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency. ND_EDITORIAL_COMPARISON Anatomy of a Ralph Loop (L20); Implementation Options (L328); Troubleshooting Common Issues (L650) ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 Frozen v6 node W159 summary/contribution and limitation Synthetic low-code trials; missing real SWE longitudinal validation. NO x08337 comparison "ND-d1846025893c0054" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON Anatomy of a Ralph Loop (L20); Implementation Options (L328); Troubleshooting Common Issues (L650) ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 20 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08338 comparison "ND-328eca78a5240708" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Step 8: Capture Test Intent (L243) ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 243 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x08339 comparison "ND-b660e6256c2e0908" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il pattern Ralph ripete un incarico con contesto fresco e progresso conservato fuori dal modello. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Step 8: Capture Test Intent (L243) ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 243 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08340 provenance "ND-6be7f33749b1c019" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:evolution. ch:evolution ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 9 x08341 provenance "ND-059df3f26f95994a" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:revolution. ch:revolution ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter04_ralph.tex 15 x08342 provenance "V11-50df4bfc45267ec9b3c55c10" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08343 provenance "ND-983e08dcf753b8f7" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 1 x08344 classification "ND-cbcdfa4f78afa460" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Ancoraggi: From PRD to Executable Tasks (L24); The Plan File Schema (L225); Writing Effective Acceptance Criteria (L352); A Complete Worked Example (L506) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 24 x08345 classification "ND-5cea8b737b4b7f2e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Ancoraggi: From PRD to Executable Tasks (L24); The Plan File Schema (L225); Writing Effective Acceptance Criteria (L352); A Complete Worked Example (L506) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 24 x08346 classification "ND-1beb3fc1b23a41f3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Ancoraggi: From PRD to Executable Tasks (L24); The Plan File Schema (L225); Writing Effective Acceptance Criteria (L352); A Complete Worked Example (L506) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 24 x08347 classification "ND-c7316d44d9943d0f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Ancoraggi: From PRD to Executable Tasks (L24); The Plan File Schema (L225); Writing Effective Acceptance Criteria (L352); A Complete Worked Example (L506) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 24 x08348 classification "ND-4fbeef191c068190" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Dal PRD al piano strutturato, il capitolo descrive caratteristiche dei task, schema del file e criteri di accettazione con un esempio completo. Ancoraggi: From PRD to Executable Tasks (L24); The Plan File Schema (L225); Writing Effective Acceptance Criteria (L352); A Complete Worked Example (L506) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 24 x08349 classification "ND-746ca475e1ffdf5b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Dal PRD al piano strutturato, il capitolo descrive caratteristiche dei task, schema del file e criteri di accettazione con un esempio completo. Ancoraggi: From PRD to Executable Tasks (L24); The Plan File Schema (L225); Writing Effective Acceptance Criteria (L352); A Complete Worked Example (L506) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 24 x08350 classification "ND-e89afc0015ea0484" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Dal PRD al piano strutturato, il capitolo descrive caratteristiche dei task, schema del file e criteri di accettazione con un esempio completo. Ancoraggi: From PRD to Executable Tasks (L24); The Plan File Schema (L225); Writing Effective Acceptance Criteria (L352); A Complete Worked Example (L506) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 24 x08351 classification "ND-13d63d2d0d61f2fb" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Dal PRD al piano strutturato, il capitolo descrive caratteristiche dei task, schema del file e criteri di accettazione con un esempio completo. Ancoraggi: From PRD to Executable Tasks (L24); The Plan File Schema (L225); Writing Effective Acceptance Criteria (L352); A Complete Worked Example (L506) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 24 x08352 mapping "ND-731313edcf1df1d7" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 24 x08353 mapping "ND-4aa073afabb342b0" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 24 x08354 comparison "ND-e04982e4dbe774d0" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Maintaining the Specification as Source of Truth (L80); Boolean Acceptance Criteria (L194); Writing Effective Acceptance Criteria (L352) ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 80 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x08355 comparison "ND-ad1039ddfaa68993" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Maintaining the Specification as Source of Truth (L80); Boolean Acceptance Criteria (L194); Writing Effective Acceptance Criteria (L352) ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 80 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08356 comparison "ND-799010ea72662036" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Maintaining the Specification as Source of Truth (L80); Boolean Acceptance Criteria (L194); Writing Effective Acceptance Criteria (L352) ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 80 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08357 comparison "ND-afd57d0452264b8b" NO iterative EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Confronto (iterative): Esaminare come chiarimenti e modifiche di intenzione si propagano agli artefatti e alla revisione; evitare di equiparare una sequenza di gate a un processo necessariamente waterfall. Scheda W099: Comparing diff content to stated intent can help authors find unintended deviations. ND_EDITORIAL_COMPARISON Tracking Progress Across Iterations (L335); Investigation Phase (L518); Implementation Phase (L541) ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 335 Frozen v6 node W099 summary/contribution and limitation Small reported effect; defect denominator absent. NO x08358 comparison "ND-5b9a3ee7df53ca64" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Test-Based Verification (L399); Boolean Acceptance Criteria (L194); Writing Effective Acceptance Criteria (L352) ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 399 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x08359 comparison "ND-c5612ab8eb87e0fc" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La decomposizione rende una richiesta eseguibile attraverso unità limitate e criteri verificabili. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Test-Based Verification (L399); Boolean Acceptance Criteria (L194); Writing Effective Acceptance Criteria (L352) ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 399 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08360 provenance "ND-bd3c9a256e5edbd1" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ralph. ch:ralph ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 9 x08361 provenance "ND-5c6718c435959251" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Decomposizione in task e acceptance criteria rende lo SDD consumabile da una macchina. Ancoraggi sorgente: From PRD to Executable Tasks (L24); The Plan File Schema (L225); Writing Effective Acceptance Criteria (L352); A Complete Worked Example (L506). Destinazione: Four Phases, Four Gates (L20); Model Selection Strategy (L241); The Clarification Phase (L361); Quality Checklists: Unit Tests for English (L467) ND_SPECIALIZES ai-auto_eng/AI_AUTO_ENG/chapters/chapter05_decomposition.tex 24 x08362 provenance "V11-bcc618afe93a3dc40217a1aa" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08363 provenance "ND-ae09b3d0bcbac987" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 1 x08364 classification "ND-5fbd291fa4f49661" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Ancoraggi: The Four Channels of Memory (L18); Building AGENTS.md (L136); Context Injection Strategies (L420); Memory Injection Technique (L510) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08365 classification "ND-efe1c6ff08381b77" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Ancoraggi: The Four Channels of Memory (L18); Building AGENTS.md (L136); Context Injection Strategies (L420); Memory Injection Technique (L510) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08366 classification "ND-f70a50ca5de19d67" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Ancoraggi: The Four Channels of Memory (L18); Building AGENTS.md (L136); Context Injection Strategies (L420); Memory Injection Technique (L510) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08367 classification "ND-24a5b01f3b9ddc26" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Ancoraggi: The Four Channels of Memory (L18); Building AGENTS.md (L136); Context Injection Strategies (L420); Memory Injection Technique (L510) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08368 classification "ND-f9fb9ca4a4f37d55" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 AGENTS.md, apprendimento cumulativo e strategie di iniezione del contesto organizzano stato operativo e conoscenza durevole. Ancoraggi: The Four Channels of Memory (L18); Building AGENTS.md (L136); Context Injection Strategies (L420); Memory Injection Technique (L510) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08369 classification "ND-62c35574df96e320" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 AGENTS.md, apprendimento cumulativo e strategie di iniezione del contesto organizzano stato operativo e conoscenza durevole. Ancoraggi: The Four Channels of Memory (L18); Building AGENTS.md (L136); Context Injection Strategies (L420); Memory Injection Technique (L510) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08370 classification "ND-e5df4d57429c7d89" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 AGENTS.md, apprendimento cumulativo e strategie di iniezione del contesto organizzano stato operativo e conoscenza durevole. Ancoraggi: The Four Channels of Memory (L18); Building AGENTS.md (L136); Context Injection Strategies (L420); Memory Injection Technique (L510) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08371 classification "ND-692369aabd20abaf" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 AGENTS.md, apprendimento cumulativo e strategie di iniezione del contesto organizzano stato operativo e conoscenza durevole. Ancoraggi: The Four Channels of Memory (L18); Building AGENTS.md (L136); Context Injection Strategies (L420); Memory Injection Technique (L510) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08372 mapping "ND-2c0c3c9d4c045cd5" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08373 mapping "ND-7de9ef045598e2d4" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08374 comparison "ND-47cdf7110a3cfba9" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda W159: Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency. ND_EDITORIAL_COMPARISON The Four Channels of Memory (L18); Task State (prd.json) (L115); Creating Institutional Memory (L399) ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 Frozen v6 node W159 summary/contribution and limitation Synthetic low-code trials; missing real SWE longitudinal validation. NO x08375 comparison "ND-14cf7cd7193a6176" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON The Four Channels of Memory (L18); Task State (prd.json) (L115); Creating Institutional Memory (L399) ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08376 comparison "ND-3c03bf7e652c5bd4" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda P090: An industry case describes Uber’s AI development platform, shared context, internal agents and review-related tooling. ND_EDITORIAL_COMPARISON The Four Channels of Memory (L18); Task State (prd.json) (L115); Creating Institutional Memory (L399) ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 Frozen v6 node P090 summary/contribution and limitation Original publication March 10; updated March 11. Reported adoption percentages use different denominators. Author discloses former employment at Uber. The source’s correction distinguishes 84% agentic-tool adoption from 65–72% IDE code-generation figures and CLI-specific measures; those denominators must not be interchanged. An author correction in the March 12, 2026 Pulse distinguishes the IDE-generated-code share from an earlier erroneous percentage. Original date, updated text and company-level denominators remain separate. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08377 comparison "ND-9b42b7ba18535253" NO static EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Confronto (static): Confrontare file di istruzioni, memoria esterna e responsabilità di aggiornamento; i meccanismi descritti non sono tutti equivalenti alla memoria virtuale gestita dal sistema. Scheda W157: Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. ND_EDITORIAL_COMPARISON Knowledge Base (AGENTS.md / CLAUDE.md) (L123); Building AGENTS.md (L136); What Belongs in AGENTS.md (L142) ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 123 Frozen v6 node W157 summary/contribution and limitation Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. NO x08378 comparison "ND-54b7e350ad9c4b59" NO static EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Confronto (static): Confrontare file di istruzioni, memoria esterna e responsabilità di aggiornamento; i meccanismi descritti non sono tutti equivalenti alla memoria virtuale gestita dal sistema. Scheda O004: Agent configuration and memory are perishable operational assets that should be periodically revalidated. ND_EDITORIAL_COMPARISON Knowledge Base (AGENTS.md / CLAUDE.md) (L123); Building AGENTS.md (L136); What Belongs in AGENTS.md (L142) ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 123 Frozen v6 node O004 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08379 comparison "ND-8895214061c475e2" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda W118: Access to AI can reduce independent conceptual learning even without faster task completion. ND_EDITORIAL_COMPARISON The Compound Learning Loop (L275); Extracting Learnings from Threads (L359); Measuring Compound Learning (L383) ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 275 Frozen v6 node W118 summary/contribution and limitation Controlled learning quiz; not long-run professional performance. Immediate quiz only, not delayed retention. Source percentage normalization is unresolved; Figure 10.2 is qualitative. See Appendix B and ISSUE:V6:W118_NORMALIZATION. NO x08380 comparison "ND-a01509720ceb88b6" NO learning EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quattro canali di memoria consentono al loop di conservare conoscenza senza mantenere una sessione infinita. Confronto (learning): Confrontare apprendimento, autonomia cognitiva e debito di competenza; il quiz immediato del corpus non valida retention ritardata o prestazione professionale di lungo periodo. Scheda O003: Developers must deliberately practice reasoning, debugging and code comprehension when agents perform most implementation work. ND_EDITORIAL_COMPARISON The Compound Learning Loop (L275); Extracting Learnings from Threads (L359); Measuring Compound Learning (L383) ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 275 Frozen v6 node O003 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08381 provenance "ND-c6478dc29182b1e8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:decomposition. ch:decomposition ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 9 x08382 provenance "ND-0333d492fa86af43" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality. ch:quality ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 589 x08383 provenance "ND-2209a60e215b4ae3" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La memoria statica viene estesa a canali persistenti e ciclo di aggiornamento delle lezioni. Ancoraggi sorgente: The Four Channels of Memory (L18); Building AGENTS.md (L136); Context Injection Strategies (L420); Memory Injection Technique (L510). Destinazione: Static Context Engineering: Teaching AI About Your Project (L2) ND_EXPANDS_EARLIER_TREATMENT ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08384 dependency "ND-8c81229e0fe5d05f" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Recupero dinamico del contesto e memoria inter-sessione sono componenti complementari, non sinonimi. Ancoraggi sorgente: The Four Channels of Memory (L18); Building AGENTS.md (L136); Context Injection Strategies (L420); Memory Injection Technique (L510). Destinazione: Dynamic Context Engineering: Real-Time Information (L2) ND_SHARED_METHOD_DIFFERENT_SCOPE ai-auto_eng/AI_AUTO_ENG/chapters/chapter06_memory.tex 18 x08385 provenance "V11-3fb63429df0631d5bab475bd" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08386 provenance "ND-581ef8d45b38db00" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 1 x08387 classification "ND-2491f881c96c37ff" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Ancoraggi: Quality Checks in the Loop (L18); The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399); Case Study: Quality Gates in Action (L599) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 18 x08388 classification "ND-d03773183bf1a7ff" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Ancoraggi: Quality Checks in the Loop (L18); The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399); Case Study: Quality Gates in Action (L599) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 18 x08389 classification "ND-a395cb4b8f377ad3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Ancoraggi: Quality Checks in the Loop (L18); The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399); Case Study: Quality Gates in Action (L599) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 18 x08390 classification "ND-9de03f465bba4efc" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo compone test, verifica, gestione degli stalli e giudici linguistici, con configurazioni ed esempio applicativo. Ancoraggi: Quality Checks in the Loop (L18); The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399); Case Study: Quality Gates in Action (L599) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 18 x08391 classification "ND-1840ded752e54e14" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo compone test, verifica, gestione degli stalli e giudici linguistici, con configurazioni ed esempio applicativo. Ancoraggi: Quality Checks in the Loop (L18); The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399); Case Study: Quality Gates in Action (L599) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 18 x08392 classification "ND-0f207938298da163" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo compone test, verifica, gestione degli stalli e giudici linguistici, con configurazioni ed esempio applicativo. Ancoraggi: Quality Checks in the Loop (L18); The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399); Case Study: Quality Gates in Action (L599) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 18 x08393 classification "ND-08910e044b138eb2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo compone test, verifica, gestione degli stalli e giudici linguistici, con configurazioni ed esempio applicativo. Ancoraggi: Quality Checks in the Loop (L18); The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399); Case Study: Quality Gates in Action (L599) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 18 x08394 classification "ND-2093077987c783ae" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo compone test, verifica, gestione degli stalli e giudici linguistici, con configurazioni ed esempio applicativo. Ancoraggi: Quality Checks in the Loop (L18); The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399); Case Study: Quality Gates in Action (L599) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 18 x08395 mapping "ND-9cb5fb77cffaedcc" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 18 x08396 mapping "ND-58623f6080a79949" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 18 x08397 comparison "ND-331edb09718c50fc" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Running Tests After Every Implementation (L24); Test-Driven Autonomous Development (L124); Writing Tests Before the Loop Starts (L130) ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 24 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x08398 comparison "ND-461cc1ea086150c6" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Running Tests After Every Implementation (L24); Test-Driven Autonomous Development (L124); Writing Tests Before the Loop Starts (L130) ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 24 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08399 comparison "ND-ccecaa8d6a834535" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda P075: Hamel Husain describes error analysis, deterministic checks, judge evaluation and production feedback for LLM applications. ND_EDITORIAL_COMPARISON Running Tests After Every Implementation (L24); Test-Driven Autonomous Development (L124); Writing Tests Before the Loop Starts (L130) ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 24 Frozen v6 node P075 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08400 comparison "ND-c67db2b1aee9d75a" NO judge EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Confronto (judge): Mettere in tensione auto-critica e giudizio di un secondo modello con il rischio di errori correlati; diversità del modello e indipendenza della prova sono proprietà diverse. Scheda W079: Errors can be shared across models, so a second model is not automatically an independent checker. ND_CRITICAL_COMPARISON The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399) ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 241 Frozen v6 node W079 summary/contribution and limitation General LLM datasets; may not predict specific coding errors. NO x08401 comparison "ND-1f2866ef3f88aa49" NO judge EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Confronto (judge): Mettere in tensione auto-critica e giudizio di un secondo modello con il rischio di errori correlati; diversità del modello e indipendenza della prova sono proprietà diverse. Scheda W101: Models can explain a semantic migration rule and still miss behavior changes in their own port. ND_CRITICAL_COMPARISON The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399) ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 241 Frozen v6 node W101 summary/contribution and limitation Small Python migration traps; individual model variation high. NO x08402 comparison "ND-6ea0ff5da74a4ce2" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda W071: Rejection categories include agent failure, project workflow mismatch and unspecified reasons; distinguish causes before retrying. ND_EDITORIAL_COMPARISON Using Test Failures as Feedback Signals (L166); Handling Stuck States (L307); The “Stuck Handling” Prompt Pattern (L355) ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 166 Frozen v6 node W071 summary/contribution and limitation Explanations may be inferred from inconsistent PR records; shared AIDev data. NO x08403 comparison "ND-563b821f53d026a9" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Quality gate e backpressure trasformano gli errori in rifiuti operativi anziché in accettazioni apparenti. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda O006: Effective autonomous loops begin with bounded goals, observable checks and explicit stopping rules. ND_EDITORIAL_COMPARISON Using Test Failures as Feedback Signals (L166); Handling Stuck States (L307); The “Stuck Handling” Prompt Pattern (L355) ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 166 Frozen v6 node O006 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08404 provenance "ND-35264d633dfb9062" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:memory. ch:memory ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 9 x08405 provenance "ND-b6e352afcd32b87f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:philosophy. ch:philosophy ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 15 x08406 provenance "ND-051e109868a3a958" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:prompting. ch:prompting ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 657 x08407 provenance "ND-69ddfb5d28153c7d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:patterns. ch:patterns ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 657 x08408 provenance "ND-0647030c20fc9520" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:scheduling. ch:scheduling ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 659 x08409 provenance "ND-e2892eb8c49cd994" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:orchestration. ch:orchestration ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 659 x08410 provenance "ND-b683f2936f42ce83" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:safety. ch:safety ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 659 x08411 provenance "ND-3aed59468e18cdd6" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le pratiche di qualità diventano gate eseguibili dentro il ciclo autonomo. Ancoraggi sorgente: Quality Checks in the Loop (L18); The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399); Case Study: Quality Gates in Action (L599). Destinazione: PART II: Quality Assurance (L3) ND_OPERATIONALIZES ai-auto_eng/AI_AUTO_ENG/chapters/chapter07_quality.tex 18 x08412 provenance "V11-c42051101be3d20f5c704dfc" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08413 provenance "ND-12be3eb057eec0f8" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 1 x08414 classification "ND-143cea9e33314935" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Ancoraggi: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08415 classification "ND-77a51505f4d9e47e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Ancoraggi: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08416 classification "ND-0ba79e73b4c35e7a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Ancoraggi: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08417 classification "ND-2d3f353107dc45ed" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Ancoraggi: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08418 classification "ND-21684f3c4ea7b59d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Reverse prompting, constraint cascades, role stacking e self-critique diventano tecniche selezionabili in base al problema del task. Ancoraggi: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08419 classification "ND-828b53094f34f8b3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Reverse prompting, constraint cascades, role stacking e self-critique diventano tecniche selezionabili in base al problema del task. Ancoraggi: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08420 classification "ND-e636a48c1238c48c" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Reverse prompting, constraint cascades, role stacking e self-critique diventano tecniche selezionabili in base al problema del task. Ancoraggi: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08421 classification "ND-01a0d2c6cb589033" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Reverse prompting, constraint cascades, role stacking e self-critique diventano tecniche selezionabili in base al problema del task. Ancoraggi: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08422 classification "ND-a58d4bc8a29ae292" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Reverse prompting, constraint cascades, role stacking e self-critique diventano tecniche selezionabili in base al problema del task. Ancoraggi: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08423 classification "ND-74dae8bf8413b268" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Reverse prompting, constraint cascades, role stacking e self-critique diventano tecniche selezionabili in base al problema del task. Ancoraggi: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08424 classification "ND-c91b60f344040a8b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Reverse prompting, constraint cascades, role stacking e self-critique diventano tecniche selezionabili in base al problema del task. Ancoraggi: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08425 mapping "ND-49b77947fa1cd9e4" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08426 mapping "ND-dc16e757ebe949f7" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08427 mapping "ND-1ed973a39133af76" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 x08428 comparison "ND-1f78e8eb2841aeff" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda W011: Proposes specification and verification governance to balance faster generation against reliability. ND_EDITORIAL_COMPARISON Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); Task-Specific Prompt Variations (L564) ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 Frozen v6 node W011 summary/contribution and limitation Synthesis rather than a new intervention trial. NO x08429 comparison "ND-f4c97269459c1c7d" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda O018: A useful agent specification is compact, testable and iterative rather than a giant prompt resembling an unvalidated requirements dump. ND_EDITORIAL_COMPARISON Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); Task-Specific Prompt Variations (L564) ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 Frozen v6 node O018 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08430 comparison "ND-336b10d71ee4e08d" NO intent EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Confronto (intent): Confrontare intenti, specifiche e criteri di accettazione. La convergenza concettuale non costituisce una validazione sperimentale del processo. Scheda P100: Orosz revisits Brooks’s distinction between fundamental software difficulty and tool-level improvement. ND_EDITORIAL_COMPARISON Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); Task-Specific Prompt Variations (L564) ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 26 Frozen v6 node P100 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08431 comparison "ND-acad30f190d7827e" NO judge EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Confronto (judge): Mettere in tensione auto-critica e giudizio di un secondo modello con il rischio di errori correlati; diversità del modello e indipendenza della prova sono proprietà diverse. Scheda W079: Errors can be shared across models, so a second model is not automatically an independent checker. ND_CRITICAL_COMPARISON The Verification Loop: Self-Critique Patterns (L393); When Verification Adds Value vs.\ Overhead (L518) ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 393 Frozen v6 node W079 summary/contribution and limitation General LLM datasets; may not predict specific coding errors. NO x08432 comparison "ND-2a8dd0bf01a35c47" NO judge EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Confronto (judge): Mettere in tensione auto-critica e giudizio di un secondo modello con il rischio di errori correlati; diversità del modello e indipendenza della prova sono proprietà diverse. Scheda W101: Models can explain a semantic migration rule and still miss behavior changes in their own port. ND_CRITICAL_COMPARISON The Verification Loop: Self-Critique Patterns (L393); When Verification Adds Value vs.\ Overhead (L518) ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 393 Frozen v6 node W101 summary/contribution and limitation Small Python migration traps; individual model variation high. NO x08433 comparison "ND-6d6644b60195a8ab" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda W157: Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. ND_EDITORIAL_COMPARISON Two-Pass Generation in Automated Contexts (L432) ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 432 Frozen v6 node W157 summary/contribution and limitation Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. NO x08434 comparison "ND-fad646d47ff1cf0e" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: I prompt autonomi combinano chiarimento preventivo, vincoli stratificati e prospettive di revisione. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON Two-Pass Generation in Automated Contexts (L432) ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 432 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08435 provenance "ND-f05624bb6a0c1ceb" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:quality. ch:quality ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter08_prompting.tex 9 x08436 provenance "V11-d83c3e676523ea16fa6748bb" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08437 provenance "ND-4bdcb524334443c4" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 1 x08438 classification "ND-acb0caac457f9ddd" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Ancoraggi: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08439 classification "ND-28b1354e932b03ae" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Ancoraggi: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08440 classification "ND-74cb0a7d8e5da5f7" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Ancoraggi: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08441 classification "ND-1b08da81e03df52d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Ancoraggi: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08442 classification "ND-a8bc14b980a8a747" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo propone composizione e selezione dei pattern, esplicitando anche collaborazione, ambiente e aggiornamento del repertorio. Ancoraggi: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08443 classification "ND-9f6e68a952ab2267" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo propone composizione e selezione dei pattern, esplicitando anche collaborazione, ambiente e aggiornamento del repertorio. Ancoraggi: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08444 classification "ND-9fe7f26850a30ebf" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo propone composizione e selezione dei pattern, esplicitando anche collaborazione, ambiente e aggiornamento del repertorio. Ancoraggi: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08445 classification "ND-f9bd0cf2e8acfcce" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo propone composizione e selezione dei pattern, esplicitando anche collaborazione, ambiente e aggiornamento del repertorio. Ancoraggi: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08446 classification "ND-955d29a446a359d8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo propone composizione e selezione dei pattern, esplicitando anche collaborazione, ambiente e aggiornamento del repertorio. Ancoraggi: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08447 classification "ND-abf65befdd18344a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo propone composizione e selezione dei pattern, esplicitando anche collaborazione, ambiente e aggiornamento del repertorio. Ancoraggi: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08448 classification "ND-d753164126e13f30" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo propone composizione e selezione dei pattern, esplicitando anche collaborazione, ambiente e aggiornamento del repertorio. Ancoraggi: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08449 mapping "ND-a5c99a971e7e46f4" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08450 mapping "ND-bed9f2591cd0b953" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08451 mapping "ND-e338b0c648fb12fe" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 x08452 comparison "ND-6c61a6a3ee2d1593" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda W152: Provides an architecture for organizing agentic SWE research around dependable processes, collaboration and evaluation. ND_EDITORIAL_COMPARISON The Pattern Landscape (L20); Orchestration \& Control Patterns (L54); Context \& Memory Patterns (L175) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 Frozen v6 node W152 summary/contribution and limitation Roadmap is not evidence of achieved agent reliability. NO x08453 comparison "ND-f15477035ea63dd0" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda O021: Planning, scoped delegation and continuous checking outperform an unmanaged prompt-to-merge workflow as an engineering practice. ND_EDITORIAL_COMPARISON The Pattern Landscape (L20); Orchestration \& Control Patterns (L54); Context \& Memory Patterns (L175) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 Frozen v6 node O021 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08454 comparison "ND-13b304caef783fcb" NO patterns EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Confronto (patterns): Confrontare pattern operativi e workflow, mantenendo distinta la raccomandazione progettuale dall’efficacia empiricamente dimostrata. Scheda P047: Birgitta Böckeler reflects on changes from autocomplete to agentic assistance over two years, including cognitive bias, reviewer fatigue, quality supervision and team effectiveness. ND_EDITORIAL_COMPARISON The Pattern Landscape (L20); Orchestration \& Control Patterns (L54); Context \& Memory Patterns (L175) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 20 Frozen v6 node P047 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08455 comparison "ND-cceba0d938e6bac9" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON Orchestration \& Control Patterns (L54) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 54 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x08456 comparison "ND-a9cd2f974af9f262" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON Orchestration \& Control Patterns (L54) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 54 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x08457 comparison "ND-e70f9e7f5df1d670" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda W060: Workspace and retrieved-content injections can induce agents to execute unwanted commands. ND_EDITORIAL_COMPARISON Security \& Safety Patterns (L306) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 306 Frozen v6 node W060 summary/contribution and limitation Attack configurations are adversarial, not real-world incidence rates. NO x08458 comparison "ND-eaabcaa4932c9423" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il catalogo organizza pattern agentici per controllo, memoria, feedback, affidabilità e sicurezza. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda O014: Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. ND_EDITORIAL_COMPARISON Security \& Safety Patterns (L306) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09_patterns.tex 306 Frozen v6 node O014 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08459 provenance "V11-6efab85f03301103fce45f05" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08460 provenance "ND-cdd28c5a5235ad97" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 1 x08461 classification "ND-a0e20207334203b8" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Ancoraggi: The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Scheduling on Windows (L501); Monitoring and Notification (L733) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08462 classification "ND-9d355615a901de88" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Ancoraggi: The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Scheduling on Windows (L501); Monitoring and Notification (L733) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08463 classification "ND-e7da0948fdc20f36" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Ancoraggi: The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Scheduling on Windows (L501); Monitoring and Notification (L733) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08464 classification "ND-c50f753ae7908d1b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Ancoraggi: The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Scheduling on Windows (L501); Monitoring and Notification (L733) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08465 classification "ND-ba27699d7b459e8f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file distingue revisione cumulativa e lavoro autonomo, descrive schedulatori per sistemi operativi diversi, esecuzione cloud e notifiche. Ancoraggi: The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Scheduling on Windows (L501); Monitoring and Notification (L733) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08466 classification "ND-cd31e564c6a372d7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file distingue revisione cumulativa e lavoro autonomo, descrive schedulatori per sistemi operativi diversi, esecuzione cloud e notifiche. Ancoraggi: The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Scheduling on Windows (L501); Monitoring and Notification (L733) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08467 classification "ND-b67fb949111971a5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file distingue revisione cumulativa e lavoro autonomo, descrive schedulatori per sistemi operativi diversi, esecuzione cloud e notifiche. Ancoraggi: The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Scheduling on Windows (L501); Monitoring and Notification (L733) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08468 classification "ND-13b06c3ecb41e71d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file distingue revisione cumulativa e lavoro autonomo, descrive schedulatori per sistemi operativi diversi, esecuzione cloud e notifiche. Ancoraggi: The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Scheduling on Windows (L501); Monitoring and Notification (L733) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08469 classification "ND-1696598c953aa288" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file distingue revisione cumulativa e lavoro autonomo, descrive schedulatori per sistemi operativi diversi, esecuzione cloud e notifiche. Ancoraggi: The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Scheduling on Windows (L501); Monitoring and Notification (L733) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08470 mapping "ND-93ed62a1b788dae0" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08471 mapping "ND-bf753090aa414aba" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08472 mapping "ND-d7b07f34f673ed46" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08473 comparison "ND-109a43afdf59466c" NO longrun EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Confronto (longrun): Confrontare riavvio, stato durevole e progresso verificabile su più sessioni; frequenza di esecuzione e convergenza non sono la stessa proprietà. Scheda W159: Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency. ND_EDITORIAL_COMPARISON Scheduling on macOS (launchd) (L187); Creating plist Files for Scheduled Jobs (L193); Verifying Scheduled Jobs (L353) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 187 Frozen v6 node W159 summary/contribution and limitation Synthetic low-code trials; missing real SWE longitudinal validation. NO x08474 comparison "ND-39773baa71bff183" NO longrun EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Confronto (longrun): Confrontare riavvio, stato durevole e progresso verificabile su più sessioni; frequenza di esecuzione e convergenza non sono la stessa proprietà. Scheda O013: Agents operating across sessions require durable task state, resumability, recovery and verifiable progress. ND_EDITORIAL_COMPARISON Scheduling on macOS (launchd) (L187); Creating plist Files for Scheduled Jobs (L193); Verifying Scheduled Jobs (L353) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 187 Frozen v6 node O013 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08475 comparison "ND-50ad1d21c1c8b5c1" NO longrun EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Confronto (longrun): Confrontare riavvio, stato durevole e progresso verificabile su più sessioni; frequenza di esecuzione e convergenza non sono la stessa proprietà. Scheda P110: Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. ND_EDITORIAL_COMPARISON Scheduling on macOS (launchd) (L187); Creating plist Files for Scheduled Jobs (L193); Verifying Scheduled Jobs (L353) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 187 Frozen v6 node P110 summary/contribution and limitation P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08476 comparison "ND-de3488ea7cf8c386" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Monitoring and Notification (L733) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08477 comparison "ND-54af9408342f9893" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Monitoring and Notification (L733) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x08478 comparison "ND-239539c31a4fb723" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’esecuzione notturna richiede una sequenza controllata di job, non soltanto un timer. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Monitoring and Notification (L733) ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08479 provenance "ND-5a740df3110a65a0" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:prompting. ch:prompting ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 9 x08480 dependency "ND-bb0b6d09575c2b70" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Scheduling e runtime locale si compongono soltanto con blocchi, dipendenze fra job e criteri di ripresa verificabili. Ancoraggi sorgente: The Two-Job Sequence (L24); Scheduling on Linux (systemd/cron) (L381); Scheduling on Windows (L501); Monitoring and Notification (L733). Destinazione: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_SHARED_METHOD_DIFFERENT_SCOPE ai-auto_eng/AI_AUTO_ENG/chapters/chapter09b_scheduling.tex 24 x08481 provenance "V11-9cf3991c299163b3f990bd81" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08482 provenance "ND-da97863830c56db7" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 1 x08483 classification "ND-0f08038fa9530710" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Ancoraggi: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08484 classification "ND-865a9850a51afad4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Ancoraggi: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08485 classification "ND-dbe3eb8d6e53b417" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Ancoraggi: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08486 classification "ND-f651c1236ef90a05" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Ancoraggi: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08487 classification "ND-ac7d5636fca2970f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Hat-based orchestration, planner-worker, passaggi umani e Gas Town sono confrontati come strutture di coordinamento con costi diversi. Ancoraggi: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08488 classification "ND-9575a9cbccb466f8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Hat-based orchestration, planner-worker, passaggi umani e Gas Town sono confrontati come strutture di coordinamento con costi diversi. Ancoraggi: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08489 classification "ND-606ca57307d6ab95" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Hat-based orchestration, planner-worker, passaggi umani e Gas Town sono confrontati come strutture di coordinamento con costi diversi. Ancoraggi: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08490 classification "ND-aab63f4ab58c1d5e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Hat-based orchestration, planner-worker, passaggi umani e Gas Town sono confrontati come strutture di coordinamento con costi diversi. Ancoraggi: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08491 classification "ND-fde073518d4ffc81" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Hat-based orchestration, planner-worker, passaggi umani e Gas Town sono confrontati come strutture di coordinamento con costi diversi. Ancoraggi: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08492 classification "ND-ef4a9cd7eb99b904" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Hat-based orchestration, planner-worker, passaggi umani e Gas Town sono confrontati come strutture di coordinamento con costi diversi. Ancoraggi: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08493 classification "ND-03dd961e46de772f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Hat-based orchestration, planner-worker, passaggi umani e Gas Town sono confrontati come strutture di coordinamento con costi diversi. Ancoraggi: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08494 mapping "ND-5fa503372e198d4b" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08495 mapping "ND-5e207610b52f8ace" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08496 mapping "ND-3de19507b0e7d0c1" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08497 comparison "ND-2a064cd1b26b9ae7" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON The Diminishing Returns of Parallel Agents (L40); Hat-Based Orchestration (L128); The ralph-orchestrator Approach (L134) ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 40 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x08498 comparison "ND-faf018fd8502378f" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON The Diminishing Returns of Parallel Agents (L40); Hat-Based Orchestration (L128); The ralph-orchestrator Approach (L134) ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 40 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x08499 comparison "ND-d2f1792ce369d88b" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda P070: Discusses concurrent coding-agent workflows through practitioner accounts, contrasting parallel task execution with the serial attention needed to review and land changes. ND_EDITORIAL_COMPARISON The Diminishing Returns of Parallel Agents (L40); Hat-Based Orchestration (L128); The ralph-orchestrator Approach (L134) ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 40 Frozen v6 node P070 summary/contribution and limitation Excerpt of Pulse #149; shares that issue, not the content of the separate interview-comparison article. This non-Pulse-titled blog article is an excerpt of a Pulse issue originally published 2025-10-09. It passes the literal title-prefix rule; it is excluded by the optional stricter Pulse-origin filter. The parent issue is provenance only, not another P article. The public account explicitly reuses the Sid Bidasaria conversation reported in P062. It is a different article, not independent interview evidence. Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08500 comparison "ND-9ce91149c4c72038" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda W065: Most agent PRs have no recorded human review, but same-repository human PRs also often lack review. ND_EDITORIAL_COMPARISON The Human Review Bottleneck (L115); Human-in-the-Loop Patterns (L277); Blocking Until Human Answers (L306) ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 115 Frozen v6 node W065 summary/contribution and limitation Recorded GitHub review is not total review rigor; shared AIDev data. NO x08501 comparison "ND-bb64b90d4158ccf6" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda O011: AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill. ND_EDITORIAL_COMPARISON The Human Review Bottleneck (L115); Human-in-the-Loop Patterns (L277); Blocking Until Human Answers (L306) ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 115 Frozen v6 node O011 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08502 comparison "ND-abf451b1afda131a" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON When to Scale Beyond Single Loops (L20); The Planner-Worker Model (L390); The Frontier: Evolutionary Software (L624) ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x08503 comparison "ND-be876b50625a9a15" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il multi-agente diventa utile quando isolamento e coordinamento risolvono un limite osservato del singolo loop. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON When to Scale Beyond Single Loops (L20); The Planner-Worker Model (L390); The Frontier: Evolutionary Software (L624) ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08504 provenance "ND-044069e737a7a625" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il coordinamento multi-agente viene approfondito con planner-worker, ruoli e integrazione. Ancoraggi sorgente: When to Scale Beyond Single Loops (L20); Human-in-the-Loop Patterns (L277); Understanding Gas Town (Conceptually) (L500); The Frontier: Evolutionary Software (L624). Destinazione: From Single Agent to Multi-Agent Workflows (L2) ND_EXPANDS_EARLIER_TREATMENT ai-auto_eng/AI_AUTO_ENG/chapters/chapter10_orchestration.tex 20 x08505 provenance "V11-58949d4a46d58028dedbf680" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08506 provenance "ND-bd2b853c69cc3189" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 1 x08507 classification "ND-cf6dd237bc3aa9e2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08508 classification "ND-a4bbdf55218bb90a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08509 classification "ND-8e1a86432d0d994d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08510 classification "ND-b8cf957c55275c05" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08511 classification "ND-f6878614f7217bd0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08512 classification "ND-281fa8840ca1cb14" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08513 classification "ND-9487af4a1af6b8ea" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Sandboxing, prevenzione di azioni distruttive, overbaking e gestione dei costi convergono in una checklist operativa. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08514 classification "ND-dffc27fa9bb8bba2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Sandboxing, prevenzione di azioni distruttive, overbaking e gestione dei costi convergono in una checklist operativa. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08515 classification "ND-a701a4198b271b8c" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Sandboxing, prevenzione di azioni distruttive, overbaking e gestione dei costi convergono in una checklist operativa. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08516 classification "ND-f3ff479fa33ad43f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Sandboxing, prevenzione di azioni distruttive, overbaking e gestione dei costi convergono in una checklist operativa. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08517 classification "ND-6cda239e149a8264" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Sandboxing, prevenzione di azioni distruttive, overbaking e gestione dei costi convergono in una checklist operativa. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08518 classification "ND-af1dbc1d5f2bdc96" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Sandboxing, prevenzione di azioni distruttive, overbaking e gestione dei costi convergono in una checklist operativa. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08519 classification "ND-5722328984553af7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Sandboxing, prevenzione di azioni distruttive, overbaking e gestione dei costi convergono in una checklist operativa. Ancoraggi: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08520 mapping "ND-50e220bee964401f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08521 mapping "ND-06967fc5778c53b2" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08522 mapping "ND-a0fec7e7e137c22a" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08523 comparison "ND-43ba0e19ae143a01" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda W060: Workspace and retrieved-content injections can induce agents to execute unwanted commands. ND_EDITORIAL_COMPARISON The Security Reality (L20); What --dangerously-skip-permissions Actually Means (L26); The Sandbox as Your Only Protection (L72) ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 Frozen v6 node W060 summary/contribution and limitation Attack configurations are adversarial, not real-world incidence rates. NO x08524 comparison "ND-4d680e4495e5936d" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda O014: Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. ND_EDITORIAL_COMPARISON The Security Reality (L20); What --dangerously-skip-permissions Actually Means (L26); The Sandbox as Your Only Protection (L72) ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 Frozen v6 node O014 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08525 comparison "ND-01ffd8d44b54d88c" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda P120: Interviews with Microsoft staff outline agent identity, local MCP discovery, isolation, local-model support and developer experience on Windows. ND_EDITORIAL_COMPARISON The Security Reality (L20); What --dangerously-skip-permissions Actually Means (L26); The Sandbox as Your Only Protection (L72) ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 Frozen v6 node P120 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08526 comparison "ND-39577846a5584f7b" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda W145: Offers a cross-functional return-on-investment framework for AI-assisted delivery beyond raw code productivity. ND_EDITORIAL_COMPARISON Cost Management (L475); Understanding Cost Drivers (L481) ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 475 Frozen v6 node W145 summary/contribution and limitation ROI 39% and eight-month payback are scenarios/model outputs, not measured experimental financial returns. NO x08527 comparison "ND-b9d8cdfaae0f478b" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda O008: A software factory is many governed loops; its level of human involvement changes both risk and total operating cost. ND_EDITORIAL_COMPARISON Cost Management (L475); Understanding Cost Drivers (L481) ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 475 Frozen v6 node O008 summary/contribution and limitation A conceptual taxonomy and projections, not a controlled comparison of factory operating models. NO x08528 comparison "ND-240ecae86fc9756a" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda W065: Most agent PRs have no recorded human review, but same-repository human PRs also often lack review. ND_EDITORIAL_COMPARISON The Human Review Boundary (L538) ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 538 Frozen v6 node W065 summary/contribution and limitation Recorded GitHub review is not total review rigor; shared AIDev data. NO x08529 comparison "ND-c58153fc64ea700e" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La sicurezza dell’autonomia combina contenimento, limiti economici e una frontiera di revisione umana. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda O011: AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill. ND_EDITORIAL_COMPARISON The Human Review Boundary (L538) ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 538 Frozen v6 node O011 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08530 provenance "ND-aabd1e34b4ae129b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:revolution. ch:revolution ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 510 x08531 provenance "ND-2ff7d473a5981361" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La sicurezza dell’assistente viene estesa a runtime autonomo, sandboxing e contenimento. Ancoraggi sorgente: The Security Reality (L20); Preventing Destructive Actions (L295); Cost Management (L475); Putting It All Together: A Safety Checklist (L667). Destinazione: Security, Compliance \& Governance (L2) ND_EXPANDS_EARLIER_TREATMENT ai-auto_eng/AI_AUTO_ENG/chapters/chapter11_safety.tex 20 x08532 provenance "V11-e74720ea3a6fba9de66a1f37" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08533 provenance "ND-0e21a74312a9e049" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 1 x08534 classification "ND-d483fc3a47b51a8d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Ancoraggi: Environment Verification (L14); Plan File Templates (L1153); Planning Mode Prompt (L1332); Checklist for Production Use (L1474) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08535 classification "ND-1dbbc6c1142d7a14" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Ancoraggi: Environment Verification (L14); Plan File Templates (L1153); Planning Mode Prompt (L1332); Checklist for Production Use (L1474) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08536 classification "ND-1825b64217976bb3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Ancoraggi: Environment Verification (L14); Plan File Templates (L1153); Planning Mode Prompt (L1332); Checklist for Production Use (L1474) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08537 classification "ND-c0432e046e8220ab" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Ancoraggi: Environment Verification (L14); Plan File Templates (L1153); Planning Mode Prompt (L1332); Checklist for Production Use (L1474) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08538 classification "ND-12d7b8dc6a3c7972" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file offre verifica dell’ambiente, script Ralph, template di memoria e pianificazione, istruzioni di avvio e prerequisiti per l’uso operativo. Ancoraggi: Environment Verification (L14); Plan File Templates (L1153); Planning Mode Prompt (L1332); Checklist for Production Use (L1474) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08539 classification "ND-8d607a52c375b198" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file offre verifica dell’ambiente, script Ralph, template di memoria e pianificazione, istruzioni di avvio e prerequisiti per l’uso operativo. Ancoraggi: Environment Verification (L14); Plan File Templates (L1153); Planning Mode Prompt (L1332); Checklist for Production Use (L1474) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08540 classification "ND-ec31b9a8739e327e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file offre verifica dell’ambiente, script Ralph, template di memoria e pianificazione, istruzioni di avvio e prerequisiti per l’uso operativo. Ancoraggi: Environment Verification (L14); Plan File Templates (L1153); Planning Mode Prompt (L1332); Checklist for Production Use (L1474) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08541 classification "ND-592ebe5d76c1b511" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file offre verifica dell’ambiente, script Ralph, template di memoria e pianificazione, istruzioni di avvio e prerequisiti per l’uso operativo. Ancoraggi: Environment Verification (L14); Plan File Templates (L1153); Planning Mode Prompt (L1332); Checklist for Production Use (L1474) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08542 classification "ND-1b091df064bf7616" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file offre verifica dell’ambiente, script Ralph, template di memoria e pianificazione, istruzioni di avvio e prerequisiti per l’uso operativo. Ancoraggi: Environment Verification (L14); Plan File Templates (L1153); Planning Mode Prompt (L1332); Checklist for Production Use (L1474) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08543 classification "ND-5d6b156873fe9921" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il file offre verifica dell’ambiente, script Ralph, template di memoria e pianificazione, istruzioni di avvio e prerequisiti per l’uso operativo. Ancoraggi: Environment Verification (L14); Plan File Templates (L1153); Planning Mode Prompt (L1332); Checklist for Production Use (L1474) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08544 mapping "ND-8df403e18f0c5da0" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08545 mapping "ND-c6a6d07c87ef8649" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08546 mapping "ND-868575eaae9de82c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 x08547 comparison "ND-240aaa3e4bf1f339" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON Production Ralph Script (L285) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 285 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08548 comparison "ND-80eecb4bb28bf9ee" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON Production Ralph Script (L285) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 285 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x08549 comparison "ND-c8088c6da32e4bf3" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda P110: Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. ND_EDITORIAL_COMPARISON Production Ralph Script (L285) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 285 Frozen v6 node P110 summary/contribution and limitation P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08550 comparison "ND-ddfccce7b2349247" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda W060: Workspace and retrieved-content injections can induce agents to execute unwanted commands. ND_EDITORIAL_COMPARISON Environment Verification (L14); AGENTS.md Template (L1244); Checklist for Production Use (L1474) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 Frozen v6 node W060 summary/contribution and limitation Attack configurations are adversarial, not real-world incidence rates. NO x08551 comparison "ND-1348011f717768a2" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda O014: Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. ND_EDITORIAL_COMPARISON Environment Verification (L14); AGENTS.md Template (L1244); Checklist for Production Use (L1474) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 Frozen v6 node O014 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08552 comparison "ND-f924e36f7cfe0cf9" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Environment Verification (L14); Complete Verification Script (L20) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x08553 comparison "ND-da9f50e430a80144" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La guida d’implementazione rende il pattern eseguibile mediante script, piani, prompt e checklist. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Environment Verification (L14); Complete Verification Script (L20) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_a_ralph.tex 14 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08554 provenance "V11-593a0ebb0cc3921efcaaaaec" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08555 provenance "ND-041f831e96bfa87f" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 1 x08556 classification "ND-d2b1c0ffa51606ad" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Ancoraggi: Implementation Comparison (L14); frankbria/ralph-claude-code (L266); Migration Guide (L734); Version Compatibility (L1075) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08557 classification "ND-a15709c28cb0dfcb" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Ancoraggi: Implementation Comparison (L14); frankbria/ralph-claude-code (L266); Migration Guide (L734); Version Compatibility (L1075) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08558 classification "ND-f14b4ba752154743" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Ancoraggi: Implementation Comparison (L14); frankbria/ralph-claude-code (L266); Migration Guide (L734); Version Compatibility (L1075) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08559 classification "ND-da405dd780178a95" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Ancoraggi: Implementation Comparison (L14); frankbria/ralph-claude-code (L266); Migration Guide (L734); Version Compatibility (L1075) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08560 classification "ND-cfa2b52523a8282d" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Ancoraggi: Implementation Comparison (L14); frankbria/ralph-claude-code (L266); Migration Guide (L734); Version Compatibility (L1075) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08561 classification "ND-8e3d823059c767f9" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le varianti snarktank, plugin Anthropic, frankbria e orchestrator vengono organizzate per selezione, compatibilità e diagnosi specifica. Ancoraggi: Implementation Comparison (L14); frankbria/ralph-claude-code (L266); Migration Guide (L734); Version Compatibility (L1075) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08562 classification "ND-38a63831b0b28ec6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le varianti snarktank, plugin Anthropic, frankbria e orchestrator vengono organizzate per selezione, compatibilità e diagnosi specifica. Ancoraggi: Implementation Comparison (L14); frankbria/ralph-claude-code (L266); Migration Guide (L734); Version Compatibility (L1075) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08563 classification "ND-d07931ee8815a542" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le varianti snarktank, plugin Anthropic, frankbria e orchestrator vengono organizzate per selezione, compatibilità e diagnosi specifica. Ancoraggi: Implementation Comparison (L14); frankbria/ralph-claude-code (L266); Migration Guide (L734); Version Compatibility (L1075) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08564 classification "ND-7b4f9adc66405e2b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le varianti snarktank, plugin Anthropic, frankbria e orchestrator vengono organizzate per selezione, compatibilità e diagnosi specifica. Ancoraggi: Implementation Comparison (L14); frankbria/ralph-claude-code (L266); Migration Guide (L734); Version Compatibility (L1075) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08565 classification "ND-3dcabd85d78a0d68" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le varianti snarktank, plugin Anthropic, frankbria e orchestrator vengono organizzate per selezione, compatibilità e diagnosi specifica. Ancoraggi: Implementation Comparison (L14); frankbria/ralph-claude-code (L266); Migration Guide (L734); Version Compatibility (L1075) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08566 mapping "ND-18252640cde5be9c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08567 mapping "ND-f34cb569a9c642af" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 14 x08568 comparison "ND-d96d574f7cf776d3" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON Tool Selection Guide (L642); Troubleshooting Tool-Specific Issues (L987) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 642 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x08569 comparison "ND-1291bf8d277a1671" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON Tool Selection Guide (L642); Troubleshooting Tool-Specific Issues (L987) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 642 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08570 comparison "ND-a23aed85cf8c81ae" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda P085: Interviews compare tool-selection practices across company sizes, including locally scored AI review trials and procurement constraints. ND_EDITORIAL_COMPARISON Tool Selection Guide (L642); Troubleshooting Tool-Specific Issues (L987) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 642 Frozen v6 node P085 summary/contribution and limitation Company-local scoring exercises and tool selection are distinct from randomized productivity comparisons; evaluation samples and scoring scales are context-specific. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08571 comparison "ND-f9231a89b7288473" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON snarktank/ralph (L56); Running the Loop (L142); Anthropic ralph-wiggum Plugin (L180) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 56 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08572 comparison "ND-47d3c96b61c3acad" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La reference confronta implementazioni Ralph, configurazioni e percorsi di migrazione. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON snarktank/ralph (L56); Running the Loop (L142); Anthropic ralph-wiggum Plugin (L180) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 56 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x08573 provenance "ND-600f29f5bfa85854" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:evolution. ch:evolution ND_EXPLICIT_CROSS_REFERENCE ai-auto_eng/AI_AUTO_ENG/appendices/appendix_b_tools.tex 715 x08574 provenance "V11-d67dcc4602b4c08f58d71e4c" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08575 provenance "ND-9537622d6c1f50d7" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 1 x08576 classification "ND-ee178ea098c929b9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Ancoraggi: Loop Exits Early (L16); Agent Gets Stuck on Same Issue (L447); Performance Debugging (L1009); Appendix Summary (L1438) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08577 classification "ND-a5b9f89d2ce27b3a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Ancoraggi: Loop Exits Early (L16); Agent Gets Stuck on Same Issue (L447); Performance Debugging (L1009); Appendix Summary (L1438) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08578 classification "ND-b487c7224030716f" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Ancoraggi: Loop Exits Early (L16); Agent Gets Stuck on Same Issue (L447); Performance Debugging (L1009); Appendix Summary (L1438) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08579 classification "ND-238e31a262bf68c6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Ancoraggi: Loop Exits Early (L16); Agent Gets Stuck on Same Issue (L447); Performance Debugging (L1009); Appendix Summary (L1438) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08580 classification "ND-df0992bad91e05a2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Ancoraggi: Loop Exits Early (L16); Agent Gets Stuck on Same Issue (L447); Performance Debugging (L1009); Appendix Summary (L1438) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08581 classification "ND-421c2263d3019434" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Uscita precoce, mancato arresto, gate falliti, duplicazioni e consumi fuori controllo vengono collegati a log, Git, recupero e procedure d’emergenza. Ancoraggi: Loop Exits Early (L16); Agent Gets Stuck on Same Issue (L447); Performance Debugging (L1009); Appendix Summary (L1438) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08582 classification "ND-043e4b256fd5df81" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Uscita precoce, mancato arresto, gate falliti, duplicazioni e consumi fuori controllo vengono collegati a log, Git, recupero e procedure d’emergenza. Ancoraggi: Loop Exits Early (L16); Agent Gets Stuck on Same Issue (L447); Performance Debugging (L1009); Appendix Summary (L1438) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08583 classification "ND-bb833dd58181fa0b" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Uscita precoce, mancato arresto, gate falliti, duplicazioni e consumi fuori controllo vengono collegati a log, Git, recupero e procedure d’emergenza. Ancoraggi: Loop Exits Early (L16); Agent Gets Stuck on Same Issue (L447); Performance Debugging (L1009); Appendix Summary (L1438) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08584 classification "ND-29ca96ab4668c235" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Uscita precoce, mancato arresto, gate falliti, duplicazioni e consumi fuori controllo vengono collegati a log, Git, recupero e procedure d’emergenza. Ancoraggi: Loop Exits Early (L16); Agent Gets Stuck on Same Issue (L447); Performance Debugging (L1009); Appendix Summary (L1438) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08585 classification "ND-5e8584a450cc2a39" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Uscita precoce, mancato arresto, gate falliti, duplicazioni e consumi fuori controllo vengono collegati a log, Git, recupero e procedure d’emergenza. Ancoraggi: Loop Exits Early (L16); Agent Gets Stuck on Same Issue (L447); Performance Debugging (L1009); Appendix Summary (L1438) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08586 classification "ND-3659aac1e24fe6d3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Uscita precoce, mancato arresto, gate falliti, duplicazioni e consumi fuori controllo vengono collegati a log, Git, recupero e procedure d’emergenza. Ancoraggi: Loop Exits Early (L16); Agent Gets Stuck on Same Issue (L447); Performance Debugging (L1009); Appendix Summary (L1438) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08587 mapping "ND-6203ea4eaf13b695" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08588 mapping "ND-40cd944394087c06" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08589 mapping "ND-c4fb491bee89be0f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 x08590 comparison "ND-c93d7691f7333ac5" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda W071: Rejection categories include agent failure, project workflow mismatch and unspecified reasons; distinguish causes before retrying. ND_EDITORIAL_COMPARISON Solution: Adding Stuck Detection to Your Loop (L245); Quality Checks Always Failing (L288); 3. Identify Specific Failing Checks (L338) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 245 Frozen v6 node W071 summary/contribution and limitation Explanations may be inferred from inconsistent PR records; shared AIDev data. NO x08591 comparison "ND-7c130dc6fb409f5d" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda O006: Effective autonomous loops begin with bounded goals, observable checks and explicit stopping rules. ND_EDITORIAL_COMPARISON Solution: Adding Stuck Detection to Your Loop (L245); Quality Checks Always Failing (L288); 3. Identify Specific Failing Checks (L338) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 245 Frozen v6 node O006 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08592 comparison "ND-e1cb367743f7d1fb" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda P087: Interviews with Codex builders describe the agent loop, language choices, evaluation, internal use and tiered code review. ND_EDITORIAL_COMPARISON Solution: Adding Stuck Detection to Your Loop (L245); Quality Checks Always Failing (L288); 3. Identify Specific Failing Checks (L338) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 245 Frozen v6 node P087 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08593 comparison "ND-be318f699286c60e" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON Loop Exits Early (L16); Loop Never Exits (L140); Solution: Adding Stuck Detection to Your Loop (L245) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08594 comparison "ND-1d998feb79a57756" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON Loop Exits Early (L16); Loop Never Exits (L140); Solution: Adding Stuck Detection to Your Loop (L245) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 16 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x08595 comparison "ND-4f83048bdd5af9d6" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda W145: Offers a cross-functional return-on-investment framework for AI-assisted delivery beyond raw code productivity. ND_EDITORIAL_COMPARISON Cost Running Away (L712); 1. Measure Iteration Costs (L730); Solution: Cost-Controlled Loop Script (L800) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 712 Frozen v6 node W145 summary/contribution and limitation ROI 39% and eight-month payback are scenarios/model outputs, not measured experimental financial returns. NO x08596 comparison "ND-3c9d0448d2a361d5" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: La diagnosi parte dai sintomi del loop e ricostruisce cause, stato e costi. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda O008: A software factory is many governed loops; its level of human involvement changes both risk and total operating cost. ND_EDITORIAL_COMPARISON Cost Running Away (L712); 1. Measure Iteration Costs (L730); Solution: Cost-Controlled Loop Script (L800) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_c_troubleshooting.tex 712 Frozen v6 node O008 summary/contribution and limitation A conceptual taxonomy and projections, not a controlled comparison of factory operating models. NO x08597 provenance "V11-c0cc4a40cbce3772522c17c7" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08598 provenance "ND-6a24bf86483c8253" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 1 x08599 classification "ND-7a4f1d44f41bbf8a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08600 classification "ND-55c5ce648f446e27" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08601 classification "ND-27e7dfeb09044935" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08602 classification "ND-50da48492e206cf5" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08603 classification "ND-13f9b340d493ed21" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08604 classification "ND-1204041c9d279568" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08605 classification "ND-0bb459613db09df5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta quattro approcci con permessi, modelli, formato del piano, contesto e integrazione con lo scheduling. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08606 classification "ND-3d724c60f1b1ed30" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta quattro approcci con permessi, modelli, formato del piano, contesto e integrazione con lo scheduling. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08607 classification "ND-29f9475dbdd90a05" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta quattro approcci con permessi, modelli, formato del piano, contesto e integrazione con lo scheduling. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08608 classification "ND-891548485569e142" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta quattro approcci con permessi, modelli, formato del piano, contesto e integrazione con lo scheduling. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08609 classification "ND-a25ec796f390c3aa" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta quattro approcci con permessi, modelli, formato del piano, contesto e integrazione con lo scheduling. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08610 classification "ND-5d383f867054ce0a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta quattro approcci con permessi, modelli, formato del piano, contesto e integrazione con lo scheduling. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08611 classification "ND-426d673649b8fabe" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta quattro approcci con permessi, modelli, formato del piano, contesto e integrazione con lo scheduling. Ancoraggi: Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Approach 3: Subagent Orchestration in VS Code Chat (L573); Choosing Your Approach (L693) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08612 mapping "ND-c43af8e7f34dc956" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08613 mapping "ND-ca5aa83c9692e719" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 x08614 comparison "ND-7ebe5848cc7d3fd9" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON Ralph Loop (hehamalainen) (L107); Ralph-Wiggums-Copilot-Agent (MWChapelCLA) (L53); Ralph for GitHub Copilot (aymenfurter) (L175) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 107 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08615 comparison "ND-894481c333bc84fd" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON Ralph Loop (hehamalainen) (L107); Ralph-Wiggums-Copilot-Agent (MWChapelCLA) (L53); Ralph for GitHub Copilot (aymenfurter) (L175) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 107 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x08616 comparison "ND-46de8733df8f4cf1" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda P110: Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. ND_EDITORIAL_COMPARISON Ralph Loop (hehamalainen) (L107); Ralph-Wiggums-Copilot-Agent (MWChapelCLA) (L53); Ralph for GitHub Copilot (aymenfurter) (L175) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 107 Frozen v6 node P110 summary/contribution and limitation P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08617 comparison "ND-32f8c53ec9a26a8a" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda W060: Workspace and retrieved-content injections can induce agents to execute unwanted commands. ND_EDITORIAL_COMPARISON Security Model (L158); Permission Profiles (L383); Safe Sandboxing with Git Worktrees (L479) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 158 Frozen v6 node W060 summary/contribution and limitation Attack configurations are adversarial, not real-world incidence rates. NO x08618 comparison "ND-bfa5e4dcf9ad212f" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda O014: Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. ND_EDITORIAL_COMPARISON Security Model (L158); Permission Profiles (L383); Safe Sandboxing with Git Worktrees (L479) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 158 Frozen v6 node O014 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08619 comparison "ND-4cfa7c6dc667c16b" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda W007: Enterprise users report perceived usefulness and practical requirements that should shape deployment. ND_EDITORIAL_COMPARISON Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Choosing Your Approach (L693) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 Frozen v6 node W007 summary/contribution and limitation IBM respondents only; perception-based. NO x08620 comparison "ND-44d68d145d20aa5a" NO adoption EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph viene adattato a Copilot tramite estensioni, CLI, subagenti o iterazione manuale. Confronto (adoption): Confrontare selezione degli strumenti, abilitazione del team e verifica degli esiti; una graduatoria o un piano di rollout non sostituisce un pilot controllato. Scheda O041: Engineering leaders should define outcome quality, train teams and make human verification a normal part of AI adoption. ND_EDITORIAL_COMPARISON Understanding the Differences (L14); Approach 2: GitHub Copilot CLI (Recommended) (L257); Choosing Your Approach (L693) ai-auto_eng/AI_AUTO_ENG/appendices/appendix_d_copilot.tex 14 Frozen v6 node O041 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08621 provenance "V11-d95d317d48974905fa399cd8" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08622 provenance "ND-3d4d212a69db30b3" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME ai-auto_eng/AI_AUTO_ENG/bibliography.tex 1 x08623 classification "ND-ccd5c156a1aa6159" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’apparato di fonti rende esplicita la genealogia del metodo autonomo. Ancoraggi: Books (L17); GitHub Repositories --- Ralph Implementations (L158); Video Series and Talks (L323); Concepts and Frameworks Attributed (L401) ND_PRIMARY_STREAM ai-auto_eng/AI_AUTO_ENG/bibliography.tex 17 x08624 classification "ND-52b1c5c1d3608b38" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’apparato di fonti rende esplicita la genealogia del metodo autonomo. Ancoraggi: Books (L17); GitHub Repositories --- Ralph Implementations (L158); Video Series and Talks (L323); Concepts and Frameworks Attributed (L401) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/bibliography.tex 17 x08625 classification "ND-ce234497892cb3d8" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’apparato di fonti rende esplicita la genealogia del metodo autonomo. Ancoraggi: Books (L17); GitHub Repositories --- Ralph Implementations (L158); Video Series and Talks (L323); Concepts and Frameworks Attributed (L401) ND_SECONDARY_STREAM ai-auto_eng/AI_AUTO_ENG/bibliography.tex 17 x08626 classification "ND-30933875a02a77d9" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Libri, persone, articoli, repository, video, casi e concetti attribuiti sono raccolti con indicazioni dei capitoli interessati. Ancoraggi: Books (L17); GitHub Repositories --- Ralph Implementations (L158); Video Series and Talks (L323); Concepts and Frameworks Attributed (L401) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/bibliography.tex 17 x08627 classification "ND-584e2a530f3406ab" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Libri, persone, articoli, repository, video, casi e concetti attribuiti sono raccolti con indicazioni dei capitoli interessati. Ancoraggi: Books (L17); GitHub Repositories --- Ralph Implementations (L158); Video Series and Talks (L323); Concepts and Frameworks Attributed (L401) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/bibliography.tex 17 x08628 classification "ND-fc6f4184fae5d2cf" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Libri, persone, articoli, repository, video, casi e concetti attribuiti sono raccolti con indicazioni dei capitoli interessati. Ancoraggi: Books (L17); GitHub Repositories --- Ralph Implementations (L158); Video Series and Talks (L323); Concepts and Frameworks Attributed (L401) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/bibliography.tex 17 x08629 classification "ND-a4f9887775cbb935" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Libri, persone, articoli, repository, video, casi e concetti attribuiti sono raccolti con indicazioni dei capitoli interessati. Ancoraggi: Books (L17); GitHub Repositories --- Ralph Implementations (L158); Video Series and Talks (L323); Concepts and Frameworks Attributed (L401) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/bibliography.tex 17 x08630 classification "ND-007d490793b12a56" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Libri, persone, articoli, repository, video, casi e concetti attribuiti sono raccolti con indicazioni dei capitoli interessati. Ancoraggi: Books (L17); GitHub Repositories --- Ralph Implementations (L158); Video Series and Talks (L323); Concepts and Frameworks Attributed (L401) ND_ADDRESSES_TOPIC ai-auto_eng/AI_AUTO_ENG/bibliography.tex 17 x08631 mapping "ND-36859565dcb5ccc6" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’apparato di fonti rende esplicita la genealogia del metodo autonomo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/bibliography.tex 17 x08632 mapping "ND-1734a8135be54426" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’apparato di fonti rende esplicita la genealogia del metodo autonomo. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER ai-auto_eng/AI_AUTO_ENG/bibliography.tex 17 x08633 provenance "V11-2a8ce1e54e5a8490cd47350a" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08634 provenance "ND-f9dce8fc0e11abc8" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME NDLE/frontmatter.tex 1 x08635 classification "ND-8b6fa0e1bbfec601" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le pagine iniziali qualificano finalità, responsabilità e natura della sintesi sui loop. Ancoraggi: Avvertenze editoriali e limiti della guida (L1) ND_PRIMARY_STREAM NDLE/frontmatter.tex 1 x08636 classification "ND-881081da5ad19ec9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le pagine iniziali qualificano finalità, responsabilità e natura della sintesi sui loop. Ancoraggi: Avvertenze editoriali e limiti della guida (L1) ND_SECONDARY_STREAM NDLE/frontmatter.tex 1 x08637 classification "ND-f349f12a00c92da6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le avvertenze editoriali aiutano a distinguere il libro come guida ingegneristica da una politica aziendale o da una garanzia di risultato. Ancoraggi: Avvertenze editoriali e limiti della guida (L1) ND_ADDRESSES_TOPIC NDLE/frontmatter.tex 1 x08638 classification "ND-ac218f915fc5a0d6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le avvertenze editoriali aiutano a distinguere il libro come guida ingegneristica da una politica aziendale o da una garanzia di risultato. Ancoraggi: Avvertenze editoriali e limiti della guida (L1) ND_ADDRESSES_TOPIC NDLE/frontmatter.tex 1 x08639 mapping "ND-6649ba7bac374ebd" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le pagine iniziali qualificano finalità, responsabilità e natura della sintesi sui loop. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/frontmatter.tex 1 x08640 provenance "V11-c7455e9d4d79768e1e81989f" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08641 provenance "ND-ba876835e3cbb0c8" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME NDLE/summary_v2.tex 1 x08642 classification "ND-b003563001bd05cf" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Ancoraggi: How This Book Is Organized (L26) ND_PRIMARY_STREAM NDLE/summary_v2.tex 26 x08643 classification "ND-928c4c94ccd2db6e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Ancoraggi: How This Book Is Organized (L26) ND_SECONDARY_STREAM NDLE/summary_v2.tex 26 x08644 classification "ND-142565e9152f6224" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Ancoraggi: How This Book Is Organized (L26) ND_SECONDARY_STREAM NDLE/summary_v2.tex 26 x08645 classification "ND-0f38ac3039211510" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Ancoraggi: How This Book Is Organized (L26) ND_SECONDARY_STREAM NDLE/summary_v2.tex 26 x08646 classification "ND-f559a297329f081a" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Ancoraggi: How This Book Is Organized (L26) ND_SECONDARY_STREAM NDLE/summary_v2.tex 26 x08647 classification "ND-094ea99ac11eadc5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La panoramica collega critica, organizzazione, economia, Ralph, runtime locale e scelta del meccanismo minimo sufficiente. Ancoraggi: How This Book Is Organized (L26) ND_ADDRESSES_TOPIC NDLE/summary_v2.tex 26 x08648 classification "ND-95f0118b3b5a21e8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La panoramica collega critica, organizzazione, economia, Ralph, runtime locale e scelta del meccanismo minimo sufficiente. Ancoraggi: How This Book Is Organized (L26) ND_ADDRESSES_TOPIC NDLE/summary_v2.tex 26 x08649 classification "ND-036dd7c2e584dc40" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La panoramica collega critica, organizzazione, economia, Ralph, runtime locale e scelta del meccanismo minimo sufficiente. Ancoraggi: How This Book Is Organized (L26) ND_ADDRESSES_TOPIC NDLE/summary_v2.tex 26 x08650 classification "ND-1b40b39fdfa653c7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La panoramica collega critica, organizzazione, economia, Ralph, runtime locale e scelta del meccanismo minimo sufficiente. Ancoraggi: How This Book Is Organized (L26) ND_ADDRESSES_TOPIC NDLE/summary_v2.tex 26 x08651 classification "ND-04da6f96bf9889ca" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La panoramica collega critica, organizzazione, economia, Ralph, runtime locale e scelta del meccanismo minimo sufficiente. Ancoraggi: How This Book Is Organized (L26) ND_ADDRESSES_TOPIC NDLE/summary_v2.tex 26 x08652 classification "ND-2dd08c122133fc77" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La panoramica collega critica, organizzazione, economia, Ralph, runtime locale e scelta del meccanismo minimo sufficiente. Ancoraggi: How This Book Is Organized (L26) ND_ADDRESSES_TOPIC NDLE/summary_v2.tex 26 x08653 classification "ND-a218ce88023b1751" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La panoramica collega critica, organizzazione, economia, Ralph, runtime locale e scelta del meccanismo minimo sufficiente. Ancoraggi: How This Book Is Organized (L26) ND_ADDRESSES_TOPIC NDLE/summary_v2.tex 26 x08654 mapping "ND-6c42e636dead1684" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/summary_v2.tex 26 x08655 mapping "ND-b0373c450cb9d227" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/summary_v2.tex 26 x08656 mapping "ND-2311ecdc5bb557b2" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/summary_v2.tex 26 x08657 mapping "ND-935ade7d481aebcb" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/summary_v2.tex 26 x08658 comparison "ND-2b743f48d1b5aefc" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON How This Book Is Organized (L26) NDLE/summary_v2.tex 26 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08659 comparison "ND-fbe34889e8c8b7da" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON How This Book Is Organized (L26) NDLE/summary_v2.tex 26 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x08660 comparison "ND-5f6ef3f1f062c88a" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda P110: Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. ND_EDITORIAL_COMPARISON How This Book Is Organized (L26) NDLE/summary_v2.tex 26 Frozen v6 node P110 summary/contribution and limitation P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08661 comparison "ND-fd04fce82a178091" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON How This Book Is Organized (L26) NDLE/summary_v2.tex 26 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x08662 comparison "ND-7d8730277fefb315" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON How This Book Is Organized (L26) NDLE/summary_v2.tex 26 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08663 comparison "ND-82d8821dfd4098cd" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda W145: Offers a cross-functional return-on-investment framework for AI-assisted delivery beyond raw code productivity. ND_EDITORIAL_COMPARISON How This Book Is Organized (L26) NDLE/summary_v2.tex 26 Frozen v6 node W145 summary/contribution and limitation ROI 39% and eight-month payback are scenarios/model outputs, not measured experimental financial returns. NO x08664 comparison "ND-eaab8783711bb580" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il sommario introduce il loop come sistema governato, dal modello concettuale all’esecuzione locale. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda O008: A software factory is many governed loops; its level of human involvement changes both risk and total operating cost. ND_EDITORIAL_COMPARISON How This Book Is Organized (L26) NDLE/summary_v2.tex 26 Frozen v6 node O008 summary/contribution and limitation A conceptual taxonomy and projections, not a controlled comparison of factory operating models. NO x08665 provenance "V11-4a740704fbc527edd1f17d41" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08666 provenance "ND-a22d9832632ded56" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME NDLE/new_chapters/chapter01_foundations.tex 1 x08667 classification "ND-1e93187e61e12686" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_PRIMARY_STREAM NDLE/new_chapters/chapter01_foundations.tex 12 x08668 classification "ND-505daece81d9efea" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_SECONDARY_STREAM NDLE/new_chapters/chapter01_foundations.tex 12 x08669 classification "ND-d70c7ad5492244b0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_SECONDARY_STREAM NDLE/new_chapters/chapter01_foundations.tex 12 x08670 classification "ND-361c5f1a7e8bd9a1" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_SECONDARY_STREAM NDLE/new_chapters/chapter01_foundations.tex 12 x08671 classification "ND-aa7b2c95ed998e71" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo ricostruisce la genealogia prompt–loop, distingue worker ed evaluator, presenta livelli di delega e critica rischi sistemici e non-determinismo. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter01_foundations.tex 12 x08672 classification "ND-386c601684fafbe0" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo ricostruisce la genealogia prompt–loop, distingue worker ed evaluator, presenta livelli di delega e critica rischi sistemici e non-determinismo. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter01_foundations.tex 12 x08673 classification "ND-b56619de18d05930" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo ricostruisce la genealogia prompt–loop, distingue worker ed evaluator, presenta livelli di delega e critica rischi sistemici e non-determinismo. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter01_foundations.tex 12 x08674 classification "ND-0c058587da05b3bf" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo ricostruisce la genealogia prompt–loop, distingue worker ed evaluator, presenta livelli di delega e critica rischi sistemici e non-determinismo. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter01_foundations.tex 12 x08675 classification "ND-a50638b345818c4e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo ricostruisce la genealogia prompt–loop, distingue worker ed evaluator, presenta livelli di delega e critica rischi sistemici e non-determinismo. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter01_foundations.tex 12 x08676 classification "ND-d3b48876fa8fafa1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo ricostruisce la genealogia prompt–loop, distingue worker ed evaluator, presenta livelli di delega e critica rischi sistemici e non-determinismo. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter01_foundations.tex 12 x08677 classification "ND-8004e1f0d567776a" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo ricostruisce la genealogia prompt–loop, distingue worker ed evaluator, presenta livelli di delega e critica rischi sistemici e non-determinismo. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter01_foundations.tex 12 x08678 classification "ND-6905b4ae6ecf850e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo ricostruisce la genealogia prompt–loop, distingue worker ed evaluator, presenta livelli di delega e critica rischi sistemici e non-determinismo. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter01_foundations.tex 12 x08679 classification "ND-b61cd9548ef982e0" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo ricostruisce la genealogia prompt–loop, distingue worker ed evaluator, presenta livelli di delega e critica rischi sistemici e non-determinismo. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter01_foundations.tex 12 x08680 classification "ND-564034afe371efe8" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo ricostruisce la genealogia prompt–loop, distingue worker ed evaluator, presenta livelli di delega e critica rischi sistemici e non-determinismo. Ancoraggi: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter01_foundations.tex 12 x08681 mapping "ND-6ad0b14372419e41" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter01_foundations.tex 12 x08682 mapping "ND-f2c7746f79d9cdc4" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter01_foundations.tex 12 x08683 mapping "ND-f51ed13f8a85f715" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter01_foundations.tex 12 x08684 mapping "ND-2aa25ebb0d81f2fa" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter01_foundations.tex 12 x08685 comparison "ND-ea7680da1213c51f" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON Closed-Loop Design and the Ralph Engine: Complementary Views (L964); Genealogy: From Prompt to Loop (L112); The Ralph Wiggum precedent (L167) NDLE/new_chapters/chapter01_foundations.tex 964 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08686 comparison "ND-65d2988a2c0d010d" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON Closed-Loop Design and the Ralph Engine: Complementary Views (L964); Genealogy: From Prompt to Loop (L112); The Ralph Wiggum precedent (L167) NDLE/new_chapters/chapter01_foundations.tex 964 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x08687 provenance "ND-380fcccf90933306" osmani2026loop NOT_PERFORMED DOCUMENTED_ALTERNATE_EDITION_NOT_EXACT_URL ND.zip; editorial file-level mapping, 2026-10-11 Citazione a edizione alternativa del medesimo lavoro, distinzione già documentata nel grafo v6 (P110/O012). Non è una coincidenza esatta di URL. ND_CITES_ALTERNATE_EDITION NDLE/new_chapters/chapter01_foundations.tex 4 x08688 provenance "ND-686581ebca1861f7" osmani2026loop NOT_PERFORMED DOCUMENTED_ALTERNATE_EDITION_NOT_EXACT_URL ND.zip; editorial file-level mapping, 2026-10-11 Citazione a edizione alternativa del medesimo lavoro, distinzione già documentata nel grafo v6 (P110/O012). Non è una coincidenza esatta di URL. ND_CITES_ALTERNATE_EDITION NDLE/new_chapters/chapter01_foundations.tex 44 x08689 provenance "ND-9ea70587ba3c4726" osmani2026loop NOT_PERFORMED DOCUMENTED_ALTERNATE_EDITION_NOT_EXACT_URL ND.zip; editorial file-level mapping, 2026-10-11 Citazione a edizione alternativa del medesimo lavoro, distinzione già documentata nel grafo v6 (P110/O012). Non è una coincidenza esatta di URL. ND_CITES_ALTERNATE_EDITION NDLE/new_chapters/chapter01_foundations.tex 116 x08690 comparison "ND-2f8f6d0b7fd00a31" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda P110: Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. ND_EDITORIAL_COMPARISON Closed-Loop Design and the Ralph Engine: Complementary Views (L964); Genealogy: From Prompt to Loop (L112); The Ralph Wiggum precedent (L167) NDLE/new_chapters/chapter01_foundations.tex 964 Frozen v6 node P110 summary/contribution and limitation P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08691 provenance "ND-610389939ef84959" orosz2026 10 NDLE/references.tex NORMALIZED_EXACT_SOURCE_URL_OR_ARXIV_DOI_ID NOT_PERFORMED EXPLICIT_CITATION_IDENTITY_ONLY ND.zip; editorial file-level mapping, 2026-10-11 Comando LaTeX \cite{orosz2026} risolto alla voce bibliografica e a URL/identificatore del corpus. Il supporto del claim non è rivalidato. ND_CITES_SOURCE NDLE/new_chapters/chapter01_foundations.tex 44 x08692 provenance "ND-a3ba7ab4554e6613" orosz2026 10 NDLE/references.tex NORMALIZED_EXACT_SOURCE_URL_OR_ARXIV_DOI_ID NOT_PERFORMED EXPLICIT_CITATION_IDENTITY_ONLY ND.zip; editorial file-level mapping, 2026-10-11 Comando LaTeX \cite{orosz2026} risolto alla voce bibliografica e a URL/identificatore del corpus. Il supporto del claim non è rivalidato. ND_CITES_SOURCE NDLE/new_chapters/chapter01_foundations.tex 116 x08693 provenance "ND-2107fb62ae18de83" orosz2026 10 NDLE/references.tex NORMALIZED_EXACT_SOURCE_URL_OR_ARXIV_DOI_ID NOT_PERFORMED EXPLICIT_CITATION_IDENTITY_ONLY ND.zip; editorial file-level mapping, 2026-10-11 Comando LaTeX \cite{orosz2026} risolto alla voce bibliografica e a URL/identificatore del corpus. Il supporto del claim non è rivalidato. ND_CITES_SOURCE NDLE/new_chapters/chapter01_foundations.tex 1076 x08694 provenance "ND-6505672c339488b2" orosz2026 10 NDLE/references.tex NORMALIZED_EXACT_SOURCE_URL_OR_ARXIV_DOI_ID NOT_PERFORMED EXPLICIT_CITATION_IDENTITY_ONLY ND.zip; editorial file-level mapping, 2026-10-11 Comando LaTeX \cite{orosz2026} risolto alla voce bibliografica e a URL/identificatore del corpus. Il supporto del claim non è rivalidato. ND_CITES_SOURCE NDLE/new_chapters/chapter01_foundations.tex 1248 x08695 comparison "ND-0ebd85bb9988d25e" NO judge EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Confronto (judge): Mettere in tensione auto-critica e giudizio di un secondo modello con il rischio di errori correlati; diversità del modello e indipendenza della prova sono proprietà diverse. Scheda W079: Errors can be shared across models, so a second model is not automatically an independent checker. ND_CRITICAL_COMPARISON Verification and the Worker--Evaluator Split (L762) NDLE/new_chapters/chapter01_foundations.tex 762 Frozen v6 node W079 summary/contribution and limitation General LLM datasets; may not predict specific coding errors. NO x08696 comparison "ND-3b6030fc6d34e22c" NO judge EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Confronto (judge): Mettere in tensione auto-critica e giudizio di un secondo modello con il rischio di errori correlati; diversità del modello e indipendenza della prova sono proprietà diverse. Scheda W101: Models can explain a semantic migration rule and still miss behavior changes in their own port. ND_CRITICAL_COMPARISON Verification and the Worker--Evaluator Split (L762) NDLE/new_chapters/chapter01_foundations.tex 762 Frozen v6 node W101 summary/contribution and limitation Small Python migration traps; individual model variation high. NO x08697 comparison "ND-0f089bc37909ab61" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Loop driver versus quality gate (L843); Security, auditability, and governance (L1449) NDLE/new_chapters/chapter01_foundations.tex 843 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x08698 comparison "ND-cff9c6b96ffd1f67" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Loop driver versus quality gate (L843); Security, auditability, and governance (L1449) NDLE/new_chapters/chapter01_foundations.tex 843 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08699 comparison "ND-d98d0704bd52ec32" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda W157: Typed state pages and enforced write policy protect essential agent memory against compaction and reset failures. ND_EDITORIAL_COMPARISON Context engineering as the deeper discipline (L292); Connectors, sub-agents, and durable memory (L456); Context Engineering: Architecting the Flow of Information (L495) NDLE/new_chapters/chapter01_foundations.tex 292 Frozen v6 node W157 summary/contribution and limitation Guarantees conditional on token-budget working set; limited trace and synthetic evaluation. NO x08700 comparison "ND-0fc3edd8749af269" NO context EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Il loop affidabile emerge dall’interazione fra contesto, harness, evidenza e autorità. Confronto (context): Confrontare selezione, recupero e gestione del contesto con i confini di fiducia dei dati esterni. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON Context engineering as the deeper discipline (L292); Connectors, sub-agents, and durable memory (L456); Context Engineering: Architecting the Flow of Information (L495) NDLE/new_chapters/chapter01_foundations.tex 292 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08701 provenance "ND-e84245cf210ffb93" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:organizational-impact. ch:organizational-impact ND_EXPLICIT_CROSS_REFERENCE NDLE/new_chapters/chapter01_foundations.tex 1540 x08702 provenance "ND-12ae8c148fc640a1" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La promessa di sviluppo continuativo viene riesaminata come problema di evidenza, autorità e non-determinismo. Ancoraggi sorgente: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483). Destinazione: From Reactive to Proactive AI (L25); The Continuous Loop Concept (L117); Prerequisites for Success (L246); What This Book Will Teach You (L319) ND_CRITICALLY_REFINES NDLE/new_chapters/chapter01_foundations.tex 12 x08703 comparison "ND-fad66d79757cdafe" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il worker–evaluator split impone di non scambiare self-critique e role stacking per un oracolo indipendente. Ancoraggi sorgente: Introduction: The Epistemological Transition in Software Development (L12); From /loop to /goal : Native Loop Primitives (L566); Empirical Landscape: What Practitioners Actually Report (L1071); The Joint System: Context, Harness, Evidence, and Policy (L1483). Destinazione: Reverse Prompting: Clarification Before Execution (L26); Role Stacking: Multiple Perspectives (L284); The Verification Loop: Self-Critique Patterns (L393); Putting It Together: Technique Selection (L672) ND_CRITICAL_TENSION NDLE/new_chapters/chapter01_foundations.tex 12 x08704 provenance "V11-7faf75bd8ed3f418e6223c0a" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08705 provenance "ND-4b43b6fe5a1b256a" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME NDLE/new_chapters/chapter02_organization.tex 1 x08706 classification "ND-91e635dc34e8b3b6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_PRIMARY_STREAM NDLE/new_chapters/chapter02_organization.tex 26 x08707 classification "ND-f7903e09b5cf7474" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_SECONDARY_STREAM NDLE/new_chapters/chapter02_organization.tex 26 x08708 classification "ND-99bd92b79a3d4e89" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_SECONDARY_STREAM NDLE/new_chapters/chapter02_organization.tex 26 x08709 classification "ND-5dc302833616c9d2" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_SECONDARY_STREAM NDLE/new_chapters/chapter02_organization.tex 26 x08710 classification "ND-cdca51009571bdec" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_SECONDARY_STREAM NDLE/new_chapters/chapter02_organization.tex 26 x08711 classification "ND-9d89e452e5dab5f8" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_SECONDARY_STREAM NDLE/new_chapters/chapter02_organization.tex 26 x08712 classification "ND-27d098fc840eb435" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_SECONDARY_STREAM NDLE/new_chapters/chapter02_organization.tex 26 x08713 classification "ND-5d871018dd0fdcb7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ruoli, modelli operativi, metriche, governance nel runtime e roadmap di transizione descrivono come ridisegnare team e management. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter02_organization.tex 26 x08714 classification "ND-cde04753f116b8e6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ruoli, modelli operativi, metriche, governance nel runtime e roadmap di transizione descrivono come ridisegnare team e management. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter02_organization.tex 26 x08715 classification "ND-e6cb982736744dbd" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ruoli, modelli operativi, metriche, governance nel runtime e roadmap di transizione descrivono come ridisegnare team e management. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter02_organization.tex 26 x08716 classification "ND-810185cceb4663bb" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ruoli, modelli operativi, metriche, governance nel runtime e roadmap di transizione descrivono come ridisegnare team e management. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter02_organization.tex 26 x08717 classification "ND-95917a42cd64eee4" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ruoli, modelli operativi, metriche, governance nel runtime e roadmap di transizione descrivono come ridisegnare team e management. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter02_organization.tex 26 x08718 classification "ND-75bdc7ebb450c9af" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ruoli, modelli operativi, metriche, governance nel runtime e roadmap di transizione descrivono come ridisegnare team e management. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter02_organization.tex 26 x08719 classification "ND-247a055f8f08aaf2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ruoli, modelli operativi, metriche, governance nel runtime e roadmap di transizione descrivono come ridisegnare team e management. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter02_organization.tex 26 x08720 classification "ND-012a47209054f491" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Ruoli, modelli operativi, metriche, governance nel runtime e roadmap di transizione descrivono come ridisegnare team e management. Ancoraggi: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter02_organization.tex 26 x08721 mapping "ND-4a2294eae061149d" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter02_organization.tex 26 x08722 mapping "ND-f7a23cd8158c4c4d" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter02_organization.tex 26 x08723 mapping "ND-c71f241750d660cf" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter02_organization.tex 26 x08724 mapping "ND-95d0b01bf4d72807" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter02_organization.tex 26 x08725 comparison "ND-724210992effed06" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda W150: Most policies allow AI while specifying disclosure and human responsibility, suggesting workable rather than absolutist governance. ND_EDITORIAL_COMPARISON Law 3: Accountability Cannot Be Delegated to the Model (L166); Law 5: Effective Governance Must Be Executable (L182); Platform and Governance Steward (L250) NDLE/new_chapters/chapter02_organization.tex 166 Frozen v6 node W150 summary/contribution and limitation Classifies rules but does not measure their safety effect. NO x08726 comparison "ND-c09e33a17c7c49ea" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda O009: Engineers can delegate the inner execution loop while retaining ownership of quality criteria, verdicts and consequences. ND_EDITORIAL_COMPARISON Law 3: Accountability Cannot Be Delegated to the Model (L166); Law 5: Effective Governance Must Be Executable (L182); Platform and Governance Steward (L250) NDLE/new_chapters/chapter02_organization.tex 166 Frozen v6 node O009 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08727 comparison "ND-5e73ec9b2c71be66" NO governance EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Confronto (governance): Confrontare autorità umana, confini decisionali e controlli di esecuzione; policy osservate e casi aziendali non certificano l’efficacia del metodo proposto. Scheda P119: A company-visit report describes Codex adoption, internal integrations and feedback loops extending into performance work and infrastructure. ND_EDITORIAL_COMPARISON Law 3: Accountability Cannot Be Delegated to the Model (L166); Law 5: Effective Governance Must Be Executable (L182); Platform and Governance Steward (L250) NDLE/new_chapters/chapter02_organization.tex 166 Frozen v6 node P119 summary/contribution and limitation Internal integrations, selected interviewees and unusually permissive token budgets limit transfer to other organizations. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08728 comparison "ND-d23aaceb8dd3c423" NO roles EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Confronto (roles): Confrontare trasformazione dei compiti, formazione dei junior e dinamiche occupazionali; distinguere previsione, testimonianza e identificazione causale. Scheda W123: Early adopter firms show higher software hiring, especially junior hiring, contradicting simple substitution stories. ND_EDITORIAL_COMPARISON What Happens to Hierarchy and Management? (L295); The Workforce Impact: Rebundling, Not Simple Replacement (L588) NDLE/new_chapters/chapter02_organization.tex 295 Frozen v6 node W123 summary/contribution and limitation Firm adoption selection and platform measures complicate causal attribution. NO x08729 comparison "ND-287df6a478cabd10" NO roles EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Confronto (roles): Confrontare trasformazione dei compiti, formazione dei junior e dinamiche occupazionali; distinguere previsione, testimonianza e identificazione causale. Scheda O035: Removing junior engineering positions can damage apprenticeship and the future pool of experienced maintainers. ND_EDITORIAL_COMPARISON What Happens to Hierarchy and Management? (L295); The Workforce Impact: Rebundling, Not Simple Replacement (L588) NDLE/new_chapters/chapter02_organization.tex 295 Frozen v6 node O035 summary/contribution and limitation A prescriptive career and hiring essay; no original causal analysis of employment trends. NO x08730 comparison "ND-2958fef9fc7dc72d" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda W159: Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency. ND_EDITORIAL_COMPARISON From a New Tool to a New Institution (L26); Governance Moves into the Runtime (L498); The Leadership Paradox (L759) NDLE/new_chapters/chapter02_organization.tex 26 Frozen v6 node W159 summary/contribution and limitation Synthetic low-code trials; missing real SWE longitudinal validation. NO x08731 comparison "ND-b653287d86d0503f" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON From a New Tool to a New Institution (L26); Governance Moves into the Runtime (L498); The Leadership Paradox (L759) NDLE/new_chapters/chapter02_organization.tex 26 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08732 comparison "ND-101d6a61b779ab29" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda W065: Most agent PRs have no recorded human review, but same-repository human PRs also often lack review. ND_EDITORIAL_COMPARISON Human Escalation Owner (L256); Managers Stop Being Human Message Buses (L301); Human-System Metrics (L457) NDLE/new_chapters/chapter02_organization.tex 256 Frozen v6 node W065 summary/contribution and limitation Recorded GitHub review is not total review rigor; shared AIDev data. NO x08733 comparison "ND-3371853631efab42" NO review EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’organizzazione deve assegnare responsabilità, capacità di verifica e infrastruttura di conoscenza al lavoro dei loop. Confronto (review): Analizzare il trasferimento del collo di bottiglia alla revisione e i criteri di approvazione, distinguendo attività registrata e qualità effettiva del controllo. Scheda O011: AI-generated code moves the bottleneck from writing to justified acceptance, making review strategy a core engineering skill. ND_EDITORIAL_COMPARISON Human Escalation Owner (L256); Managers Stop Being Human Message Buses (L301); Human-System Metrics (L457) NDLE/new_chapters/chapter02_organization.tex 256 Frozen v6 node O011 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08734 provenance "ND-7ce32e6851eb8a39" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:loop-economics. ch:loop-economics ND_EXPLICIT_CROSS_REFERENCE NDLE/new_chapters/chapter02_organization.tex 454 x08735 provenance "ND-063444b9adcd518d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:loop-economics. ch:loop-economics ND_EXPLICIT_CROSS_REFERENCE NDLE/new_chapters/chapter02_organization.tex 809 x08736 provenance "ND-138266d741b614df" dellacqua2025 180 NDLE/references.tex NORMALIZED_EXACT_SOURCE_URL_OR_ARXIV_DOI_ID NOT_PERFORMED EXPLICIT_CITATION_IDENTITY_ONLY ND.zip; editorial file-level mapping, 2026-10-11 Comando LaTeX \cite{dellacqua2025} risolto alla voce bibliografica e a URL/identificatore del corpus. Il supporto del claim non è rivalidato. ND_CITES_SOURCE NDLE/new_chapters/chapter02_organization.tex 596 x08737 provenance "ND-bc16510531578d47" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 I pattern organizzativi diventano un modello di ruoli, decisioni e capacità di verifica attorno ai loop. Ancoraggi sorgente: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759). Destinazione: PART IV: Organizational Foundation (L3) ND_EXPANDS_EARLIER_TREATMENT NDLE/new_chapters/chapter02_organization.tex 26 x08738 dependency "ND-39a9a6f60f94c25a" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 SDD enterprise e organizzazione loop-native sono viste complementari sulla governance del cambiamento. Ancoraggi sorgente: From a New Tool to a New Institution (L26); Three Enterprise Operating Models (L339); The Workforce Impact: Rebundling, Not Simple Replacement (L588); The Leadership Paradox (L759). Destinazione: Five Days With Enterprise SDD (L28); Core Philosophy (L139); The Six-Phase Pipeline (L183); Constitution-Driven Development in Practice (L414) ND_SHARED_METHOD_DIFFERENT_SCOPE NDLE/new_chapters/chapter02_organization.tex 26 x08739 provenance "V11-5d8a204b2106822d68a6c42d" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08740 provenance "ND-587fb75b656ad048" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME NDLE/new_chapters/chapter03_economics.tex 1 x08741 classification "ND-2dfa9c10646abee3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Ancoraggi: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925) ND_PRIMARY_STREAM NDLE/new_chapters/chapter03_economics.tex 12 x08742 classification "ND-9c24193f748d2d04" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Ancoraggi: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925) ND_SECONDARY_STREAM NDLE/new_chapters/chapter03_economics.tex 12 x08743 classification "ND-038a456d6213a192" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Ancoraggi: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925) ND_SECONDARY_STREAM NDLE/new_chapters/chapter03_economics.tex 12 x08744 classification "ND-7868d9b2e0106043" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Ancoraggi: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925) ND_SECONDARY_STREAM NDLE/new_chapters/chapter03_economics.tex 12 x08745 classification "ND-819587bbeb3c5882" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Ancoraggi: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925) ND_SECONDARY_STREAM NDLE/new_chapters/chapter03_economics.tex 12 x08746 classification "ND-06e5b6a936d57429" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costi di esecuzione, verifica, rilavorazione e coordinamento sostengono scenari organizzativi e un caso di manutenzione in ambiente regolamentato. Ancoraggi: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter03_economics.tex 12 x08747 classification "ND-0f0374fc8edbc4e6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costi di esecuzione, verifica, rilavorazione e coordinamento sostengono scenari organizzativi e un caso di manutenzione in ambiente regolamentato. Ancoraggi: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter03_economics.tex 12 x08748 classification "ND-952e1da575bac9b2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costi di esecuzione, verifica, rilavorazione e coordinamento sostengono scenari organizzativi e un caso di manutenzione in ambiente regolamentato. Ancoraggi: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter03_economics.tex 12 x08749 classification "ND-81e03ddb558cb003" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costi di esecuzione, verifica, rilavorazione e coordinamento sostengono scenari organizzativi e un caso di manutenzione in ambiente regolamentato. Ancoraggi: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter03_economics.tex 12 x08750 classification "ND-8713452d385d3edd" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costi di esecuzione, verifica, rilavorazione e coordinamento sostengono scenari organizzativi e un caso di manutenzione in ambiente regolamentato. Ancoraggi: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter03_economics.tex 12 x08751 classification "ND-4a90a20979a1e593" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Costi di esecuzione, verifica, rilavorazione e coordinamento sostengono scenari organizzativi e un caso di manutenzione in ambiente regolamentato. Ancoraggi: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter03_economics.tex 12 x08752 mapping "ND-d2f00432d9fdb972" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter03_economics.tex 12 x08753 mapping "ND-93f99ec4959c7b34" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter03_economics.tex 12 x08754 mapping "ND-0ad7f7c9f0b71950" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter03_economics.tex 12 x08755 comparison "ND-589ee358a86cb807" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda W145: Offers a cross-functional return-on-investment framework for AI-assisted delivery beyond raw code productivity. ND_EDITORIAL_COMPARISON Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Cost Structure of a Loop (L107); Context accumulation and execution cost (L115) NDLE/new_chapters/chapter03_economics.tex 12 Frozen v6 node W145 summary/contribution and limitation ROI 39% and eight-month payback are scenarios/model outputs, not measured experimental financial returns. NO x08756 comparison "ND-1419b5bb2bbaae01" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda O008: A software factory is many governed loops; its level of human involvement changes both risk and total operating cost. ND_EDITORIAL_COMPARISON Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Cost Structure of a Loop (L107); Context accumulation and execution cost (L115) NDLE/new_chapters/chapter03_economics.tex 12 Frozen v6 node O008 summary/contribution and limitation A conceptual taxonomy and projections, not a controlled comparison of factory operating models. NO x08757 comparison "ND-ec100251d7c80e61" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda P095: A follow-up analysis of the 2026 reader survey examines tool costs, usage limits, developer identity and uneven changes to engineering work. ND_EDITORIAL_COMPARISON Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Cost Structure of a Loop (L107); Context accumulation and execution cost (L115) NDLE/new_chapters/chapter03_economics.tex 12 Frozen v6 node P095 summary/contribution and limitation Uses the same respondent cohort as AI Tooling 2026 and key trends Part 2; not independent replication. Builders, shippers and coasters are interpretive response groupings, not a validated psychological or competency typology. The author reports 906 responses for the shared 2026 cohort. This is not an independently counted sample; comparisons with other survey waves are not a matched longitudinal panel. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08758 comparison "ND-1aa9035ae9944f95" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda W010: Agent advances raise commits substantially more than releases; delivery throughput has lower elasticity than coding throughput. ND_EDITORIAL_COMPARISON The Individual Contributor: Productivity Is Heterogeneous (L317); The productivity ratchet (L410); The Organization: Local Speed Is Not System Throughput (L455) NDLE/new_chapters/chapter03_economics.tex 317 Frozen v6 node W010 summary/contribution and limitation GitHub activity and matched designs do not establish business value. NO x08759 comparison "ND-36d8931bc1eef9d5" NO productivity EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Confronto (productivity): Confrontare output generato, cambiamento integrato e valore rilasciato. Adozione e velocità percepita non misurano da sole produttività netta. Scheda O029: Perceived personal acceleration with coding AI does not necessarily translate into net team or release-level productivity. ND_EDITORIAL_COMPARISON The Individual Contributor: Productivity Is Heterogeneous (L317); The productivity ratchet (L410); The Organization: Local Speed Is Not System Throughput (L455) NDLE/new_chapters/chapter03_economics.tex 317 Frozen v6 node O029 summary/contribution and limitation The percentages reported by Osmani come from diverse third-party surveys and experiments; no single pooled causal estimate is supplied. NO x08760 comparison "ND-579c01b56137a11b" NO metrics EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Confronto (metrics): Usare disegno dello studio, baseline e segmentazione per leggere gli indicatori; risultati di un contesto non possono essere trasferiti automaticamente a tutti i team. Scheda W023: Experienced maintainers were approximately 19% slower on familiar real-repository tasks using early-2025 tools. ND_EDITORIAL_COMPARISON Metrics: Measure Verified Flow, Not Adoption (L754) NDLE/new_chapters/chapter03_economics.tex 754 Frozen v6 node W023 summary/contribution and limitation Small sample and older tool generation; not universal effect. NO x08761 comparison "ND-6b459a68ff14b29d" NO roles EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Confronto (roles): Confrontare trasformazione dei compiti, formazione dei junior e dinamiche occupazionali; distinguere previsione, testimonianza e identificazione causale. Scheda W123: Early adopter firms show higher software hiring, especially junior hiring, contradicting simple substitution stories. ND_EDITORIAL_COMPARISON Introduction: From Cheap Assistance to Variable-Cost Production (L12); Organizational Design Under Loop Engineering (L651); End-to-End Case Study: A Regulated Maintenance Loop (L925) NDLE/new_chapters/chapter03_economics.tex 12 Frozen v6 node W123 summary/contribution and limitation Firm adoption selection and platform measures complicate causal attribution. NO x08762 comparison "ND-008ea2ba26a0e9af" NO roles EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: L’unità economica diventa l’esito verificato, non il token economico o la velocità del singolo contributore. Confronto (roles): Confrontare trasformazione dei compiti, formazione dei junior e dinamiche occupazionali; distinguere previsione, testimonianza e identificazione causale. Scheda O035: Removing junior engineering positions can damage apprenticeship and the future pool of experienced maintainers. ND_EDITORIAL_COMPARISON Introduction: From Cheap Assistance to Variable-Cost Production (L12); Organizational Design Under Loop Engineering (L651); End-to-End Case Study: A Regulated Maintenance Loop (L925) NDLE/new_chapters/chapter03_economics.tex 12 Frozen v6 node O035 summary/contribution and limitation A prescriptive career and hiring essay; no original causal analysis of employment trends. NO x08763 provenance "ND-493346af25c61038" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:full-local-loop. ch:full-local-loop ND_EXPLICIT_CROSS_REFERENCE NDLE/new_chapters/chapter03_economics.tex 262 x08764 provenance "ND-fbfae09bb76c1a6d" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ralph-loop. ch:ralph-loop ND_EXPLICIT_CROSS_REFERENCE NDLE/new_chapters/chapter03_economics.tex 1140 x08765 provenance "ND-2da777688b437408" humlum2025 277 NDLE/references.tex NORMALIZED_EXACT_SOURCE_URL_OR_ARXIV_DOI_ID NOT_PERFORMED EXPLICIT_CITATION_IDENTITY_ONLY ND.zip; editorial file-level mapping, 2026-10-11 Comando LaTeX \cite{humlum2025} risolto alla voce bibliografica e a URL/identificatore del corpus. Il supporto del claim non è rivalidato. ND_CITES_SOURCE NDLE/new_chapters/chapter03_economics.tex 646 x08766 provenance "ND-29373ba4c93a8f36" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La misurazione della produttività viene raffinata nel costo e valore dell’esito verificato. Ancoraggi sorgente: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925). Destinazione: Understanding the Hype Problem (L15); The Surprising Hierarchy of Time Savings (L164); Hidden Benefits Beyond Time Savings (L250); Practical Guidance for Engineering Leaders (L308) ND_SPECIALIZES NDLE/new_chapters/chapter03_economics.tex 12 x08767 provenance "ND-9b41973176624fe2" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le metriche operative vengono integrate con costi, rilavorazione e sostenibilità. Ancoraggi sorgente: Introduction: From Cheap Assistance to Variable-Cost Production (L12); The Organization: Local Speed Is Not System Throughput (L455); Four Economic Failure Modes (L836); End-to-End Case Study: A Regulated Maintenance Loop (L925). Destinazione: Measurement \& Observability (L2) ND_EXPANDS_EARLIER_TREATMENT NDLE/new_chapters/chapter03_economics.tex 12 x08768 provenance "V11-797744eabfdabe751d213b8a" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08769 provenance "ND-a5e42ba230b129ec" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME NDLE/new_chapters/chapter04_ralph_loop.tex 1 x08770 classification "ND-955c7466c026fab3" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_PRIMARY_STREAM NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08771 classification "ND-2a1469cd874f8ca7" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_SECONDARY_STREAM NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08772 classification "ND-f6dbfe6670db0eea" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_SECONDARY_STREAM NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08773 classification "ND-ad34bc9d8a265e54" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_SECONDARY_STREAM NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08774 classification "ND-823f28db922474f9" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_SECONDARY_STREAM NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08775 classification "ND-c53c44e374387fb3" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta loop Bash, stop hook e modalità manuale; aggiunge unità di lavoro, budget, escalation, manutenibilità e criteri di scelta. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08776 classification "ND-a1cf42a20954b601" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta loop Bash, stop hook e modalità manuale; aggiunge unità di lavoro, budget, escalation, manutenibilità e criteri di scelta. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08777 classification "ND-f812a86caa4aea04" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta loop Bash, stop hook e modalità manuale; aggiunge unità di lavoro, budget, escalation, manutenibilità e criteri di scelta. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08778 classification "ND-dc4a42c0e2f705dd" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta loop Bash, stop hook e modalità manuale; aggiunge unità di lavoro, budget, escalation, manutenibilità e criteri di scelta. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08779 classification "ND-15c7aa759aa6442e" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta loop Bash, stop hook e modalità manuale; aggiunge unità di lavoro, budget, escalation, manutenibilità e criteri di scelta. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08780 classification "ND-bba88770b45a7963" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta loop Bash, stop hook e modalità manuale; aggiunge unità di lavoro, budget, escalation, manutenibilità e criteri di scelta. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08781 classification "ND-97193995a6f738a1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta loop Bash, stop hook e modalità manuale; aggiunge unità di lavoro, budget, escalation, manutenibilità e criteri di scelta. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08782 classification "ND-c57fe2311c05fcbb" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta loop Bash, stop hook e modalità manuale; aggiunge unità di lavoro, budget, escalation, manutenibilità e criteri di scelta. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08783 classification "ND-ceb1b3be5d33d61c" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il capitolo confronta loop Bash, stop hook e modalità manuale; aggiunge unità di lavoro, budget, escalation, manutenibilità e criteri di scelta. Ancoraggi: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08784 mapping "ND-140bc2f52e090d4b" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08785 mapping "ND-6df0a3921a8d4f0c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08786 mapping "ND-0162c8083d54cd03" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08787 mapping "ND-7fa9fe32b9e41014" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08788 mapping "ND-d948e4cc2a10cb3d" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08789 comparison "ND-b2d4eca023a07926" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON Why the Ralph Loop Matters (L36); The One-Item-Per-Iteration Rule (L230); The Iteration Cycle (L259) NDLE/new_chapters/chapter04_ralph_loop.tex 36 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08790 comparison "ND-d6ea5594d8b161a5" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda O012: Osmani identifies five interoperable loop-building primitives—scheduling, worktrees, skills, connectors and subagents—plus durable external memory. ND_EDITORIAL_COMPARISON Why the Ralph Loop Matters (L36); The One-Item-Per-Iteration Rule (L230); The Iteration Cycle (L259) NDLE/new_chapters/chapter04_ralph_loop.tex 36 Frozen v6 node O012 summary/contribution and limitation A practitioner engineering pattern; the article does not establish comparative loop reliability by controlled experiment. NO x08791 comparison "ND-af57a49a49fd9a5a" NO loop EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Confronto (loop): Confrontare il loop come unità di lavoro, con stato, controlli e policy esterni. I tre corpus non costituiscono repliche indipendenti dello stesso risultato. Scheda P110: Orosz traces Ralph-style loops, scheduled triggers and goal-oriented harness features. ND_EDITORIAL_COMPARISON Why the Ralph Loop Matters (L36); The One-Item-Per-Iteration Rule (L230); The Iteration Cycle (L259) NDLE/new_chapters/chapter04_ralph_loop.tex 36 Frozen v6 node P110 summary/contribution and limitation P110 directly links https://addyosmani.com/blog/loop-engineering/ (7 June 2026). O012 catalogues the substantially matching Substack edition (8 June 2026). Treat the edge as discussion of the same underlying work via an alternate edition, not an exact-URL citation. The paid remainder and comparative loop outcomes remain unreviewed. Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08792 comparison "ND-499d2ddc69d23f27" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda W159: Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency. ND_EDITORIAL_COMPARISON Why the Ralph Loop Matters (L36); Building a Ralph Workspace (L924); Where the Minimal Loop Begins to Strain (L1285) NDLE/new_chapters/chapter04_ralph_loop.tex 36 Frozen v6 node W159 summary/contribution and limitation Synthetic low-code trials; missing real SWE longitudinal validation. NO x08793 comparison "ND-bfde83cf251a5554" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON Why the Ralph Loop Matters (L36); Building a Ralph Workspace (L924); Where the Minimal Loop Begins to Strain (L1285) NDLE/new_chapters/chapter04_ralph_loop.tex 36 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08794 comparison "ND-cbe18b5bd41f3ce9" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda W060: Workspace and retrieved-content injections can induce agents to execute unwanted commands. ND_EDITORIAL_COMPARISON Why the Ralph Loop Matters (L36); Building a Ralph Workspace (L924); Where the Minimal Loop Begins to Strain (L1285) NDLE/new_chapters/chapter04_ralph_loop.tex 36 Frozen v6 node W060 summary/contribution and limitation Attack configurations are adversarial, not real-world incidence rates. NO x08795 comparison "ND-1b6585b9c0eb7a5d" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda O014: Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. ND_EDITORIAL_COMPARISON Why the Ralph Loop Matters (L36); Building a Ralph Workspace (L924); Where the Minimal Loop Begins to Strain (L1285) NDLE/new_chapters/chapter04_ralph_loop.tex 36 Frozen v6 node O014 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08796 comparison "ND-2a5877d90dba5f37" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda W059: Larger generated outputs are associated with coupling and architectural smells even when tests pass. ND_EDITORIAL_COMPARISON The Core Architecture (L60); Maintainability in a Loop-Driven Codebase (L1136) NDLE/new_chapters/chapter04_ralph_loop.tex 60 Frozen v6 node W059 summary/contribution and limitation Small smell counts; correlation with LOC not a causal law. NO x08797 comparison "ND-5e8b1874761f5ac9" NO architecture EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Ralph conserva il progresso fuori dalla sessione e tratta la ripetizione come una politica limitata e verificabile. Confronto (architecture): Mettere a confronto coerenza architetturale e manutenibilità oltre il passaggio dei test; odori e complessità non equivalgono automaticamente a incidenti. Scheda O007: Quality assurance for generated code increasingly depends on repeatable harness checks, not only manual inspection or agent opinion. ND_EDITORIAL_COMPARISON The Core Architecture (L60); Maintainability in a Loop-Driven Codebase (L1136) NDLE/new_chapters/chapter04_ralph_loop.tex 60 Frozen v6 node O007 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08798 provenance "ND-47757999cb31466f" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:full-local-loop. ch:full-local-loop ND_EXPLICIT_CROSS_REFERENCE NDLE/new_chapters/chapter04_ralph_loop.tex 1296 x08799 provenance "ND-5059441f8996eefd" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La spiegazione di Ralph viene approfondita con limiti, varianti, accettazione indipendente ed escalation. Ancoraggi sorgente: Why the Ralph Loop Matters (L36); Implementation Pattern II: The Stop-Hook Loop (L545); What Ralph Does Not Solve (L1117); Where the Minimal Loop Begins to Strain (L1285). Destinazione: Anatomy of a Ralph Loop (L20); Implementation Options (L328); Your First Ralph Loop (L416); Troubleshooting Common Issues (L650) ND_CRITICALLY_REFINES NDLE/new_chapters/chapter04_ralph_loop.tex 36 x08800 provenance "V11-9f1129c39c7c4409f73fba83" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08801 provenance "ND-2b412a93b26c47ad" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME NDLE/new_chapters/chapter05_local_ai_loop.tex 1 x08802 classification "ND-85811ddba7fe91a4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_PRIMARY_STREAM NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08803 classification "ND-876037b506006809" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_SECONDARY_STREAM NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08804 classification "ND-21a2202de12fa982" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_SECONDARY_STREAM NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08805 classification "ND-4f9d34ab2ced0315" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_SECONDARY_STREAM NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08806 classification "ND-45c626706c5bc45c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_SECONDARY_STREAM NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08807 classification "ND-f4c81b278d70655c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_SECONDARY_STREAM NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08808 classification "ND-bad58d4217cb721b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_SECONDARY_STREAM NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08809 classification "ND-3d2d2a9b4ce204ca" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il percorso attraversa dimensionamento, energia e costo totale, installazione, scelta dell’executor, retry e resume, policy, osservabilità e gestione della deriva. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08810 classification "ND-9c562d5876cfd1d6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il percorso attraversa dimensionamento, energia e costo totale, installazione, scelta dell’executor, retry e resume, policy, osservabilità e gestione della deriva. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08811 classification "ND-9c221bf4f16ef8af" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il percorso attraversa dimensionamento, energia e costo totale, installazione, scelta dell’executor, retry e resume, policy, osservabilità e gestione della deriva. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08812 classification "ND-ead38b08d3a18739" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il percorso attraversa dimensionamento, energia e costo totale, installazione, scelta dell’executor, retry e resume, policy, osservabilità e gestione della deriva. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08813 classification "ND-91d575a0c91ff406" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il percorso attraversa dimensionamento, energia e costo totale, installazione, scelta dell’executor, retry e resume, policy, osservabilità e gestione della deriva. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08814 classification "ND-b0b80550fdb365ef" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il percorso attraversa dimensionamento, energia e costo totale, installazione, scelta dell’executor, retry e resume, policy, osservabilità e gestione della deriva. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08815 classification "ND-6c48084eec490242" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il percorso attraversa dimensionamento, energia e costo totale, installazione, scelta dell’executor, retry e resume, policy, osservabilità e gestione della deriva. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08816 classification "ND-07a3da8b2fc02bb7" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il percorso attraversa dimensionamento, energia e costo totale, installazione, scelta dell’executor, retry e resume, policy, osservabilità e gestione della deriva. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08817 classification "ND-4271836717828d97" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il percorso attraversa dimensionamento, energia e costo totale, installazione, scelta dell’executor, retry e resume, policy, osservabilità e gestione della deriva. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08818 classification "ND-e363c471ee71dbfe" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Il percorso attraversa dimensionamento, energia e costo totale, installazione, scelta dell’executor, retry e resume, policy, osservabilità e gestione della deriva. Ancoraggi: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08819 mapping "ND-6df99d4eb955ba9c" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08820 mapping "ND-162acdf26d1de2ce" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08821 mapping "ND-aab1120c7b1ebdfe" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08822 mapping "ND-3ed4767643059629" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08823 mapping "ND-d8c3c78e6b73488f" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08824 comparison "ND-8ded96a5a01da3bd" NO local EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Confronto (local): Confrontare infrastruttura locale e costo per esito verificato. Inferenza locale, privacy, assenza di rete e convenienza economica richiedono controlli distinti. Scheda W095: Proposes analyzing the whole agentic lifecycle across verification reliability and cost. ND_EDITORIAL_COMPARISON Hardware Sizing and Backend Selection (L283); Energy and Total Cost of Local Execution (L375); The Decisive Shift: From Local Inference to Local Engineering (L12) NDLE/new_chapters/chapter05_local_ai_loop.tex 283 Frozen v6 node W095 summary/contribution and limitation Synthesis only, no new outcome dataset. NO x08825 comparison "ND-f9f15a3e7f9ae080" NO local EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Confronto (local): Confrontare infrastruttura locale e costo per esito verificato. Inferenza locale, privacy, assenza di rete e convenienza economica richiedono controlli distinti. Scheda O014: Production agents need identity, authorization, observability and recovery controls beyond an impressive base model. ND_EDITORIAL_COMPARISON Hardware Sizing and Backend Selection (L283); Energy and Total Cost of Local Execution (L375); The Decisive Shift: From Local Inference to Local Engineering (L12) NDLE/new_chapters/chapter05_local_ai_loop.tex 283 Frozen v6 node O014 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08826 comparison "ND-9f7ba5811d13393f" NO local EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Confronto (local): Confrontare infrastruttura locale e costo per esito verificato. Inferenza locale, privacy, assenza di rete e convenienza economica richiedono controlli distinti. Scheda P094: An introduced excerpt by Philip Kiely explains serving models through batching, caching, quantization, parallel execution and autoscaling. ND_EDITORIAL_COMPARISON Hardware Sizing and Backend Selection (L283); Energy and Total Cost of Local Execution (L375); The Decisive Shift: From Local Inference to Local Engineering (L12) NDLE/new_chapters/chapter05_local_ai_loop.tex 283 Frozen v6 node P094 summary/contribution and limitation Public availability does not imply an independent check of every paragraph or chart. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08827 comparison "ND-24d7add730b6de28" NO security EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Confronto (security): Confrontare superficie di attacco dell’agente, permessi e contenimento; esposizione, dimostrazione di attacco e frequenza degli incidenti non sono misure intercambiabili. Scheda W060: Workspace and retrieved-content injections can induce agents to execute unwanted commands. ND_EDITORIAL_COMPARISON Step Zero: Define the Trust Boundary (L230) NDLE/new_chapters/chapter05_local_ai_loop.tex 230 Frozen v6 node W060 summary/contribution and limitation Attack configurations are adversarial, not real-world incidence rates. NO x08828 comparison "ND-5b0d4a72ad639d71" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Verification Is the Loop (L1051); Verification is not authorization (L1112); Verification plugins (L1143) NDLE/new_chapters/chapter05_local_ai_loop.tex 1051 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x08829 comparison "ND-6db3939047323cdd" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Verification Is the Loop (L1051); Verification is not authorization (L1112); Verification plugins (L1143) NDLE/new_chapters/chapter05_local_ai_loop.tex 1051 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08830 comparison "ND-6dd44a3926ba04e9" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda W159: Hybrid episodic and semantic storage with retention policies can improve long-horizon consistency and token efficiency. ND_EDITORIAL_COMPARISON A practical memory policy (L332); The Plan Is the Durable Source of Intent (L911); Outcome semantics determine the next state (L1214) NDLE/new_chapters/chapter05_local_ai_loop.tex 332 Frozen v6 node W159 summary/contribution and limitation Synthetic low-code trials; missing real SWE longitudinal validation. NO x08831 comparison "ND-9a4da68cb621f2b9" NO memory EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Confronto (memory): Mettere a confronto continuità del contesto, stato persistente e aggiornamento della conoscenza; una memoria più ampia non è di per sé una memoria corretta. Scheda O031: Reliable prompts are assembled from selected system context, tools and constraints rather than crafted by wording alone. ND_EDITORIAL_COMPARISON A practical memory policy (L332); The Plan Is the Durable Source of Intent (L911); Outcome semantics determine the next state (L1214) NDLE/new_chapters/chapter05_local_ai_loop.tex 332 Frozen v6 node O031 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08832 comparison "ND-5a7a207e39e9fc3f" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Un loop locale completo include runtime controllato, intenti durevoli, verifica e telemetria economica. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda W145: Offers a cross-functional return-on-investment framework for AI-assisted delivery beyond raw code productivity. ND_EDITORIAL_COMPARISON Energy and Total Cost of Local Execution (L375) NDLE/new_chapters/chapter05_local_ai_loop.tex 375 Frozen v6 node W145 summary/contribution and limitation ROI 39% and eight-month payback are scenarios/model outputs, not measured experimental financial returns. NO x08833 provenance "ND-e93847132f2691e7" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:loop-economics. ch:loop-economics ND_EXPLICIT_CROSS_REFERENCE NDLE/new_chapters/chapter05_local_ai_loop.tex 379 x08834 provenance "ND-2fbab6e3081954ed" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label sec:capability-adjusted-economics. sec:capability-adjusted-economics ND_EXPLICIT_CROSS_REFERENCE NDLE/new_chapters/chapter05_local_ai_loop.tex 526 x08835 provenance "ND-fa76f1cf79401a6b" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ndle-critical-assessment. ch:ndle-critical-assessment ND_EXPLICIT_CROSS_REFERENCE NDLE/new_chapters/chapter05_local_ai_loop.tex 1729 x08836 provenance "ND-f6444f54cb2d77d2" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:choosing-the-right-loop. ch:choosing-the-right-loop ND_EXPLICIT_CROSS_REFERENCE NDLE/new_chapters/chapter05_local_ai_loop.tex 1775 x08837 provenance "ND-9718378e22aadc44" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 L’implementazione del loop viene inserita in un runtime locale completo, con supply chain, policy e telemetria. Ancoraggi sorgente: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725). Destinazione: Environment Verification (L14); Plan File Templates (L1153); Planning Mode Prompt (L1332); Checklist for Production Use (L1474) ND_OPERATIONALIZES NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08838 provenance "ND-cfdd62a7236e87e2" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Piano durevole, resume e rollback traducono il modello di memoria in controllo dell’esecuzione. Ancoraggi sorgente: The Decisive Shift: From Local Inference to Local Engineering (L12); Configuration as a Control Plane (L816); Loop Modes and Human Authority (L1345); The Durable Engineering Principles (L1725). Destinazione: The Four Channels of Memory (L18); Building AGENTS.md (L136); Context Injection Strategies (L420); Memory Injection Technique (L510) ND_OPERATIONALIZES NDLE/new_chapters/chapter05_local_ai_loop.tex 12 x08839 provenance "V11-9088d4bff54557030052ff42" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08840 provenance "ND-9441e940ef674e4a" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 1 x08841 classification "ND-ba891ac116472f8e" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_PRIMARY_STREAM NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08842 classification "ND-ba7b6fd05d1eaa2c" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_SECONDARY_STREAM NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08843 classification "ND-0ec74e595b6ea763" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_SECONDARY_STREAM NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08844 classification "ND-68bd34d5f75a80f4" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_SECONDARY_STREAM NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08845 classification "ND-a3509e71f1e958d7" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_SECONDARY_STREAM NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08846 classification "ND-f014cc924e33fdcf" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_SECONDARY_STREAM NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08847 classification "ND-4551e0c4f3133f30" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Famiglie di tecniche, scala dell’evidenza, contratto del loop e decision framework culminano in un caso non-code di supporto clienti. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08848 classification "ND-068197620cff1371" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Famiglie di tecniche, scala dell’evidenza, contratto del loop e decision framework culminano in un caso non-code di supporto clienti. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08849 classification "ND-74bee07c3811dca2" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Famiglie di tecniche, scala dell’evidenza, contratto del loop e decision framework culminano in un caso non-code di supporto clienti. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08850 classification "ND-b3ff9d2f37a17990" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Famiglie di tecniche, scala dell’evidenza, contratto del loop e decision framework culminano in un caso non-code di supporto clienti. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08851 classification "ND-7b3949ffc75d62ca" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Famiglie di tecniche, scala dell’evidenza, contratto del loop e decision framework culminano in un caso non-code di supporto clienti. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08852 classification "ND-282b67c62fc0a9d1" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Famiglie di tecniche, scala dell’evidenza, contratto del loop e decision framework culminano in un caso non-code di supporto clienti. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08853 classification "ND-399050ee70cc150f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Famiglie di tecniche, scala dell’evidenza, contratto del loop e decision framework culminano in un caso non-code di supporto clienti. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08854 classification "ND-3823766eeb474a3d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Famiglie di tecniche, scala dell’evidenza, contratto del loop e decision framework culminano in un caso non-code di supporto clienti. Ancoraggi: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565) ND_ADDRESSES_TOPIC NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08855 mapping "ND-4820fef5acf44b47" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08856 mapping "ND-10061fa4d0f7dd6a" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08857 mapping "ND-0d4c3db3d75384bf" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08858 mapping "ND-1f8e1ca692b41506" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08859 mapping "ND-5f6e126edc28f1bf" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08860 comparison "ND-e4d785fb7b884edf" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda W077: Tests generated directly from defective implementations can encode the bug; an independent specification reduces error propagation. ND_EDITORIAL_COMPARISON Technique Family I: Corrective Loops and Independent Verification (L195); Maker--Checker: Separate Production from Acceptance (L273); Safety and Guardrails: Verification Is Not Authorization (L692) NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 195 Frozen v6 node W077 summary/contribution and limitation Specific Java defect benchmark and prompt setup. NO x08861 comparison "ND-e5d4bf5910412f15" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda O033: Verification becomes the bottleneck when generation is cheap; every AI-produced change needs a justified check. ND_EDITORIAL_COMPARISON Technique Family I: Corrective Loops and Independent Verification (L195); Maker--Checker: Separate Production from Acceptance (L273); Safety and Guardrails: Verification Is Not Authorization (L692) NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 195 Frozen v6 node O033 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08862 comparison "ND-43d6e7913367d398" NO oracle EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Confronto (oracle): Distinguere test derivati dall’intenzione da test che ripetono l’implementazione; un esito verde richiede un oracolo pertinente e sufficientemente indipendente. Scheda P075: Hamel Husain describes error analysis, deterministic checks, judge evaluation and production feedback for LLM applications. ND_EDITORIAL_COMPARISON Technique Family I: Corrective Loops and Independent Verification (L195); Maker--Checker: Separate Production from Acceptance (L273); Safety and Guardrails: Verification Is Not Authorization (L692) NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 195 Frozen v6 node P075 summary/contribution and limitation Subscriber-only article remainder not reviewed. No microdata replication, controlled product test, or independent-rater agreement study was performed. NO x08863 comparison "ND-30a5d24b9fca109c" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda W071: Rejection categories include agent failure, project workflow mismatch and unspecified reasons; distinguish causes before retrying. ND_EDITORIAL_COMPARISON Retryable correctness failure. (L1432); Run Until Done: Retry Against Reality (L200); Failure Modes When Techniques Are Misapplied (L1180) NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 1432 Frozen v6 node W071 summary/contribution and limitation Explanations may be inferred from inconsistent PR records; shared AIDev data. NO x08864 comparison "ND-c59c43347c049c84" NO failures EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Confronto (failures): Separare errori del candidato, del contesto, della verifica e del workflow prima di applicare un nuovo tentativo o aumentare l’autonomia. Scheda O006: Effective autonomous loops begin with bounded goals, observable checks and explicit stopping rules. ND_EDITORIAL_COMPARISON Retryable correctness failure. (L1432); Run Until Done: Retry Against Reality (L200); Failure Modes When Techniques Are Misapplied (L1180) NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 1432 Frozen v6 node O006 summary/contribution and limitation Practitioner interpretation; not primary experimental evidence. NO x08865 comparison "ND-a8755f031ccffb40" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda W002: Delegating to an agent enables tasks beyond copilot assistance; lack of visibility constrains trust. ND_EDITORIAL_COMPARISON Technique Family III: Parallel Isolation and Multi-Loop Coordination (L507) NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 507 Frozen v6 node W002 summary/contribution and limitation Twenty students; completion-time effects unspecified. NO x08866 comparison "ND-054d9bd747c1549d" NO orchestration EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Confronto (orchestration): Confrontare parallelismo degli agenti, coordinamento e capacità di revisione; il guadagno teorico di concorrenza va ridotto per handoff e integrazione. Scheda O025: Developers are moving from guiding one agent toward coordinating multiple asynchronously executing agents. ND_EDITORIAL_COMPARISON Technique Family III: Parallel Isolation and Multi-Loop Coordination (L507) NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 507 Frozen v6 node O025 summary/contribution and limitation Role forecasts and workflow examples, not validated hiring or productivity outcomes. NO x08867 comparison "ND-5107c83dfab0f3f1" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda W145: Offers a cross-functional return-on-investment framework for AI-assisted delivery beyond raw code productivity. ND_EDITORIAL_COMPARISON The Capstone Orchestra: When Composition Earns Its Cost (L954); 3. What is the cost of accepting a wrong result? (L1229); 6. Does the next stage earn its cost? (L1241) NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 954 Frozen v6 node W145 summary/contribution and limitation ROI 39% and eight-month payback are scenarios/model outputs, not measured experimental financial returns. NO x08868 comparison "ND-cbfe9f840af5776c" NO cost EDITORIAL_NOT_EMPIRICAL_VALIDATION EDITORIAL_ARGUMENTED_UNSCORED ND.zip; editorial file-level mapping, 2026-10-11 Proposizione del file: Si sceglie il meccanismo minimo che affronta un fallimento osservato e dispone di un segnale esterno verificabile. Confronto (cost): Confrontare il costo dell’intero esito accettato, inclusi verifica e rilavorazione; ROI di scenario e testimonianze di consumo non sono rendimenti sperimentali. Scheda O008: A software factory is many governed loops; its level of human involvement changes both risk and total operating cost. ND_EDITORIAL_COMPARISON The Capstone Orchestra: When Composition Earns Its Cost (L954); 3. What is the cost of accepting a wrong result? (L1229); 6. Does the next stage earn its cost? (L1241) NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 954 Frozen v6 node O008 summary/contribution and limitation A conceptual taxonomy and projections, not a controlled comparison of factory operating models. NO x08869 provenance "ND-18bdebb61e4fafbf" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:full-local-loop. ch:full-local-loop ND_EXPLICIT_CROSS_REFERENCE NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 8 x08870 provenance "ND-c355913caad16abd" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 La scelta del loop parte dal segnale esterno; il giudice linguistico richiede validazione e limiti. Ancoraggi sorgente: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565). Destinazione: Quality Checks in the Loop (L18); The Verification Loop Pattern (L241); LLM-as-Judge for Subjective Criteria (L399); Case Study: Quality Gates in Action (L599) ND_CRITICALLY_REFINES NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08871 provenance "ND-f645db46dc2d08c5" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Alla tassonomia di pattern aggiunge la regola del meccanismo minimo sufficiente e il costo della composizione. Ancoraggi sorgente: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565). Destinazione: The Pattern Landscape (L20); Learning \& Adaptation Patterns (L252); Tool Use \& Environment Patterns (L327); Staying Current (L516) ND_CRITICALLY_REFINES NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08872 dependency "ND-8369c684093a99ee" EDITORIAL_CONTENT_COMPARISON_NOT_INDEPENDENT_CORROBORATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Pattern di sviluppo guidato da specifiche e scelta dei loop rispondono a confini diversi dello stesso processo. Ancoraggi sorgente: From a Complete Architecture to a Selective Operating Model (L12); Technique Family IV: Budget, Observability, and Guardrails (L628); A Build Sequence That Minimizes Accidental Complexity (L1163); Conclusion: Engineering Accountable Autonomy (L1565). Destinazione: Pattern Structure (L20); Group B: Agent Coordination (L263); Group C: Quality and Safety (L396); Enterprise SDD Implementation Notes (L715) ND_SHARED_METHOD_DIFFERENT_SCOPE NDLE/new_chapters/chapter06_choosing_the_right_loop.tex 12 x08873 provenance "V11-dac7fef0508e7b2487cd06de" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08874 provenance "ND-29cee2a70aaf8020" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME NDLE/references.tex 1 x08875 classification "ND-23da244408ff3419" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le 85 voci bibliografiche raccolgono fonti practitioner, ricerca, strumenti e casi richiamati nel volume. Ancoraggi: References — 85 voci bibliografiche (L1) ND_PRIMARY_STREAM NDLE/references.tex 1 x08876 classification "ND-95ce9d40bf971ad0" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le 85 voci bibliografiche raccolgono fonti practitioner, ricerca, strumenti e casi richiamati nel volume. Ancoraggi: References — 85 voci bibliografiche (L1) ND_SECONDARY_STREAM NDLE/references.tex 1 x08877 classification "ND-938e750b2c893fea" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le 85 voci bibliografiche raccolgono fonti practitioner, ricerca, strumenti e casi richiamati nel volume. Ancoraggi: References — 85 voci bibliografiche (L1) ND_SECONDARY_STREAM NDLE/references.tex 1 x08878 classification "ND-3639efbfa0b94d5b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le 85 voci bibliografiche raccolgono fonti practitioner, ricerca, strumenti e casi richiamati nel volume. Ancoraggi: References — 85 voci bibliografiche (L1) ND_SECONDARY_STREAM NDLE/references.tex 1 x08879 classification "ND-6ad59c65e843094b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Le 85 voci bibliografiche raccolgono fonti practitioner, ricerca, strumenti e casi richiamati nel volume. Ancoraggi: References — 85 voci bibliografiche (L1) ND_SECONDARY_STREAM NDLE/references.tex 1 x08880 classification "ND-8d02a4c6679af31d" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le chiavi bibitem consentono di risolvere citazioni esplicite dei capitoli e separare la presenza in bibliografia dall’uso effettivo di una fonte. Ancoraggi: References — 85 voci bibliografiche (L1) ND_ADDRESSES_TOPIC NDLE/references.tex 1 x08881 classification "ND-39cec1b496198ae6" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le chiavi bibitem consentono di risolvere citazioni esplicite dei capitoli e separare la presenza in bibliografia dall’uso effettivo di una fonte. Ancoraggi: References — 85 voci bibliografiche (L1) ND_ADDRESSES_TOPIC NDLE/references.tex 1 x08882 classification "ND-0a485518acfc3c74" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le chiavi bibitem consentono di risolvere citazioni esplicite dei capitoli e separare la presenza in bibliografia dall’uso effettivo di una fonte. Ancoraggi: References — 85 voci bibliografiche (L1) ND_ADDRESSES_TOPIC NDLE/references.tex 1 x08883 classification "ND-5a474a02b3a616fe" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le chiavi bibitem consentono di risolvere citazioni esplicite dei capitoli e separare la presenza in bibliografia dall’uso effettivo di una fonte. Ancoraggi: References — 85 voci bibliografiche (L1) ND_ADDRESSES_TOPIC NDLE/references.tex 1 x08884 classification "ND-ed822344b9174d59" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le chiavi bibitem consentono di risolvere citazioni esplicite dei capitoli e separare la presenza in bibliografia dall’uso effettivo di una fonte. Ancoraggi: References — 85 voci bibliografiche (L1) ND_ADDRESSES_TOPIC NDLE/references.tex 1 x08885 classification "ND-f31a8d47ac0b2d76" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le chiavi bibitem consentono di risolvere citazioni esplicite dei capitoli e separare la presenza in bibliografia dall’uso effettivo di una fonte. Ancoraggi: References — 85 voci bibliografiche (L1) ND_ADDRESSES_TOPIC NDLE/references.tex 1 x08886 classification "ND-142d22fe5aaa0510" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le chiavi bibitem consentono di risolvere citazioni esplicite dei capitoli e separare la presenza in bibliografia dall’uso effettivo di una fonte. Ancoraggi: References — 85 voci bibliografiche (L1) ND_ADDRESSES_TOPIC NDLE/references.tex 1 x08887 mapping "ND-373469241850d3b4" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le 85 voci bibliografiche raccolgono fonti practitioner, ricerca, strumenti e casi richiamati nel volume. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/references.tex 1 x08888 mapping "ND-90f83ca09051d292" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le 85 voci bibliografiche raccolgono fonti practitioner, ricerca, strumenti e casi richiamati nel volume. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/references.tex 1 x08889 mapping "ND-5f61c661fc860d53" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Le 85 voci bibliografiche raccolgono fonti practitioner, ricerca, strumenti e casi richiamati nel volume. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/references.tex 1 x08890 provenance "ND-239fd299d05b0745" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ndle-critical-assessment. ch:ndle-critical-assessment ND_EXPLICIT_CROSS_REFERENCE NDLE/references.tex 7 x08891 provenance "ND-ce36182bde6b4103" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:organizational-impact. ch:organizational-impact ND_EXPLICIT_CROSS_REFERENCE NDLE/references.tex 62 x08892 provenance "ND-459086dc790351f8" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:loop-economics. ch:loop-economics ND_EXPLICIT_CROSS_REFERENCE NDLE/references.tex 205 x08893 provenance "ND-f0b1da9075c14519" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:ralph-loop. ch:ralph-loop ND_EXPLICIT_CROSS_REFERENCE NDLE/references.tex 306 x08894 provenance "ND-c1680822dc0ad280" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:full-local-loop. ch:full-local-loop ND_EXPLICIT_CROSS_REFERENCE NDLE/references.tex 334 x08895 provenance "ND-c2abeb7673ad29ab" EXPLICIT_TEX_REFERENCE ND.zip; editorial file-level mapping, 2026-10-11 Rinvio LaTeX esplicito al label ch:choosing-the-right-loop. ch:choosing-the-right-loop ND_EXPLICIT_CROSS_REFERENCE NDLE/references.tex 395 x08896 provenance "ND-03c0d6cfe5e977df" https://newsletter.pragmaticengineer.com/p/what-is-loop-engineering NOT_PERFORMED EXPLICIT_URL_IDENTITY_ONLY ND.zip; editorial file-level mapping, 2026-10-11 URL presente nel file e corrispondente a un identificatore W/O/P. Presenza del collegamento non equivale a supporto di tutti i claim. ND_LISTS_SOURCE NDLE/references.tex 11 x08897 provenance "ND-afd04d3f49e1295c" https://www.oreilly.com/radar/loop-engineering/ DOCUMENTED_ALTERNATE_EDITION_NOT_EXACT_URL ND.zip; editorial file-level mapping, 2026-10-11 URL di un’edizione alternativa documentata nel grafo v6; non riscrive la fonte canonica. ND_REFERENCES_ALTERNATE_EDITION NDLE/references.tex 15 x08898 provenance "ND-e50a383cb80d6e61" https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5188231 NOT_PERFORMED EXPLICIT_URL_IDENTITY_ONLY ND.zip; editorial file-level mapping, 2026-10-11 URL presente nel file e corrispondente a un identificatore W/O/P. Presenza del collegamento non equivale a supporto di tutti i claim. ND_LISTS_SOURCE NDLE/references.tex 184 x08899 provenance "ND-3b199a2981df5b00" https://www.nber.org/papers/w33777 NOT_PERFORMED EXPLICIT_URL_IDENTITY_ONLY ND.zip; editorial file-level mapping, 2026-10-11 URL presente nel file e corrispondente a un identificatore W/O/P. Presenza del collegamento non equivale a supporto di tutti i claim. ND_LISTS_SOURCE NDLE/references.tex 281 x08900 provenance "V11-39c8ad2623a2b43acff0eb85" EDITION:V11 V11_SOURCE_FILE_IN_IDENTIFIED_BOOK Supplied source snapshot; not guaranteed page parity with every commercial edition x08901 provenance "ND-1fa6903f50fa9669" EXPLICIT_DIRECTORY_MEMBERSHIP ND.zip; editorial file-level mapping, 2026-10-11 Il file appartiene al volume identificato dalla directory sorgente. ND_PART_OF_VOLUME NDLE/glossary.tex 1 x08902 classification "ND-23a5f252864627b6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il glossario stabilizza il significato di loop limitato, stato durevole, backpressure ed evidenza. Ancoraggi: Glossary (L1) ND_PRIMARY_STREAM NDLE/glossary.tex 1 x08903 classification "ND-96cbfeb46910c20b" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il glossario stabilizza il significato di loop limitato, stato durevole, backpressure ed evidenza. Ancoraggi: Glossary (L1) ND_SECONDARY_STREAM NDLE/glossary.tex 1 x08904 classification "ND-68cd982948f02d66" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il glossario stabilizza il significato di loop limitato, stato durevole, backpressure ed evidenza. Ancoraggi: Glossary (L1) ND_SECONDARY_STREAM NDLE/glossary.tex 1 x08905 classification "ND-f6f83b207261d9e7" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il glossario stabilizza il significato di loop limitato, stato durevole, backpressure ed evidenza. Ancoraggi: Glossary (L1) ND_SECONDARY_STREAM NDLE/glossary.tex 1 x08906 classification "ND-dd6bd727c332c4e6" EDITORIAL_NOT_EMPIRICAL_VALIDATION Curated file-level editorial taxonomy; not effect evidence ND.zip; editorial file-level mapping, 2026-10-11 Il glossario stabilizza il significato di loop limitato, stato durevole, backpressure ed evidenza. Ancoraggi: Glossary (L1) ND_SECONDARY_STREAM NDLE/glossary.tex 1 x08907 classification "ND-d134d701994af1b5" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le definizioni separano segnale di completamento e prova, accettazione e stato provvisorio, capacità del modello e controlli del sistema. Ancoraggi: Glossary (L1) ND_ADDRESSES_TOPIC NDLE/glossary.tex 1 x08908 classification "ND-b4a6ba246613983f" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le definizioni separano segnale di completamento e prova, accettazione e stato provvisorio, capacità del modello e controlli del sistema. Ancoraggi: Glossary (L1) ND_ADDRESSES_TOPIC NDLE/glossary.tex 1 x08909 classification "ND-e297eac27d9cb933" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le definizioni separano segnale di completamento e prova, accettazione e stato provvisorio, capacità del modello e controlli del sistema. Ancoraggi: Glossary (L1) ND_ADDRESSES_TOPIC NDLE/glossary.tex 1 x08910 classification "ND-b7bc17ad5b0cd005" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le definizioni separano segnale di completamento e prova, accettazione e stato provvisorio, capacità del modello e controlli del sistema. Ancoraggi: Glossary (L1) ND_ADDRESSES_TOPIC NDLE/glossary.tex 1 x08911 classification "ND-dd3c704246b0b379" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le definizioni separano segnale di completamento e prova, accettazione e stato provvisorio, capacità del modello e controlli del sistema. Ancoraggi: Glossary (L1) ND_ADDRESSES_TOPIC NDLE/glossary.tex 1 x08912 classification "ND-b5194675f10c5e88" EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Le definizioni separano segnale di completamento e prova, accettazione e stato provvisorio, capacità del modello e controlli del sistema. Ancoraggi: Glossary (L1) ND_ADDRESSES_TOPIC NDLE/glossary.tex 1 x08913 mapping "ND-216c4c9f3c4faebe" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il glossario stabilizza il significato di loop limitato, stato durevole, backpressure ed evidenza. Non è una citazione presente nel manoscritto v6/v9. ND_EDITORIAL_INFORMS_CHAPTER NDLE/glossary.tex 1 x08914 mapping "ND-c2b50fb15c503fde" PROPOSED_EDITORIAL_USE_NOT_ACTUAL_CHAPTER_CITATION EDITORIAL_NOT_EMPIRICAL_VALIDATION ND.zip; editorial file-level mapping, 2026-10-11 Collocazione nel percorso didattico AI/SWE: Il glossario stabilizza il significato di loop limitato, stato durevole, backpressure ed evidenza. Non è una citazione presente nel manoscritto v6/v9. 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"V10-53bc44e06adc9c1e26b0" V10_TOPIC_CLASSIFICATION x09135 mapping "V11-9489e80d6f08fa1c289e2c65" EDITION:V11 V11_INDEXED_IN_SYNTHESIS Symptom map; detailed treatment remains in original home chapter x09136 classification "V10-474285b1508831d523e3" V10_FAMILY_HOME x09137 classification "V10-b87e9207737440c69049" V10_PRIMARY_THEME_CLASSIFICATION x09138 classification "V10-4003a6352740df6493be" V10_PRIMARY_THEME_CLASSIFICATION x09139 classification "V10-82ac2424c0508eaa2bf7" V10_TOPIC_CLASSIFICATION x09140 classification "V10-1fe998923d9a1570baa9" V10_TOPIC_CLASSIFICATION x09141 classification "V10-d680e9d825b3c71181f2" V10_TOPIC_CLASSIFICATION x09142 mapping "V11-cb714503fb75939a12045fce" EDITION:V11 V11_INDEXED_IN_SYNTHESIS Symptom map; detailed treatment remains in original home chapter x09143 classification "V10-bf0227c3861afca164b0" V10_FAMILY_HOME x09144 classification "V10-fbc09ca000da898cf831" V10_PRIMARY_THEME_CLASSIFICATION x09145 classification "V10-0c582489c40d405acb72" V10_PRIMARY_THEME_CLASSIFICATION x09146 classification "V10-e92da70ace82df1d88e4" V10_TOPIC_CLASSIFICATION x09147 classification "V10-b97c75ec8a1bf19714c7" V10_TOPIC_CLASSIFICATION x09148 mapping "V11-52403a0309ecb2c61f2d1e31" EDITION:V11 V11_INDEXED_IN_SYNTHESIS Symptom map; detailed treatment remains in original home chapter x09149 classification "V10-76c60de960ab104bf5b4" V10_FAMILY_HOME x09150 classification "V10-5ec0ac6c962f538d8fa4" V10_PRIMARY_THEME_CLASSIFICATION x09151 classification "V10-63ff11d67e5b8ddd25b1" V10_PRIMARY_THEME_CLASSIFICATION x09152 classification "V10-7a1c6802d4b297dcb7a7" V10_TOPIC_CLASSIFICATION x09153 classification "V10-1b0238a625a9180b98df" V10_TOPIC_CLASSIFICATION x09154 classification "V10-29fa34b1a73d89e4feac" V10_TOPIC_CLASSIFICATION x09155 mapping "V11-f34f9d538abbb17cb43a9523" EDITION:V11 V11_INDEXED_IN_SYNTHESIS Symptom map; detailed treatment remains in original home chapter x09156 classification "V10-bc224bb715fe05110f00" V10_FAMILY_HOME x09157 classification "V10-4bd6c295175beaa18713" V10_PRIMARY_THEME_CLASSIFICATION x09158 classification "V10-e0c7d5233cde3aa8f6d1" V10_PRIMARY_THEME_CLASSIFICATION x09159 classification "V10-cd32e176ad18b616a839" V10_TOPIC_CLASSIFICATION x09160 classification "V10-82325bcce92f6ed31858" V10_TOPIC_CLASSIFICATION x09161 classification "V10-c1be0746bc1199c1ac19" V10_TOPIC_CLASSIFICATION x09162 mapping "V11-f792c20ddfd16c41cf12e10c" EDITION:V11 V11_INDEXED_IN_SYNTHESIS Symptom map; detailed treatment remains in original home chapter x09163 classification "V10-4d5a09e9254c49581cdb" V10_FAMILY_HOME x09164 classification "V10-faf97283dc26ea953e68" V10_PRIMARY_THEME_CLASSIFICATION x09165 classification "V10-d518c1746d72c55928fd" V10_PRIMARY_THEME_CLASSIFICATION x09166 classification "V10-11572c6aaac0cbc8203b" V10_TOPIC_CLASSIFICATION x09167 classification "V10-1edd16b39d5618300c3f" V10_TOPIC_CLASSIFICATION x09168 mapping "V11-84996aaf63c8d010895c3732" EDITION:V11 V11_INDEXED_IN_SYNTHESIS Symptom map; detailed treatment remains in original home chapter x09169 classification "V10-6fc3835d2faba850a533" V10_FAMILY_HOME x09170 classification "V10-0b6cd3b0f2199a3aab0d" V10_PRIMARY_THEME_CLASSIFICATION x09171 classification "V10-6f878ce7fd5045c57b37" V10_PRIMARY_THEME_CLASSIFICATION x09172 classification "V10-0317c01e9ba78160774e" V10_TOPIC_CLASSIFICATION x09173 classification "V10-926ef0db73021860603d" V10_TOPIC_CLASSIFICATION x09174 classification "V10-401cf60fc822a3c8a2a6" V10_TOPIC_CLASSIFICATION x09175 mapping "V11-df0bc278478b1a1e9d9965e9" EDITION:V11 V11_INDEXED_IN_SYNTHESIS Symptom map; detailed treatment remains in original home chapter x09176 classification "V10-0bf1e40f2a208852d81b" V10_FAMILY_HOME x09177 classification "V10-8f09a7253ac36d83e3bf" V10_PRIMARY_THEME_CLASSIFICATION x09178 classification "V10-402e57d6c11785ff4483" V10_PRIMARY_THEME_CLASSIFICATION x09179 classification "V10-b90c82c08ed89498c6bc" V10_TOPIC_CLASSIFICATION x09180 classification "V10-e2634fb4ce5a9d2bd07c" V10_TOPIC_CLASSIFICATION x09181 classification "V10-00b48a0ab2c999bfee0a" V10_TOPIC_CLASSIFICATION x09182 mapping "V11-af8c21f14d69cc6eadc98b69" EDITION:V11 V11_INDEXED_IN_SYNTHESIS Symptom map; detailed treatment remains in original home chapter x09183 classification "V10-8654e9e4284a47a1cb0e" V10_FAMILY_HOME x09184 classification "V10-b59231030a3c79d8315f" V10_PRIMARY_THEME_CLASSIFICATION x09185 classification "V10-f11603b92209ac5627f2" V10_PRIMARY_THEME_CLASSIFICATION x09186 classification "V10-9e6f33797ece19d31c4a" V10_TOPIC_CLASSIFICATION x09187 classification "V10-93c17395211754059c1f" V10_TOPIC_CLASSIFICATION x09188 classification "V10-49268ed7b5538a8e7240" V10_TOPIC_CLASSIFICATION x09189 classification "V10-7afeaf2e40afffcf59d4" V10_TOPIC_CLASSIFICATION x09190 classification "V10-166e2f7792d736f453e3" V10_TOPIC_CLASSIFICATION x09191 mapping "V11-ca24838698c6d1cabe59d2a4" EDITION:V11 V11_INDEXED_IN_SYNTHESIS Symptom map; detailed treatment remains in original home chapter x09192 classification "V10-0f760c18886a636de9e4" V10_FAMILY_HOME x09193 classification "V10-eb11d6961f10d837aa0c" V10_PRIMARY_THEME_CLASSIFICATION x09194 classification "V10-9b3402f0598ce99f28ed" V10_PRIMARY_THEME_CLASSIFICATION x09195 classification "V10-6a38be422e87e6a5399b" V10_PRIMARY_THEME_CLASSIFICATION x09196 classification "V10-327b8bdd13c10f538ef3" V10_TOPIC_CLASSIFICATION x09197 classification "V10-640cf2d441375ab96ffd" V10_TOPIC_CLASSIFICATION x09198 classification "V10-35373c300c0ec58f23e0" V10_TOPIC_CLASSIFICATION x09199 mapping "V11-b2a79bb763c6915bff57b7ed" EDITION:V11 V11_INDEXED_IN_SYNTHESIS Symptom map; detailed treatment remains in original home chapter x09200 classification "V10-4e840b6cb5a5e7e26f44" V10_FAMILY_HOME x09201 classification "V10-206145baa44e214e6a9c" V10_PRIMARY_THEME_CLASSIFICATION x09202 classification "V10-a07933e2adcb76cdb0a4" V10_PRIMARY_THEME_CLASSIFICATION x09203 classification "V10-e9b12c7ac7b224e7f628" V10_TOPIC_CLASSIFICATION x09204 classification "V10-b0ee938544cb1f1c4350" V10_TOPIC_CLASSIFICATION x09205 classification "V10-6367f6c0bc487cc8345f" V10_TOPIC_CLASSIFICATION x09206 mapping "V11-0560d77f65bd064917f095e9" EDITION:V11 V11_INDEXED_IN_SYNTHESIS Symptom map; detailed treatment remains in original home chapter x09207 classification "V10-dad749182b29dd79352f" V10_CLASSIFIED_IN_FAMILY x09208 provenance "V10-578fe46cacb43c602831" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09209 classification "V10-da4c0b170f07d6854593" V10_THEME_CLASSIFICATION x09210 classification "V10-b06072c6569a60cc5a91" V10_THEME_CLASSIFICATION x09211 classification "V10-7326098a0920214eb1d2" V10_TOPIC_CLASSIFICATION x09212 classification "V10-668f5261be1f8c730ad1" V10_TOPIC_CLASSIFICATION x09213 classification "V10-10433f5fe396665b54a5" V10_TOPIC_CLASSIFICATION x09214 provenance "V10-50c6a0a9d02ccb4f67b2" 79a0e8667f2f1b6b45460a118cf922699db8f5b44910516ded0b2a11f4186fe3 C03.1 49 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09215 mapping "V11-28065508f4113c86add184e6" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09216 provenance "V11-ed273feaa2e855a9721e2ba5" 06487e737a534f877292416d6a2f6830a38862a7386ac7a62bc2557dcccb3e4f EDITION:V11 51 47 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09217 classification "V10-db2ecb1c55151d79ec81" V10_CLASSIFIED_IN_FAMILY x09218 provenance "V10-2c6ae5e61b8dee54713c" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09219 classification "V10-eb94a330bf53e666e2f4" V10_THEME_CLASSIFICATION x09220 classification "V10-7884a4733083d7b5094f" V10_THEME_CLASSIFICATION x09221 classification "V10-e787bab289b5b8ba88f0" V10_TOPIC_CLASSIFICATION x09222 classification "V10-cf74b1f3db058feb067c" V10_TOPIC_CLASSIFICATION x09223 classification "V10-0b4f695d2f9b6036249b" V10_TOPIC_CLASSIFICATION x09224 mapping "V11-cffc48145bddbe25b514e25d" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09225 classification "V10-d3b2230c1f2793f213eb" V10_CLASSIFIED_IN_FAMILY x09226 provenance "V10-c7d94c84d4ac109bbe09" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09227 classification "V10-20ef37b4eb4b95738ceb" V10_THEME_CLASSIFICATION x09228 classification "V10-6fc14c96f7884aa0ebf6" V10_THEME_CLASSIFICATION x09229 classification "V10-6b3c13a6d54a3f901d12" V10_THEME_CLASSIFICATION x09230 classification "V10-10b743f572f1afee91eb" V10_TOPIC_CLASSIFICATION x09231 classification "V10-3946310784c78b593589" V10_TOPIC_CLASSIFICATION x09232 classification "V10-483d17573e896dc1b3b7" V10_TOPIC_CLASSIFICATION x09233 mapping "V11-95b566b0b734aa13be1058d6" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09234 classification "V10-7ab6d9fa2364c671caae" V10_CLASSIFIED_IN_FAMILY x09235 provenance "V10-953a8859404913a49fb1" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09236 classification "V10-541475e9201bba839ed2" V10_THEME_CLASSIFICATION x09237 classification "V10-1bef1f0c2378902f91c2" V10_THEME_CLASSIFICATION x09238 classification "V10-fc81e9b622a4e8da0783" V10_TOPIC_CLASSIFICATION x09239 classification "V10-ea594cf273d7387f636b" V10_TOPIC_CLASSIFICATION x09240 classification "V10-6ef070155f90ba5c76ce" V10_TOPIC_CLASSIFICATION x09241 provenance "V10-659cce7cf1052893d8e6" 79a0e8667f2f1b6b45460a118cf922699db8f5b44910516ded0b2a11f4186fe3 C03.1 49 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09242 mapping "V11-15ccac8eae3c49db7d9e88f7" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09243 provenance "V11-dac02163e068f22e9a09cfc9" 06487e737a534f877292416d6a2f6830a38862a7386ac7a62bc2557dcccb3e4f EDITION:V11 51 47 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09244 classification "V10-35f2baaeb597be0a4816" V10_CLASSIFIED_IN_FAMILY x09245 provenance "V10-ee20f24b7171becf3e93" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09246 classification "V10-2aa15ad174e87d12bd85" V10_THEME_CLASSIFICATION x09247 classification "V10-484fe5b6e53fb61e9d1f" V10_THEME_CLASSIFICATION x09248 classification "V10-8d81d4c4acd4f1f85e3b" V10_TOPIC_CLASSIFICATION x09249 classification "V10-5b021edca5f19dd2e190" V10_TOPIC_CLASSIFICATION x09250 provenance "V10-79f3267a433613e16f96" 6be56399e81e5b6304a9a742c3e9b1a5a890111b99ba321d44edebd3c628aab5 C04.3 169 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09251 mapping "V11-d74ab11712f93f11bcf486d4" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09252 provenance "V11-9ead5c6bb7361cc796eb5312" 07735410ae90e97fc60c41d3d043a98ef77bfb283327bab9aa4fff722b04a31c EDITION:V11 178 162 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09253 classification "V10-f3026968e62cfd3ba780" V10_CLASSIFIED_IN_FAMILY x09254 provenance "V10-d4ae772de62ee138e2d1" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09255 classification "V10-0d58db39b960ad14caf9" V10_THEME_CLASSIFICATION x09256 classification "V10-d894c08e346868aec730" V10_THEME_CLASSIFICATION x09257 classification "V10-43a34a49a05fce123fb3" V10_TOPIC_CLASSIFICATION x09258 classification "V10-93213bfc35f115d5da04" V10_TOPIC_CLASSIFICATION x09259 classification "V10-58495fc40a35e2f4121a" V10_TOPIC_CLASSIFICATION x09260 provenance "V10-7eed86684e8e6d2b4429" 573ea85110722b9220eeff0af73ef1ffccf896a9e402d164e16bb3814eff4baf C09.2 84 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09261 mapping "V11-56f610663087042eaa13a051" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09262 provenance "V11-475683867ab2226d2c5b6ba1" 65e97552acbcc6470f15ac11d76209f6f8863393cc309a00a0acec1d8dc297bb EDITION:V11 87 85 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09263 classification "V10-4490821509bfb6ee8dc6" V10_CLASSIFIED_IN_FAMILY x09264 provenance "V10-68ae9cd455ad2a2301a9" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09265 classification "V10-b5942041a576fc1fe5c9" V10_THEME_CLASSIFICATION x09266 classification "V10-aae2cc9ed1d854182fee" V10_THEME_CLASSIFICATION x09267 classification "V10-406096eb2be22bccb5f6" V10_TOPIC_CLASSIFICATION x09268 classification "V10-8c660259659a1906b667" V10_TOPIC_CLASSIFICATION x09269 classification "V10-585f47982440326603cf" V10_TOPIC_CLASSIFICATION x09270 provenance "V10-4a35d1e0f8c0837b97ed" 573ea85110722b9220eeff0af73ef1ffccf896a9e402d164e16bb3814eff4baf C09.2 84 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09271 mapping "V11-e7fbe6d9fd527849b5f6e4ca" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09272 provenance "V11-49b585490586bb40350c0354" 65e97552acbcc6470f15ac11d76209f6f8863393cc309a00a0acec1d8dc297bb EDITION:V11 87 85 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09273 classification "V10-4e873fb6e59ebfbc406e" V10_CLASSIFIED_IN_FAMILY x09274 provenance "V10-0bea645e47a4da725c18" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09275 classification "V10-628bead24247e150d64c" V10_THEME_CLASSIFICATION x09276 classification "V10-1ed6cf6511f62ebb9131" V10_THEME_CLASSIFICATION x09277 classification "V10-906df7c5ea569898d344" V10_TOPIC_CLASSIFICATION x09278 classification "V10-9c070c36ea0a710c0784" V10_TOPIC_CLASSIFICATION x09279 classification "V10-17a228db8e68d30a3e15" V10_TOPIC_CLASSIFICATION x09280 provenance "V10-0e6d123e4c0ca748edea" ba8a973f031478caf4f034f95c28e02b7bda6bacea10a467c7397e12c176f7ad C09.4 152 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09281 mapping "V11-2088149162e35cb8ebb90c6c" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09282 provenance "V11-19308328baec67b8cee156f2" 73eed8bf081f0b5dd48238d55e217243fea5b5566917c4ac725ad9c48439167f EDITION:V11 153 153 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09283 classification "V10-f2ccff1c4e59854ca139" V10_CLASSIFIED_IN_FAMILY x09284 provenance "V10-6253fc560c2a9ecf77a5" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09285 classification "V10-374071aea614a249e990" V10_THEME_CLASSIFICATION x09286 classification "V10-3a59803650d5f1662993" V10_THEME_CLASSIFICATION x09287 classification "V10-8d46282164586044cecd" V10_THEME_CLASSIFICATION x09288 classification "V10-31d279c2041095966cfe" V10_TOPIC_CLASSIFICATION x09289 classification "V10-72e5c0099f0ba696d47f" V10_TOPIC_CLASSIFICATION x09290 classification "V10-fd4d4f8d1e909bf2c835" V10_TOPIC_CLASSIFICATION x09291 provenance "V10-37e0caa7a3f3659d930e" 953cf7ff060fd1e9756e00e5762e719d4d7111581cbad55c860d1c84d2eedf48 C08.3 23 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09292 mapping "V11-4bee8ac8f39e5951297837fc" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09293 provenance "V11-f9d71b85c8354742d12024d6" 2f77680ffd8ecaebc050043c36e64ac159c310159015f17d840ed2fc0fe40046 EDITION:V11 26 24 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09294 classification "V10-718c1bcb7d834ad0bfa4" V10_CLASSIFIED_IN_FAMILY x09295 provenance "V10-5ac6723e7341bdcd38e6" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09296 classification "V10-7ebcfd2194b003e56493" V10_THEME_CLASSIFICATION x09297 classification "V10-9afc343118696f0a613e" V10_THEME_CLASSIFICATION x09298 classification "V10-d258987e1a80be03a139" V10_TOPIC_CLASSIFICATION x09299 classification "V10-1f6bd4528c61fd7bc941" V10_TOPIC_CLASSIFICATION x09300 classification "V10-5762d1394cd5002569e8" V10_TOPIC_CLASSIFICATION x09301 provenance "V10-36dfa4d4a44e6446bcaa" 926c4eefb369f92da3b96494f5ab4713abc6ca917cb2eb20847620703515fbc2 C07.2 105 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09302 mapping "V11-a1856d4b85e5398a014f3b30" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09303 provenance "V11-6997019dcdae2f8424c4414b" 1af5a5c22ad26d6acbfc460c5f537af108a9c21817d825cd24b54ac631aa29df EDITION:V11 120 106 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09304 classification "V10-ddeac8839684751bcbe5" V10_CLASSIFIED_IN_FAMILY x09305 provenance "V10-5250766d0719d521338f" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09306 classification "V10-9ad6fa035646b68205cb" V10_THEME_CLASSIFICATION x09307 classification "V10-9ef8146895a3c3e1b861" V10_THEME_CLASSIFICATION x09308 classification "V10-1253f1750f36353c900e" V10_TOPIC_CLASSIFICATION x09309 classification "V10-419d5e7e5473abae6ee5" V10_TOPIC_CLASSIFICATION x09310 classification "V10-a55ae62547b4d2711859" V10_TOPIC_CLASSIFICATION x09311 mapping "V11-ad7e7265148d7fabc2534c2e" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09312 classification "V10-b905ab951d166a16b5d2" V10_CLASSIFIED_IN_FAMILY x09313 provenance "V10-10f5165c3cb91f8cb299" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09314 classification "V10-29fa80cafdc9f18e7765" V10_THEME_CLASSIFICATION x09315 classification "V10-816354a19890f8b37e23" V10_THEME_CLASSIFICATION x09316 classification "V10-1abba7a1cbb8ed3228f7" V10_TOPIC_CLASSIFICATION x09317 classification "V10-c13d24350bd9b52458f3" V10_TOPIC_CLASSIFICATION x09318 classification "V10-fc22090ee23bc6653c2a" V10_TOPIC_CLASSIFICATION x09319 classification "V10-a6eaecf98a36ba81ceee" V10_TOPIC_CLASSIFICATION x09320 classification "V10-6288bc5fd1c31c9f6193" V10_TOPIC_CLASSIFICATION x09321 provenance "V10-25c19d10ec16fbe53df1" df2335e5ef724194829470cc8d5f55b35fa99060e1c3b045e34dbc067ab48761 C10.2 90 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09322 mapping "V11-3da5c177db05b1c89d7c15e4" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09323 provenance "V11-4fb7445238870baa666d725b" 38c236d19413ae5b26ef43c0cb36add6f8f17990840c505dcb5f2b4a2aa6ec28 EDITION:V11 93 91 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09324 classification "V10-91b02d2938cb38746af0" V10_CLASSIFIED_IN_FAMILY x09325 provenance "V10-9e54249ca3300f6167c1" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09326 classification "V10-b885dcc5ca7e6ee15774" V10_THEME_CLASSIFICATION x09327 classification "V10-406b530df3d4ebd4c843" V10_THEME_CLASSIFICATION x09328 classification "V10-955d4088779a1cd1bec0" V10_TOPIC_CLASSIFICATION x09329 classification "V10-3a247ea4008c8464866f" V10_TOPIC_CLASSIFICATION x09330 classification "V10-a87ad19a053f1c2e556c" V10_TOPIC_CLASSIFICATION x09331 mapping "V11-8347431a1bea99641f017366" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09332 classification "V10-aefc54cfd729895dc57c" V10_CLASSIFIED_IN_FAMILY x09333 provenance "V10-a230bb5fe2d09c7091bb" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09334 classification "V10-a2f55ee7e84beb56a0a0" V10_THEME_CLASSIFICATION x09335 classification "V10-31dea257a33501c8b185" V10_THEME_CLASSIFICATION x09336 classification "V10-cad22a487b3b33800c3a" V10_TOPIC_CLASSIFICATION x09337 classification "V10-19f56f00de21633967ef" V10_TOPIC_CLASSIFICATION x09338 provenance "V10-dba0a38e1483641f965c" a1873dcbb3d03fc8320d8444f421ea69fec8a12f0a9143c90de66bdd09558c2c C07.1 45 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09339 mapping "V11-9bf3930d63fb93198ecf091e" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09340 provenance "V11-8322e4e67392a6b540169a6c" 5b454a49b1c9644dd8166ad04324dc434aa2fd4588cc694daaa995b0ec35617b EDITION:V11 48 46 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09341 classification "V10-44bc3b82415c69942b06" V10_CLASSIFIED_IN_FAMILY x09342 provenance "V10-b7ec3377415f10d5458f" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09343 classification "V10-ec456087bc92628f504b" V10_THEME_CLASSIFICATION x09344 classification "V10-24dc4b0f130f84acb6be" V10_THEME_CLASSIFICATION x09345 classification "V10-61b50c75320a76e978dc" V10_TOPIC_CLASSIFICATION x09346 classification "V10-f6be5a330f3f530c9169" V10_TOPIC_CLASSIFICATION x09347 provenance "V10-706fc734de46ede87fdc" 6063cbb12c47be0b600119f75c00ff5b95b4e8207ee19785171ff7fc0fd31c3f C07.3 140 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09348 mapping "V11-88bcd2441c3e926301bd028b" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09349 provenance "V11-69d45e78b8906854c89de1d2" ba84c17ee5a5dd2875746d97992b87640856e3075708646ba9993a2fa0dbcf23 EDITION:V11 143 141 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09350 classification "V10-f7e9f4edf4ebe3e22d1e" V10_CLASSIFIED_IN_FAMILY x09351 provenance "V10-d27563c57bbaba420790" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09352 classification "V10-83c8eba52893c3fce801" V10_THEME_CLASSIFICATION x09353 classification "V10-b90c1263b075dbbd07c7" V10_THEME_CLASSIFICATION x09354 classification "V10-75b6eabb8f60f8cc826e" V10_TOPIC_CLASSIFICATION x09355 classification "V10-9eeddc658e19cd62bbc3" V10_TOPIC_CLASSIFICATION x09356 classification "V10-92ae487ec8ecf1f9dccf" V10_TOPIC_CLASSIFICATION x09357 provenance "V10-9567b02a24a04b91bc65" ec15aa39732b8ec66c97381abbbc0b95a14ee56cf642320cdac55094470022a1 C09.3 117 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09358 mapping "V11-cb278ea613ed13326926be13" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09359 provenance "V11-467e10d292698a2b19138f5d" 4f6d98130b5cc0eb6965463c978781a0d13549b91cc5914410f1e44a76dd57c3 EDITION:V11 120 118 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09360 classification "V10-069f737bd9c89abefdaf" V10_CLASSIFIED_IN_FAMILY x09361 provenance "V10-622d0249ddde18e750b3" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09362 classification "V10-62928fa786e514d34071" V10_THEME_CLASSIFICATION x09363 classification "V10-7a189ab21284c31ccb26" V10_THEME_CLASSIFICATION x09364 classification "V10-4e4b48e2feee72fd4381" V10_TOPIC_CLASSIFICATION x09365 classification "V10-272f75859c64b10aef0d" V10_TOPIC_CLASSIFICATION x09366 classification "V10-727562b6f6f13bc08da2" V10_TOPIC_CLASSIFICATION x09367 provenance "V10-95b042b4286eebc4ed90" 7eb64ab81409b1db793ccc99f452d2544771e35a0d3686a42bbc92f92cc90de0 C06.3 140 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09368 mapping "V11-9432bca46d268e8a4f81c4d0" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09369 provenance "V11-efecf497241e57d7b3b82597" ac6063d07756a101a40d4dd43f0c47522bfe06d7f5a46684cbe04d88016fc5e3 EDITION:V11 143 139 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09370 classification "V10-ef14f7452aeaa12855f9" V10_CLASSIFIED_IN_FAMILY x09371 provenance "V10-88e706dc8134fec8c7e9" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09372 classification "V10-94635f083c45ec17ec08" V10_THEME_CLASSIFICATION x09373 classification "V10-bd9cc1c14015f7a5d180" V10_THEME_CLASSIFICATION x09374 classification "V10-9b8dfc988248d44de610" V10_TOPIC_CLASSIFICATION x09375 classification "V10-3018334e27ea1e4e095b" V10_TOPIC_CLASSIFICATION x09376 classification "V10-d42aaec5160e6a1fe206" V10_TOPIC_CLASSIFICATION x09377 provenance "V10-38883b13ddde1f11588e" aedd03c00809afb8fbf57155ba0452dda61b091e12d08dc59770de3abcda2e23 C06.2 118 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09378 mapping "V11-1db3ad1fb9124f0ae2c1eefb" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09379 provenance "V11-2b021422bb7729f88cb2d2da" 4a33d18c2c37ca1eb5430b7f90d1ec3fbe9c153efdc4f87d48cb07f28022df2e EDITION:V11 119 117 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09380 classification "V10-a24a2e2e48f6d2797f43" V10_CLASSIFIED_IN_FAMILY x09381 provenance "V10-7628259e5669177cbc98" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09382 classification "V10-f002ee2144930962c487" V10_THEME_CLASSIFICATION x09383 classification "V10-fd63df64b8b5ee3ccb0a" V10_THEME_CLASSIFICATION x09384 classification "V10-549fe123eebe93d6bf4d" V10_THEME_CLASSIFICATION x09385 classification "V10-30281c0ff85610227606" V10_TOPIC_CLASSIFICATION x09386 classification "V10-e31982bcd48a89503398" V10_TOPIC_CLASSIFICATION x09387 classification "V10-628e4c7584e08b383f22" V10_TOPIC_CLASSIFICATION x09388 provenance "V10-c6617d708133b110ca7c" 2a6b5dda26e6d721e632cf4c89d2681aa88ad70dd6e15468775e02ba92217c91 C11.2 130 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09389 mapping "V11-440ce2ea0866e528fa47b1a6" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09390 provenance "V11-466c44fe6472a9a7baa682aa" 5d7b75d12391375625892a1fcf0acb8c8a56482ad4fea7ed70ed30a66e469896 EDITION:V11 134 130 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09391 classification "V10-cbca0d96554beb8c0cf6" V10_CLASSIFIED_IN_FAMILY x09392 provenance "V10-8756e9138d7af64e3169" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09393 classification "V10-7ff4b85e881de5c3bd3c" V10_THEME_CLASSIFICATION x09394 classification "V10-7905860da4888fad3a48" V10_THEME_CLASSIFICATION x09395 classification "V10-6812d541a76e9981ad6d" V10_TOPIC_CLASSIFICATION x09396 classification "V10-7f28372133a3a54559d0" V10_TOPIC_CLASSIFICATION x09397 classification "V10-f4a160cb1ef77cbdaf6f" V10_TOPIC_CLASSIFICATION x09398 provenance "V10-447c2156bfecec94ab90" 573ea85110722b9220eeff0af73ef1ffccf896a9e402d164e16bb3814eff4baf C09.2 84 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09399 mapping "V11-be6e7756a61b6bb64b28d490" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09400 provenance "V11-77a193b1ea82ece3a2cb3423" 65e97552acbcc6470f15ac11d76209f6f8863393cc309a00a0acec1d8dc297bb EDITION:V11 87 85 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09401 classification "V10-67c5a3966e7f28f63462" V10_CLASSIFIED_IN_FAMILY x09402 provenance "V10-b3ae0460e347f912afd6" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09403 classification "V10-d194759f03d116cff4bf" V10_THEME_CLASSIFICATION x09404 classification "V10-6ad260194408c62faf94" V10_THEME_CLASSIFICATION x09405 classification "V10-3c7c055bd69ab9bb0be3" V10_TOPIC_CLASSIFICATION x09406 classification "V10-7f0b1a8b14b442297f7e" V10_TOPIC_CLASSIFICATION x09407 classification "V10-d88e9f2fc733aa167db0" V10_TOPIC_CLASSIFICATION x09408 provenance "V10-bf9fccc2f92864535652" 0fb62fe9bf9be3842c8d0a52e34e153a5b6f3f9de08d77cec5ad856642bb4bdd C03.3 147 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09409 mapping "V11-af0bb3ec56166744bb9b1f38" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09410 provenance "V11-a2d4805d7b6815cf0a4eec9c" 75420be121ca009a7d1a63b12197b353d74523b701ca5934f0e4c87b1753c66a EDITION:V11 149 145 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09411 classification "V10-0418afb3f001925c8cf3" V10_CLASSIFIED_IN_FAMILY x09412 provenance "V10-7ec9bc0e6fd0f77fb457" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09413 classification "V10-1b01455595bbeacfee04" V10_THEME_CLASSIFICATION x09414 classification "V10-aecf2ea568d969e4ca69" V10_THEME_CLASSIFICATION x09415 classification "V10-0cba6545a5639ec1c322" V10_TOPIC_CLASSIFICATION x09416 classification "V10-dbbf9b1df14e085ce175" V10_TOPIC_CLASSIFICATION x09417 classification "V10-222daf0fc1b2d677883a" V10_TOPIC_CLASSIFICATION x09418 provenance "V10-708c499136a849252567" 052ac46e258ccb0904aad90ec7b24996b81699cea0822a44d44e6ea22e0232b9 C08.2 135 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09419 mapping "V11-88f963f776c5a22961094ea1" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09420 provenance "V11-9b593cb6782af1c1ba529052" 3a2f49549b6ac90893f5ec341805634e27c2b4422bb267ee5dfb31bbf71e0718 EDITION:V11 138 136 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09421 classification "V10-af85572390866f3ce2e7" V10_CLASSIFIED_IN_FAMILY x09422 provenance "V10-511356b2107a66059b58" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09423 classification "V10-3c229d1971a80134652e" V10_THEME_CLASSIFICATION x09424 classification "V10-a48f656a21a3c4e2e552" V10_THEME_CLASSIFICATION x09425 classification "V10-8681bf16192bacf5e0d6" V10_TOPIC_CLASSIFICATION x09426 classification "V10-754c4f0f25d39d65e198" V10_TOPIC_CLASSIFICATION x09427 classification "V10-164900c518fdd3c3f68c" V10_TOPIC_CLASSIFICATION x09428 mapping "V11-127f1bca3884237f68d58c5e" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09429 classification "V10-35a8a9bebfc4618758f5" V10_CLASSIFIED_IN_FAMILY x09430 provenance "V10-74b23ead2e8c3888b5bb" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09431 classification "V10-a8d63839870c6ee8831f" V10_THEME_CLASSIFICATION x09432 classification "V10-e23e2868075e9d5f3e55" V10_THEME_CLASSIFICATION x09433 classification "V10-763773a9cc999f8ad68f" V10_TOPIC_CLASSIFICATION x09434 classification "V10-c29cd4999e284066071b" V10_TOPIC_CLASSIFICATION x09435 classification "V10-6beab7c1afa4fda4ecc5" V10_TOPIC_CLASSIFICATION x09436 mapping "V11-8c4f02698fcc93063a5d6ca3" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09437 classification "V10-ca7dd1ad5c58d36395cc" V10_CLASSIFIED_IN_FAMILY x09438 provenance "V10-cca2c16e200c81630935" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09439 classification "V10-7b601ce6e80649a4d4ee" V10_THEME_CLASSIFICATION x09440 classification "V10-87d68ef3eb7942132105" V10_THEME_CLASSIFICATION x09441 classification "V10-10882410aa485ca59221" V10_TOPIC_CLASSIFICATION x09442 classification "V10-7c4c6a92a5b82c01186c" V10_TOPIC_CLASSIFICATION x09443 classification "V10-7197eea2594eef762722" V10_TOPIC_CLASSIFICATION x09444 provenance "V10-4e4d06029f43b36a0aab" 79a0e8667f2f1b6b45460a118cf922699db8f5b44910516ded0b2a11f4186fe3 C03.1 49 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09445 mapping "V11-c216f852ab0d9a31b9482c25" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09446 provenance "V11-56772f9590de4c7de06c5723" 06487e737a534f877292416d6a2f6830a38862a7386ac7a62bc2557dcccb3e4f EDITION:V11 51 47 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09447 classification "V10-338d5e62126888901a8d" V10_CLASSIFIED_IN_FAMILY x09448 provenance "V10-488dfa7d29ae2072189e" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09449 classification "V10-dc5ea7efe1c946133c88" V10_THEME_CLASSIFICATION x09450 classification "V10-087aec9e27c039164281" V10_THEME_CLASSIFICATION x09451 classification "V10-25e47eff0942ff5e2e37" V10_TOPIC_CLASSIFICATION x09452 classification "V10-1c0a3fbb2aec7a5665fe" V10_TOPIC_CLASSIFICATION x09453 classification "V10-b83c929f89f372074e53" V10_TOPIC_CLASSIFICATION x09454 provenance "V10-aa80674fffe140b60f49" 030fb56e956d284fae9a75e1933f3f8422e31c3abfb1c3b3d79505a8b5fd4baf C03.2 119 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09455 mapping "V11-cdc5064ede3e053a7d429b14" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09456 provenance "V11-cb997f5e76cebec4882b6768" cf3485c5162144074aafd4dc13a18497985e151b2ab94b638841f2c6c0321a72 EDITION:V11 121 117 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09457 classification "V10-0f04a8783c0690cf180e" V10_CLASSIFIED_IN_FAMILY x09458 provenance "V10-9e1559eea46d9ae05418" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09459 classification "V10-c2e4315e9959fab7587e" V10_THEME_CLASSIFICATION x09460 classification "V10-a5ee7288f9ba89b1a4a6" V10_THEME_CLASSIFICATION x09461 classification "V10-9aeafb5de80f0b30a788" V10_TOPIC_CLASSIFICATION x09462 classification "V10-4d2040e6d83e34165151" V10_TOPIC_CLASSIFICATION x09463 provenance "V10-db88a0a232d52f358bdd" 926c4eefb369f92da3b96494f5ab4713abc6ca917cb2eb20847620703515fbc2 C07.2 105 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09464 mapping "V11-7366465fc2a3072462edc139" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09465 provenance "V11-a7fb2c72a711e1784ebbf356" 1af5a5c22ad26d6acbfc460c5f537af108a9c21817d825cd24b54ac631aa29df EDITION:V11 120 106 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09466 classification "V10-77d7535129b74d96ae2c" V10_CLASSIFIED_IN_FAMILY x09467 provenance "V10-1fb2f95dd9d0fc41071f" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09468 classification "V10-a7fd9880c96efe945579" V10_THEME_CLASSIFICATION x09469 classification "V10-a67a790571b700040adc" V10_THEME_CLASSIFICATION x09470 classification "V10-b1da9d517d26544aa6c3" V10_TOPIC_CLASSIFICATION x09471 classification "V10-1d892262624987348667" V10_TOPIC_CLASSIFICATION x09472 classification "V10-db277989eb6ce0d97015" V10_TOPIC_CLASSIFICATION x09473 provenance "V10-005b9ff28f13d6d4b272" 78f4119111db3638df41bea54cf27b7f7d5137fe916de9e632024523c26c11e4 C09.1 63 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09474 mapping "V11-57de462351d445fd43dec271" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09475 provenance "V11-fffbf9f4380ec287e12c9510" 6a7fa9c5afe865067f734a85ea66afe7cda6c60755ecd3250f9bca22c157feff EDITION:V11 66 64 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09476 classification "V10-8049c4efbe80b46f6457" V10_CLASSIFIED_IN_FAMILY x09477 provenance "V10-2c867b194b1404fd454b" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09478 classification "V10-2be354b48661d64140d4" V10_THEME_CLASSIFICATION x09479 classification "V10-ef361ef899d7a7ce89a1" V10_THEME_CLASSIFICATION x09480 classification "V10-14f5f8a3eadd4aaf7125" V10_TOPIC_CLASSIFICATION x09481 classification "V10-9488da1b61de5ebe701b" V10_TOPIC_CLASSIFICATION x09482 classification "V10-e3d845528211b8930c49" V10_TOPIC_CLASSIFICATION x09483 provenance "V10-4e9c32fa9f83675b336b" ec15aa39732b8ec66c97381abbbc0b95a14ee56cf642320cdac55094470022a1 C09.3 117 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09484 mapping "V11-fb1578b1327306b61451dafb" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09485 provenance "V11-19bf0252bcb0b274963b2875" 4f6d98130b5cc0eb6965463c978781a0d13549b91cc5914410f1e44a76dd57c3 EDITION:V11 120 118 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09486 classification "V10-185acd9abafdfa434d10" V10_CLASSIFIED_IN_FAMILY x09487 provenance "V10-3b2307f64680f18159bc" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09488 classification "V10-064f49dcf30bcd18f13e" V10_THEME_CLASSIFICATION x09489 classification "V10-823eedc0c7150d2e665f" V10_THEME_CLASSIFICATION x09490 classification "V10-ed6a4edd8f7b03cd4029" V10_TOPIC_CLASSIFICATION x09491 classification "V10-ac4d60a01d4398e57971" V10_TOPIC_CLASSIFICATION x09492 classification "V10-38fa3bc626b62addf0b2" V10_TOPIC_CLASSIFICATION x09493 provenance "V10-d4cf1c2b89e782c8ef39" aedd03c00809afb8fbf57155ba0452dda61b091e12d08dc59770de3abcda2e23 C06.2 118 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09494 mapping "V11-73a7b66cf7b760500b42a538" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09495 provenance "V11-f819043efcd096128a848a5d" 4a33d18c2c37ca1eb5430b7f90d1ec3fbe9c153efdc4f87d48cb07f28022df2e EDITION:V11 119 117 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09496 classification "V10-c35e49775501775eb417" V10_CLASSIFIED_IN_FAMILY x09497 provenance "V10-ead5c53c447572d4c607" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09498 classification "V10-79fb20ab724f4736c10d" V10_THEME_CLASSIFICATION x09499 classification "V10-cb2ef58dc08fd3070b98" V10_THEME_CLASSIFICATION x09500 classification "V10-84d5f7923819edb62a23" V10_THEME_CLASSIFICATION x09501 classification "V10-c6422b64e3e8c9e3f073" V10_TOPIC_CLASSIFICATION x09502 classification "V10-f413d5c0a398eed30738" V10_TOPIC_CLASSIFICATION x09503 classification "V10-70c10e8727a680e1c389" V10_TOPIC_CLASSIFICATION x09504 provenance "V10-2840ce4777337a630ab4" 2a6b5dda26e6d721e632cf4c89d2681aa88ad70dd6e15468775e02ba92217c91 C11.2 130 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09505 mapping "V11-37f417d4ac78a599b46e060e" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09506 provenance "V11-99abb576f47f9cd2a0daa8d0" 5d7b75d12391375625892a1fcf0acb8c8a56482ad4fea7ed70ed30a66e469896 EDITION:V11 134 130 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09507 classification "V10-ccd8e5150a16814b70bb" V10_CLASSIFIED_IN_FAMILY x09508 provenance "V10-b80cb7ea02c0363f2670" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09509 classification "V10-7d1af086889686643d75" V10_THEME_CLASSIFICATION x09510 classification "V10-667552cfa6881ec794b8" V10_THEME_CLASSIFICATION x09511 classification "V10-e746eb78b5dd6ae95faf" V10_THEME_CLASSIFICATION x09512 classification "V10-d8cfbb120c41ef049900" V10_TOPIC_CLASSIFICATION x09513 classification "V10-481ca95d54e154625e31" V10_TOPIC_CLASSIFICATION x09514 classification "V10-a22355b278e71d547d34" V10_TOPIC_CLASSIFICATION x09515 provenance "V10-d5a9d41b94f8e41e04e1" 2a6b5dda26e6d721e632cf4c89d2681aa88ad70dd6e15468775e02ba92217c91 C11.2 130 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09516 mapping "V11-9fd30131a9931cbf8b76b29d" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09517 provenance "V11-830e332006435f58170955df" 5d7b75d12391375625892a1fcf0acb8c8a56482ad4fea7ed70ed30a66e469896 EDITION:V11 134 130 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09518 classification "V10-41c513bf3dc41866a11a" V10_CLASSIFIED_IN_FAMILY x09519 provenance "V10-0e686b0176d2a92ffe9d" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09520 classification "V10-e9813c0b10df10976a12" V10_THEME_CLASSIFICATION x09521 classification "V10-a9ade5d0cb0f6eb08465" V10_THEME_CLASSIFICATION x09522 classification "V10-f02d519383d0ad76ea89" V10_TOPIC_CLASSIFICATION x09523 classification "V10-0e64556259e6ea7ccd27" V10_TOPIC_CLASSIFICATION x09524 classification "V10-797b4a319a668d31122a" V10_TOPIC_CLASSIFICATION x09525 provenance "V10-5bad48df16509a67c60e" a53adad4007c02b3d5353a5144b2b274ed70eb2a98a79d842e898d7ac78eae3b C12.1 27 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09526 mapping "V11-4c3029e208129a9382a8ce91" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09527 provenance "V11-9da9ab3ec7713d7d254ae9ea" c60a854c936948a6acfe286558c1ee2f0d93fc1a0d4cc716ec531263a161942c EDITION:V11 30 28 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09528 classification "V10-600dd516172fd0f5fe06" V10_CLASSIFIED_IN_FAMILY x09529 provenance "V10-dac3b86da347ab632565" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09530 classification "V10-8efc161295beb0a48f61" V10_THEME_CLASSIFICATION x09531 classification "V10-df6fa69664eda09cd79c" V10_THEME_CLASSIFICATION x09532 classification "V10-8675c0aee6ebcb4a8ad5" V10_TOPIC_CLASSIFICATION x09533 classification "V10-121a30224c934b8e9860" V10_TOPIC_CLASSIFICATION x09534 classification "V10-5f838064ef8e8de2b0f2" V10_TOPIC_CLASSIFICATION x09535 provenance "V10-622dce6885a367d3a6e6" 7eb64ab81409b1db793ccc99f452d2544771e35a0d3686a42bbc92f92cc90de0 C06.3 140 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09536 mapping "V11-65e3a2fc86ffae4624bc5a4b" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09537 provenance "V11-0c2a8edf0bf8fb9dff8a7281" ac6063d07756a101a40d4dd43f0c47522bfe06d7f5a46684cbe04d88016fc5e3 EDITION:V11 143 139 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09538 classification "V10-46cdd3ec7f490b5aaf75" V10_CLASSIFIED_IN_FAMILY x09539 provenance "V10-229db66ad3c7ea88344e" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09540 classification "V10-bcf302934fece0d1e5d4" V10_THEME_CLASSIFICATION x09541 classification "V10-387b7b6bffe392203bc2" V10_THEME_CLASSIFICATION x09542 classification "V10-aa81056fe721676af9c7" V10_THEME_CLASSIFICATION x09543 classification "V10-4e251402f81d0b8fac8a" V10_TOPIC_CLASSIFICATION x09544 classification "V10-bf3ceaee9d00ab1b5c45" V10_TOPIC_CLASSIFICATION x09545 classification "V10-82611e395db7840506d7" V10_TOPIC_CLASSIFICATION x09546 mapping "V11-5ce89b7a41f664b4b0e78f7f" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09547 classification "V10-807abafc8b3c6fe94ea4" V10_CLASSIFIED_IN_FAMILY x09548 provenance "V10-f32df71b2e616cb525f8" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09549 classification "V10-972871846bae943aeb7f" V10_THEME_CLASSIFICATION x09550 classification "V10-235e63cb5e557b093cab" V10_THEME_CLASSIFICATION x09551 classification "V10-a37c2982c294a93b1622" V10_TOPIC_CLASSIFICATION x09552 classification "V10-e006e71ddd8e780b56f6" V10_TOPIC_CLASSIFICATION x09553 classification "V10-a8bc6d0250471726b65b" V10_TOPIC_CLASSIFICATION x09554 mapping "V11-75538fcdc9ae3952a5e81f8a" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09555 classification "V10-21d701ffcf658d86d78c" V10_CLASSIFIED_IN_FAMILY x09556 provenance "V10-04abddafecc1218bb091" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09557 classification "V10-01bd2502817f71ecce26" V10_THEME_CLASSIFICATION x09558 classification "V10-e4ff4e988742867e58b5" V10_THEME_CLASSIFICATION x09559 classification "V10-6b00f33a377887ae5839" V10_TOPIC_CLASSIFICATION x09560 classification "V10-89ce7ccfdf179d29f20f" V10_TOPIC_CLASSIFICATION x09561 classification "V10-12fe96232228c9a863c8" V10_TOPIC_CLASSIFICATION x09562 mapping "V11-010d3c8cbf513c3320e0fd0d" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09563 classification "V10-69bb5b9069090c862524" V10_CLASSIFIED_IN_FAMILY x09564 provenance "V10-57ad4377ca558ee206d7" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09565 classification "V10-3b1fef30d77a979c960a" V10_THEME_CLASSIFICATION x09566 classification "V10-1614b707bd2def56c5b0" V10_THEME_CLASSIFICATION x09567 classification "V10-50029eba7aed71f24647" V10_TOPIC_CLASSIFICATION x09568 classification "V10-99c87ca0ddf8a899205a" V10_TOPIC_CLASSIFICATION x09569 classification "V10-67af40f0bc2ca55746d6" V10_TOPIC_CLASSIFICATION x09570 mapping "V11-9d38fbdb8f1b60adfa818b58" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09571 classification "V10-79bc71c223e9c8679b9b" V10_CLASSIFIED_IN_FAMILY x09572 provenance "V10-5f3c49295f744d2a3e01" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09573 classification "V10-7a012811abc27485dc33" V10_THEME_CLASSIFICATION x09574 classification "V10-02d7ba9ca4f96f7839cd" V10_THEME_CLASSIFICATION x09575 classification "V10-e01be7b60343a6e7ed1f" V10_TOPIC_CLASSIFICATION x09576 classification "V10-d2b259953b151ac360e0" V10_TOPIC_CLASSIFICATION x09577 classification "V10-94c4040e543c64fc3ef2" V10_TOPIC_CLASSIFICATION x09578 mapping "V11-dbf18470732d98b8f48d4a77" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09579 classification "V10-1ecd23eb18a0a5bf16ae" V10_CLASSIFIED_IN_FAMILY x09580 provenance "V10-4be0f774cb9db9679c02" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09581 classification "V10-9d4326ecb2a83ad74856" V10_THEME_CLASSIFICATION x09582 classification "V10-91d19c180be407bfd277" V10_THEME_CLASSIFICATION x09583 classification "V10-30c900da22337f0a6535" V10_TOPIC_CLASSIFICATION x09584 classification "V10-ddcdb322b3f1781c2acf" V10_TOPIC_CLASSIFICATION x09585 classification "V10-d535ad884da281d49b6a" V10_TOPIC_CLASSIFICATION x09586 provenance "V10-026d055ff478ec52f5f9" 810ad091785e78784568f9e76953da0ef06356b31cba4c26ce0a304e25b357e7 C05.3 123 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09587 mapping "V11-9819d9367571787dc02c6bf1" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09588 provenance "V11-24e133ab968b3ead0c97c804" 175e358de2740facdb753f3bb3b87a56115aa00f0e9e0d14a48571e4e3d27abf EDITION:V11 125 123 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09589 classification "V10-ebb33a8eb56dcff74548" V10_CLASSIFIED_IN_FAMILY x09590 provenance "V10-87439054e512fe213ae4" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09591 classification "V10-735a36f27026339afcfd" V10_THEME_CLASSIFICATION x09592 classification "V10-681ba8d948ee8fca8024" V10_THEME_CLASSIFICATION x09593 classification "V10-cbbc152de3bb5b54dbb8" V10_TOPIC_CLASSIFICATION x09594 classification "V10-d2088f82e2ea44f87273" V10_TOPIC_CLASSIFICATION x09595 classification "V10-4cf921c26e8a39291ab6" V10_TOPIC_CLASSIFICATION x09596 mapping "V11-b06c0e428ec0c1416ced8b70" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09597 classification "V10-128bcb253ea3fd2e8b97" V10_CLASSIFIED_IN_FAMILY x09598 provenance "V10-85acb2c150795eeda6f5" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09599 classification "V10-ea3e75c3b68b3cc2723a" V10_THEME_CLASSIFICATION x09600 classification "V10-3477503e661f2cd76bd1" V10_THEME_CLASSIFICATION x09601 classification "V10-48893ff987997ba4a09d" V10_TOPIC_CLASSIFICATION x09602 classification "V10-4ed7bf1efc6426d92f53" V10_TOPIC_CLASSIFICATION x09603 classification "V10-2cba8e97904a5911d066" V10_TOPIC_CLASSIFICATION x09604 provenance "V10-629cd05af24b93cf352e" bcf6ae8c8b4cfa227e509d84195ce635b6f55a81e4aad96c243157214c62a48e C12.2 69 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09605 mapping "V11-e1b47a8368afdee33e30551b" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09606 provenance "V11-5f9a9419559ecd7e86531e0a" 0bd765d95d5e2cb9d4abdd9aa20ebbe274b45dc4cd0abdd8c0e982069b42551c EDITION:V11 74 70 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09607 classification "V10-2a7354c5b76e85bf7a24" V10_CLASSIFIED_IN_FAMILY x09608 provenance "V10-887b910d9283b55bd505" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09609 classification "V10-f2c935a9cad333b06b1a" V10_THEME_CLASSIFICATION x09610 classification "V10-4d31694f951d471373b6" V10_THEME_CLASSIFICATION x09611 classification "V10-7569fbd16f18eea7baad" V10_TOPIC_CLASSIFICATION x09612 classification "V10-3d5b778d0b4e57420090" V10_TOPIC_CLASSIFICATION x09613 provenance "V10-662864f64ebcb375f0ba" 989141f91de2c28f82e6b74ca9b26fa7dbc94488024b7bc8c8e0e52d66a164bd C04.1 65 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09614 mapping "V11-6592eda15c8e5b3c9e314523" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09615 provenance "V11-4248a9b04d9ac077e65d311c" f72352a3c16fb0622cda041329d35eea72429cc96a3d186dd2900384a5c1b425 EDITION:V11 68 66 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09616 classification "V10-f14f77672b9468a3bd52" V10_CLASSIFIED_IN_FAMILY x09617 provenance "V10-e955897720526a948566" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09618 classification "V10-a035a7dc102ed9e183f7" V10_THEME_CLASSIFICATION x09619 classification "V10-b758cacc29e58222a637" V10_THEME_CLASSIFICATION x09620 classification "V10-fdd47da650e906c37052" V10_TOPIC_CLASSIFICATION x09621 classification "V10-00668b809324be1c13a6" V10_TOPIC_CLASSIFICATION x09622 provenance "V10-4f17d2871b8cf1989f0e" a1873dcbb3d03fc8320d8444f421ea69fec8a12f0a9143c90de66bdd09558c2c C07.1 45 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09623 mapping "V11-07016d9ebb218b3b2bf5adf9" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09624 provenance "V11-d15df8c99b0ef26ae953fe1e" 5b454a49b1c9644dd8166ad04324dc434aa2fd4588cc694daaa995b0ec35617b EDITION:V11 48 46 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09625 classification "V10-c2d5a2c319867ccf7e11" V10_CLASSIFIED_IN_FAMILY x09626 provenance "V10-4da395be7b928a91f7d2" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09627 classification "V10-3ae6fda728e2c791619d" V10_THEME_CLASSIFICATION x09628 classification "V10-00ee623a611957eb4d8c" V10_THEME_CLASSIFICATION x09629 classification "V10-fc44be8dd285505b4fbd" V10_TOPIC_CLASSIFICATION x09630 classification "V10-f173ed5719f86700f67f" V10_TOPIC_CLASSIFICATION x09631 provenance "V10-34c935ffd236ef2b54d9" 4791ee0928786a0a625995f3f66ccf20f27e3cbe0246a519586c83406420cea5 C01.2 108 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09632 mapping "V11-bc23fe5235c6fb2819a9adc7" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09633 provenance "V11-b045a6ef7fbad068b4ae6eab" 65f501b9d8b7ee866d0c8dd47000c6e6cf87bda8c22368b1452b591ecf6c3c32 EDITION:V11 111 107 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09634 classification "V10-7dffbec39ad693339e47" V10_CLASSIFIED_IN_FAMILY x09635 provenance "V10-e099d133cce4c5c9351f" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09636 classification "V10-9d45a0f05f1f8a4ba27a" V10_THEME_CLASSIFICATION x09637 classification "V10-1e0d5ea9b1e3c4c12820" V10_THEME_CLASSIFICATION x09638 classification "V10-6af810014269efb19dad" V10_TOPIC_CLASSIFICATION x09639 classification "V10-ea3dc37a899b66a1dbe1" V10_TOPIC_CLASSIFICATION x09640 classification "V10-ca3a8611feca34dc63fe" V10_TOPIC_CLASSIFICATION x09641 provenance "V10-e561dc0d0a5014edf99e" 030fb56e956d284fae9a75e1933f3f8422e31c3abfb1c3b3d79505a8b5fd4baf C03.2 119 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09642 mapping "V11-d0f0d6786e2fb1a828e6793b" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09643 provenance "V11-80b0c8888921e0b746595395" cf3485c5162144074aafd4dc13a18497985e151b2ab94b638841f2c6c0321a72 EDITION:V11 121 117 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09644 classification "V10-d2f1149aa81cf5968f34" V10_CLASSIFIED_IN_FAMILY x09645 provenance "V10-ce61b6082626e5c6cddc" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09646 classification "V10-ea0add419daac3928cd9" V10_THEME_CLASSIFICATION x09647 classification "V10-839e0320ca3f7f00b990" V10_THEME_CLASSIFICATION x09648 classification "V10-a8391f76fa8b238488fa" V10_TOPIC_CLASSIFICATION x09649 classification "V10-15e0075d42eac2a3b279" V10_TOPIC_CLASSIFICATION x09650 classification "V10-422870196ca4a38724cb" V10_TOPIC_CLASSIFICATION x09651 provenance "V10-8a8b2fa923ececd462f0" 78f4119111db3638df41bea54cf27b7f7d5137fe916de9e632024523c26c11e4 C09.1 63 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09652 mapping "V11-f5c889d237a33daae32cfcfa" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09653 provenance "V11-397e3aa0cedd407a8beeade9" 6a7fa9c5afe865067f734a85ea66afe7cda6c60755ecd3250f9bca22c157feff EDITION:V11 66 64 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09654 classification "V10-7fa6cf1a29b8af47323e" V10_CLASSIFIED_IN_FAMILY x09655 provenance "V10-df63db98ec4c9a29b2f4" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09656 classification "V10-f636459b20f3e59ed1ef" V10_THEME_CLASSIFICATION x09657 classification "V10-a702d761ab019dc63d2d" V10_THEME_CLASSIFICATION x09658 classification "V10-d7b2b2df590ca80e1ea5" V10_TOPIC_CLASSIFICATION x09659 classification "V10-7d8f5fd6b89f63211fa8" V10_TOPIC_CLASSIFICATION x09660 classification "V10-59be2cede584e4292efa" V10_TOPIC_CLASSIFICATION x09661 classification "V10-34ee132f46372a95fc16" V10_TOPIC_CLASSIFICATION x09662 classification "V10-5c76a6670466ec7efc2b" V10_TOPIC_CLASSIFICATION x09663 provenance "V10-0682dc9becd90bde751e" df2335e5ef724194829470cc8d5f55b35fa99060e1c3b045e34dbc067ab48761 C10.2 90 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09664 mapping "V11-20e02808bbcff0c13b188fc6" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09665 provenance "V11-90deee3ed0e1916d7b0744c3" 38c236d19413ae5b26ef43c0cb36add6f8f17990840c505dcb5f2b4a2aa6ec28 EDITION:V11 93 91 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09666 classification "V10-f31c9569945ad27351bf" V10_CLASSIFIED_IN_FAMILY x09667 provenance "V10-0e9f40195eac9a57ab2f" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09668 classification "V10-0842e325117c0db93a03" V10_THEME_CLASSIFICATION x09669 classification "V10-08c6abc1472025ebcc05" V10_THEME_CLASSIFICATION x09670 classification "V10-6b50357551da4e9ab05c" V10_TOPIC_CLASSIFICATION x09671 classification "V10-213a5f4013d7e896ebc8" V10_TOPIC_CLASSIFICATION x09672 classification "V10-54e0545e27d24729cdb2" V10_TOPIC_CLASSIFICATION x09673 provenance "V10-21aa2dfcc6617207aa81" 9248a30281f34ed4a61b4f50e2d684d0e41e334b51895576fd919a0e0472a421 C05.2 93 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09674 mapping "V11-9412377940b2522dd08934d3" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09675 provenance "V11-e075654a65d73407e1cd6d76" 12b8be765e3011d116f57251f6eaae496de464f56517b85d161460c0e5535906 EDITION:V11 95 93 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09676 classification "V10-7ea4f8b13c0532db8cc8" V10_CLASSIFIED_IN_FAMILY x09677 provenance "V10-debdd13b967a1733be84" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09678 classification "V10-ef58b641e1c8c4262535" V10_THEME_CLASSIFICATION x09679 classification "V10-c35c8b877d53c3412029" V10_THEME_CLASSIFICATION x09680 classification "V10-257f79826bf9c5ccf56b" V10_TOPIC_CLASSIFICATION x09681 classification "V10-0743de039c4be7915ad8" V10_TOPIC_CLASSIFICATION x09682 classification "V10-90f5597f3126f4974748" V10_TOPIC_CLASSIFICATION x09683 classification "V10-153c08c3bd31e80249d1" V10_TOPIC_CLASSIFICATION x09684 classification "V10-651e9ebdfbaa1f084051" V10_TOPIC_CLASSIFICATION x09685 provenance "V10-5a4bb6d79320e1f106f1" df2335e5ef724194829470cc8d5f55b35fa99060e1c3b045e34dbc067ab48761 C10.2 90 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09686 mapping "V11-aace9a705b8c66fcf812c9d2" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09687 provenance "V11-f8c77dc7a00f2ebff2762440" 38c236d19413ae5b26ef43c0cb36add6f8f17990840c505dcb5f2b4a2aa6ec28 EDITION:V11 93 91 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09688 classification "V10-96995788ce4962c445c5" V10_CLASSIFIED_IN_FAMILY x09689 provenance "V10-4b31355e20567e7c55ef" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09690 classification "V10-142c55f38cd900eff82b" V10_THEME_CLASSIFICATION x09691 classification "V10-769302c0d9b52da71814" V10_THEME_CLASSIFICATION x09692 classification "V10-0fed36451146560f60a2" V10_TOPIC_CLASSIFICATION x09693 classification "V10-2ff8a730d82400399d38" V10_TOPIC_CLASSIFICATION x09694 classification "V10-22d32618de015627706c" V10_TOPIC_CLASSIFICATION x09695 provenance "V10-ff149ab616f6c3ab8895" 37d4a79f5b66ee9e8b6bee2f106bbbde8ea5c167e072a11828fda8f8a9ea78fd C06.1 28 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09696 mapping "V11-3cae943863cf76599e8e8ef1" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09697 provenance "V11-3ec96e14fb3c6368b0280c02" 8898910d2c24057beed920f2a7c0f1e36ee06452087542c33e981b655bc4ea71 EDITION:V11 30 28 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09698 classification "V10-3d5fca13afcef2b4f9af" V10_CLASSIFIED_IN_FAMILY x09699 provenance "V10-ea29ad90ac257e542171" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09700 classification "V10-c4ab9c4086596bc51c00" V10_THEME_CLASSIFICATION x09701 classification "V10-bfbe5659de61e7e8b1c9" V10_THEME_CLASSIFICATION x09702 classification "V10-75baf0b413628d627f1a" V10_TOPIC_CLASSIFICATION x09703 classification "V10-fc1880279bcb092ace58" V10_TOPIC_CLASSIFICATION x09704 classification "V10-411115c2cdffa412cf71" V10_TOPIC_CLASSIFICATION x09705 provenance "V10-18c22648b1fbf0308070" 052ac46e258ccb0904aad90ec7b24996b81699cea0822a44d44e6ea22e0232b9 C08.2 135 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09706 mapping "V11-7179c984d4cde9817de8bb2e" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09707 provenance "V11-a19ab643bb3800c8e32330d6" 3a2f49549b6ac90893f5ec341805634e27c2b4422bb267ee5dfb31bbf71e0718 EDITION:V11 138 136 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09708 classification "V10-7b138f51ca74ab9f85aa" V10_CLASSIFIED_IN_FAMILY x09709 provenance "V10-87b57ceb07cd08f82eb6" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09710 classification "V10-47a2f5d052f39879d2fc" V10_THEME_CLASSIFICATION x09711 classification "V10-82aa6d39d8b59962b438" V10_THEME_CLASSIFICATION x09712 classification "V10-0b354ab8c4cdfa3d190e" V10_TOPIC_CLASSIFICATION x09713 classification "V10-d8b1a836d8bfdeb62981" V10_TOPIC_CLASSIFICATION x09714 classification "V10-318fedd6336f09e32b6a" V10_TOPIC_CLASSIFICATION x09715 provenance "V10-84911b2191977aadeb5a" 78f4119111db3638df41bea54cf27b7f7d5137fe916de9e632024523c26c11e4 C09.1 63 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09716 mapping "V11-6203b3c4762dd3a905001e30" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09717 provenance "V11-0908490de29d04ccf897d1b3" 6a7fa9c5afe865067f734a85ea66afe7cda6c60755ecd3250f9bca22c157feff EDITION:V11 66 64 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09718 classification "V10-757406316b9f1d63b3e1" V10_CLASSIFIED_IN_FAMILY x09719 provenance "V10-9697020087f192bb7137" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09720 classification "V10-ba8527be8cd7382e89e9" V10_THEME_CLASSIFICATION x09721 classification "V10-7dfecaabcc3bc211f0d1" V10_THEME_CLASSIFICATION x09722 classification "V10-d8ada86603f5275b218b" V10_TOPIC_CLASSIFICATION x09723 classification "V10-962c7142be6ed4aab3e1" V10_TOPIC_CLASSIFICATION x09724 classification "V10-959dc5fbb6d47157c568" V10_TOPIC_CLASSIFICATION x09725 provenance "V10-4f57d4f100e50bc01366" 9248a30281f34ed4a61b4f50e2d684d0e41e334b51895576fd919a0e0472a421 C05.2 93 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09726 mapping "V11-f1c20ca40efadc752e97a67d" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09727 provenance "V11-e7ab31fc04a884d32af89a35" 12b8be765e3011d116f57251f6eaae496de464f56517b85d161460c0e5535906 EDITION:V11 95 93 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09728 classification "V10-ec1dd5039e7bfdcccea2" V10_CLASSIFIED_IN_FAMILY x09729 provenance "V10-0206556f410f9bec30f1" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09730 classification "V10-fd699a419f841d543119" V10_THEME_CLASSIFICATION x09731 classification "V10-9a66f49f77d11e54c474" V10_THEME_CLASSIFICATION x09732 classification "V10-9a9bc34953e6e4de8e35" V10_TOPIC_CLASSIFICATION x09733 classification "V10-5510096c386e4fb5df38" V10_TOPIC_CLASSIFICATION x09734 classification "V10-b6834c803f887bf7ea9e" V10_TOPIC_CLASSIFICATION x09735 classification "V10-19ad0943c2d39457075b" V10_TOPIC_CLASSIFICATION x09736 classification "V10-c83ca27a97d4aaf862b3" V10_TOPIC_CLASSIFICATION x09737 provenance "V10-23031f7f6c55ddc2dfb8" df2335e5ef724194829470cc8d5f55b35fa99060e1c3b045e34dbc067ab48761 C10.2 90 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09738 mapping "V11-df02dfd7b75a1851df6d6c78" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09739 provenance "V11-30bd25521f217ac7de74894a" 38c236d19413ae5b26ef43c0cb36add6f8f17990840c505dcb5f2b4a2aa6ec28 EDITION:V11 93 91 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09740 classification "V10-60ab016754629d83f4b3" V10_CLASSIFIED_IN_FAMILY x09741 provenance "V10-a03cd53e0cc0d26bd9bc" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09742 classification "V10-d629a55d5db8723ac02e" V10_THEME_CLASSIFICATION x09743 classification "V10-227db1f0ad8ae14657f6" V10_THEME_CLASSIFICATION x09744 classification "V10-bbdad4bf60b35d8e7452" V10_THEME_CLASSIFICATION x09745 classification "V10-6ef11f37aaa60dee5e28" V10_TOPIC_CLASSIFICATION x09746 classification "V10-c7b185112278dd5c1257" V10_TOPIC_CLASSIFICATION x09747 classification "V10-2c940ee9ff4d8871d277" V10_TOPIC_CLASSIFICATION x09748 provenance "V10-63cc03a31f18af0aaba8" 2a6b5dda26e6d721e632cf4c89d2681aa88ad70dd6e15468775e02ba92217c91 C11.2 130 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09749 mapping "V11-209261444f3fa4cd1b98e488" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09750 provenance "V11-ec8bfa655853db22db24e4c1" 5d7b75d12391375625892a1fcf0acb8c8a56482ad4fea7ed70ed30a66e469896 EDITION:V11 134 130 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09751 classification "V10-320cb21a5b5577f425cd" V10_CLASSIFIED_IN_FAMILY x09752 provenance "V10-67bb2a45b3b6d2c0d68f" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09753 classification "V10-b823e10c948cd8d20a37" V10_THEME_CLASSIFICATION x09754 classification "V10-1e2c9d48e2477373b444" V10_THEME_CLASSIFICATION x09755 classification "V10-4a7d2078f35cb49c3384" V10_THEME_CLASSIFICATION x09756 classification "V10-a9427f790d79517ea833" V10_TOPIC_CLASSIFICATION x09757 classification "V10-76f8f4cf8c0a3cf3ce03" V10_TOPIC_CLASSIFICATION x09758 classification "V10-b389c096e1e22e1cfe9d" V10_TOPIC_CLASSIFICATION x09759 provenance "V10-4961ac50f538648ac060" 7e3c242a10ebfa1a564a6d2004b63c154c609fa088254a2861134495c780fc6c C11.3 203 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09760 mapping "V11-7c7254751ec133e1f42f1e99" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09761 provenance "V11-c0e5b09ad28b17ec9154f6a2" 075f3dcc807c472c485f94c02f538decbe7a963fa83a8a68ebb9d51cb6da2407 EDITION:V11 206 202 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09762 classification "V10-c66efc2dc74668504954" V10_CLASSIFIED_IN_FAMILY x09763 provenance "V10-e139dc4c2d8d685eb2f6" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09764 classification "V10-3663d7680b50d1f130eb" V10_THEME_CLASSIFICATION x09765 classification "V10-7e9f453a3e8c16f454f6" V10_THEME_CLASSIFICATION x09766 classification "V10-ed983d7704757ce0cf7f" V10_TOPIC_CLASSIFICATION x09767 classification "V10-3bc87b023907b2448583" V10_TOPIC_CLASSIFICATION x09768 classification "V10-df3ed4c24a08afc372a3" V10_TOPIC_CLASSIFICATION x09769 provenance "V10-d664a8208504ad34d6c1" 7eb64ab81409b1db793ccc99f452d2544771e35a0d3686a42bbc92f92cc90de0 C06.3 140 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09770 mapping "V11-eaaf7434fecbf5d4252c68b3" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09771 provenance "V11-3a8b8b3c5ded0e4557a7191a" ac6063d07756a101a40d4dd43f0c47522bfe06d7f5a46684cbe04d88016fc5e3 EDITION:V11 143 139 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09772 classification "V10-4ef5893252f4ac3789ec" V10_CLASSIFIED_IN_FAMILY x09773 provenance "V10-dc22c67805c024a698e2" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09774 classification "V10-5ead144824aac6f7a944" V10_THEME_CLASSIFICATION x09775 classification "V10-a3e1be72488ba9a13204" V10_THEME_CLASSIFICATION x09776 classification "V10-1ffcf757360d4ec92ae3" V10_TOPIC_CLASSIFICATION x09777 classification "V10-8cc08df0c8859d351c8b" V10_TOPIC_CLASSIFICATION x09778 classification "V10-30be474a6a8ca52bef7d" V10_TOPIC_CLASSIFICATION x09779 provenance "V10-4c1901460a50f5804257" 3fee5405e5b9fafd193c9d2e8d8350387ba8028a43895bb76c2dcdef6d545f17 C02.1 112 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09780 mapping "V11-3332036c60eaf1dcd745efbf" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09781 provenance "V11-cff18a5bf2b8a69f967b8dcd" 42febda5c77fd6772c50dbf9eb4bc2460b5103077aed389a01da870fb87a37b1 EDITION:V11 115 113 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09782 classification "V10-dd8a7a8dd78f505be68e" V10_CLASSIFIED_IN_FAMILY x09783 provenance "V10-b55c36acad6ec7026b70" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09784 classification "V10-5c078e80e5626f4785a9" V10_THEME_CLASSIFICATION x09785 classification "V10-bd7c072163f5aa33d4bf" V10_THEME_CLASSIFICATION x09786 classification "V10-111d2e0702d0b30538f6" V10_TOPIC_CLASSIFICATION x09787 classification "V10-89318e7aab3c7fc2566b" V10_TOPIC_CLASSIFICATION x09788 classification "V10-909dc1ceaf77bea28426" V10_TOPIC_CLASSIFICATION x09789 provenance "V10-211eb2d040c84c0cd08f" a53adad4007c02b3d5353a5144b2b274ed70eb2a98a79d842e898d7ac78eae3b C12.1 27 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09790 mapping "V11-9c8cc3802b429d681c9c4278" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09791 provenance "V11-5c39792e57ae796899543a1f" c60a854c936948a6acfe286558c1ee2f0d93fc1a0d4cc716ec531263a161942c EDITION:V11 30 28 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09792 classification "V10-03b0885439d0dd984eff" V10_CLASSIFIED_IN_FAMILY x09793 provenance "V10-d928473fafee0c2368b1" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09794 classification "V10-5971a80b9b3473eeefaf" V10_THEME_CLASSIFICATION x09795 classification "V10-12eefa5b16e4ba77f165" V10_THEME_CLASSIFICATION x09796 classification "V10-5fa7a99980f5fcb1b7a4" V10_TOPIC_CLASSIFICATION x09797 classification "V10-a92de15d97720adf7018" V10_TOPIC_CLASSIFICATION x09798 provenance "V10-150dbd46ff7e9303c1b5" 62803624e091f6dc96caceb048ca8b41b97510069b301458682beeb66c950b4e C04.2 91 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09799 mapping "V11-6e0f7257a4d4ca608c72c99f" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09800 provenance "V11-c0ef2bc424e43a00335ddd7b" 1fbaeb14bd4a9ff4535178d8972f07acfc6193bae68fdef27ac7bce5c30b2e70 EDITION:V11 96 92 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09801 classification "V10-afb3238fb4f92f5f105f" V10_CLASSIFIED_IN_FAMILY x09802 provenance "V10-1d26a0e8b52c2d66cb57" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09803 classification "V10-96062e6e351b76d1caca" V10_THEME_CLASSIFICATION x09804 classification "V10-2f707398a014f4989eb8" V10_THEME_CLASSIFICATION x09805 classification "V10-d5154b450db9208a09f2" V10_TOPIC_CLASSIFICATION x09806 classification "V10-1aebbd92898b78952e9d" V10_TOPIC_CLASSIFICATION x09807 classification "V10-e7614cf82e1e30781eb0" V10_TOPIC_CLASSIFICATION x09808 provenance "V10-d6bcd1fb5c8bb8914ec7" 573ea85110722b9220eeff0af73ef1ffccf896a9e402d164e16bb3814eff4baf C09.2 84 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09809 mapping "V11-24c324a59fef8a1ff95e533c" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09810 provenance "V11-bf78fae41770936792b62ac0" 65e97552acbcc6470f15ac11d76209f6f8863393cc309a00a0acec1d8dc297bb EDITION:V11 87 85 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09811 classification "V10-a6b09376c8d5d578f74d" V10_CLASSIFIED_IN_FAMILY x09812 provenance "V10-c8c0b3448e54d340a405" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09813 classification "V10-7e03653143fbd57baf6c" V10_THEME_CLASSIFICATION x09814 classification "V10-3afeefd68e0eeffd67db" V10_THEME_CLASSIFICATION x09815 classification "V10-ac20e2d2deabae50895d" V10_TOPIC_CLASSIFICATION x09816 classification "V10-40c1235468cb08be5d71" V10_TOPIC_CLASSIFICATION x09817 classification "V10-0a28f9f26e0d2694d7d0" V10_TOPIC_CLASSIFICATION x09818 provenance "V10-626a593614c13bc2f9f6" d0b2f76466eba2e71452eb8ecb2541c5a7861201ca89f21ba3ab1020336cd7b0 C05.1 67 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09819 mapping "V11-d55ca7f60558f8fe30282716" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09820 provenance "V11-75ac2b9a5d03ed003af8fb32" 8e5d8756ea9dacb35bc03c99f1be1429c13830d578d5e21e893407c1b48f8790 EDITION:V11 70 68 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09821 classification "V10-a0d84e1e4101df579376" V10_CLASSIFIED_IN_FAMILY x09822 provenance "V10-829c65aba507e5f6b780" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09823 classification "V10-d4e74bfc3dc4f734f19d" V10_THEME_CLASSIFICATION x09824 classification "V10-823c80f5bd72fd5b28fb" V10_THEME_CLASSIFICATION x09825 classification "V10-529b268abd0342415d9f" V10_TOPIC_CLASSIFICATION x09826 classification "V10-16c03cb03e1aacfac4b0" V10_TOPIC_CLASSIFICATION x09827 provenance "V10-caad0be727b91a8b7c53" 6be56399e81e5b6304a9a742c3e9b1a5a890111b99ba321d44edebd3c628aab5 C04.3 169 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09828 mapping "V11-f7de755acd09dcc6be9cb129" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09829 provenance "V11-2fb19b2269e0d92152def55d" 07735410ae90e97fc60c41d3d043a98ef77bfb283327bab9aa4fff722b04a31c EDITION:V11 178 162 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09830 classification "V10-1afcf6852b3f0b264dee" V10_CLASSIFIED_IN_FAMILY x09831 provenance "V10-54c70ac5327b1e7b13be" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09832 classification "V10-4c3c70ec2401a2e64012" V10_THEME_CLASSIFICATION x09833 classification "V10-36d1676a0b2a763cbead" V10_THEME_CLASSIFICATION x09834 classification "V10-e9edf56a8a884529d339" V10_TOPIC_CLASSIFICATION x09835 classification "V10-791e1451c9cbcdb6b98c" V10_TOPIC_CLASSIFICATION x09836 classification "V10-bc431e1a47e7808a46bf" V10_TOPIC_CLASSIFICATION x09837 provenance "V10-5fd716a2481e54ea9db3" 8bc7570a63bf548033ced828f60fc167153ebd5783cbfc3c19d7b0e2e81fa293 C03.4 174 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09838 mapping "V11-d1bfc4c1f94c4415e7049995" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09839 provenance "V11-ed690374d84bdcc5926649b0" e02d0affcf545106377e3b92225a37ebb327a24dda960cb186b853890bee0254 EDITION:V11 174 172 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09840 classification "V10-06222538c9098374b077" V10_CLASSIFIED_IN_FAMILY x09841 provenance "V10-c1a0a8d703f0b04c61c0" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09842 classification "V10-3be4b05f8dd7a8391b92" V10_THEME_CLASSIFICATION x09843 classification "V10-ddada3f8b0436aa6330a" V10_THEME_CLASSIFICATION x09844 classification "V10-ded24e42b81d6c608980" V10_TOPIC_CLASSIFICATION x09845 classification "V10-1c9859f9ad61d9f7577a" V10_TOPIC_CLASSIFICATION x09846 provenance "V10-f64f533f5c737d709540" 989141f91de2c28f82e6b74ca9b26fa7dbc94488024b7bc8c8e0e52d66a164bd C04.1 65 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09847 mapping "V11-0fb15e1ba94c2ac4ed7504b9" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09848 provenance "V11-1728449e0bf569f1ce0f8db9" f72352a3c16fb0622cda041329d35eea72429cc96a3d186dd2900384a5c1b425 EDITION:V11 68 66 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09849 classification "V10-3abfede50386065de879" V10_CLASSIFIED_IN_FAMILY x09850 provenance "V10-b38b348d7f2b0cb781e0" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09851 classification "V10-ab08f4a0ff98b4dadfcd" V10_THEME_CLASSIFICATION x09852 classification "V10-11f7a0728cf6285f8ce4" V10_THEME_CLASSIFICATION x09853 classification "V10-1b4df72e6f97ef893064" V10_TOPIC_CLASSIFICATION x09854 classification "V10-6c8d211aa161f878afe9" V10_TOPIC_CLASSIFICATION x09855 provenance "V10-34db29f8dc6215afe851" 989141f91de2c28f82e6b74ca9b26fa7dbc94488024b7bc8c8e0e52d66a164bd C04.1 65 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09856 mapping "V11-8e025a2d797364fce5994dcc" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09857 provenance "V11-4b661b07ba3036bab33595ab" f72352a3c16fb0622cda041329d35eea72429cc96a3d186dd2900384a5c1b425 EDITION:V11 68 66 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09858 classification "V10-a8e4f3e0d809dd0ffa61" V10_CLASSIFIED_IN_FAMILY x09859 provenance "V10-b5a89d0d1c4d8a4445f9" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09860 classification "V10-08c4c109efb854eade95" V10_THEME_CLASSIFICATION x09861 classification "V10-7f4ff6111144c4182ada" V10_THEME_CLASSIFICATION x09862 classification "V10-149b7d30341fde408349" V10_TOPIC_CLASSIFICATION x09863 classification "V10-8dc199240248fd4c2970" V10_TOPIC_CLASSIFICATION x09864 provenance "V10-653cf8746a706d4356ab" 989141f91de2c28f82e6b74ca9b26fa7dbc94488024b7bc8c8e0e52d66a164bd C04.1 65 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09865 mapping "V11-478924a6486d4de6e041d050" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09866 provenance "V11-76b101a9ba2c92de19d2030f" f72352a3c16fb0622cda041329d35eea72429cc96a3d186dd2900384a5c1b425 EDITION:V11 68 66 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09867 classification "V10-cef2f8bb227a059a28e7" V10_CLASSIFIED_IN_FAMILY x09868 provenance "V10-b8c2d94d1496a6cd3fb4" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09869 classification "V10-d19bffbab8984a4a49ff" V10_THEME_CLASSIFICATION x09870 classification "V10-9f1bac1f96e4e20dc4fc" V10_THEME_CLASSIFICATION x09871 classification "V10-bb1b74663781c0854d91" V10_TOPIC_CLASSIFICATION x09872 classification "V10-60e4f10a3f217dbe5bf3" V10_TOPIC_CLASSIFICATION x09873 provenance "V10-5c0229ce2119ebb66e54" 62803624e091f6dc96caceb048ca8b41b97510069b301458682beeb66c950b4e C04.2 91 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09874 mapping "V11-c48cc39a3fcc64a8c881334c" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09875 provenance "V11-ce9c58cfc48e2e8622352473" 1fbaeb14bd4a9ff4535178d8972f07acfc6193bae68fdef27ac7bce5c30b2e70 EDITION:V11 96 92 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09876 classification "V10-20f11bfa806e1575b66f" V10_CLASSIFIED_IN_FAMILY x09877 provenance "V10-8706609f11b51f40a080" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09878 classification "V10-d4fb44965de114707684" V10_THEME_CLASSIFICATION x09879 classification "V10-7ae95d533d793be21abf" V10_THEME_CLASSIFICATION x09880 classification "V10-e07a424401b72d37bc83" V10_TOPIC_CLASSIFICATION x09881 classification "V10-513592eb750af7fca809" V10_TOPIC_CLASSIFICATION x09882 provenance "V10-0cc227c1c32b775f8429" 62803624e091f6dc96caceb048ca8b41b97510069b301458682beeb66c950b4e C04.2 91 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09883 mapping "V11-c00a2c500f912b24e910eaa3" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09884 provenance "V11-0676625ffec3601d6a8cca17" 1fbaeb14bd4a9ff4535178d8972f07acfc6193bae68fdef27ac7bce5c30b2e70 EDITION:V11 96 92 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09885 classification "V10-5d3ff925272782b35db9" V10_CLASSIFIED_IN_FAMILY x09886 provenance "V10-a02ac0c6c23eec4c9a92" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09887 classification "V10-99a38b895bf8323624be" V10_THEME_CLASSIFICATION x09888 classification "V10-501e8489aadfa8d61089" V10_THEME_CLASSIFICATION x09889 classification "V10-b5d8c6dccc5b4a021156" V10_TOPIC_CLASSIFICATION x09890 classification "V10-6cad59c4e5338a6f0386" V10_TOPIC_CLASSIFICATION x09891 provenance "V10-d2e9bd3bc0183262e752" 62803624e091f6dc96caceb048ca8b41b97510069b301458682beeb66c950b4e C04.2 91 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09892 mapping "V11-f7626f2c11d8a65d61af4ecc" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09893 provenance "V11-4a05dff01e0c3ff5b1ae89bd" 1fbaeb14bd4a9ff4535178d8972f07acfc6193bae68fdef27ac7bce5c30b2e70 EDITION:V11 96 92 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09894 classification "V10-27280147ef919eee1c73" V10_CLASSIFIED_IN_FAMILY x09895 provenance "V10-5f80bfda29e5ad8ccca1" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09896 classification "V10-089e17602979db23215f" V10_THEME_CLASSIFICATION x09897 classification "V10-db898e459a591683c38f" V10_THEME_CLASSIFICATION x09898 classification "V10-e9599a2090ef734f9786" V10_TOPIC_CLASSIFICATION x09899 classification "V10-48b991623ef1e2736ab4" V10_TOPIC_CLASSIFICATION x09900 classification "V10-89530da2214533cd9320" V10_TOPIC_CLASSIFICATION x09901 provenance "V10-4d2b0fbaeebac3746a9c" 573ea85110722b9220eeff0af73ef1ffccf896a9e402d164e16bb3814eff4baf C09.2 84 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09902 mapping "V11-fcf1d9b94242eb8d455d89d7" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09903 provenance "V11-eae9e9c37d937dd235bbaf82" 65e97552acbcc6470f15ac11d76209f6f8863393cc309a00a0acec1d8dc297bb EDITION:V11 87 85 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09904 classification "V10-9d864bfb012c24d0e4eb" V10_CLASSIFIED_IN_FAMILY x09905 provenance "V10-0821483634925aa096a8" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09906 classification "V10-21306f4a5d42797dd8cf" V10_THEME_CLASSIFICATION x09907 classification "V10-d209af1bd5a0cd67a148" V10_THEME_CLASSIFICATION x09908 classification "V10-ff7b3c276439eb90b24e" V10_TOPIC_CLASSIFICATION x09909 classification "V10-347f016973ffdb62c40e" V10_TOPIC_CLASSIFICATION x09910 classification "V10-77ca3b8b33ef95cc3572" V10_TOPIC_CLASSIFICATION x09911 provenance "V10-4d4c01bab2296b9416e0" 79a0e8667f2f1b6b45460a118cf922699db8f5b44910516ded0b2a11f4186fe3 C03.1 49 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09912 mapping "V11-c75ba1a49b72a18e5dabfcb7" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09913 provenance "V11-a92b2dca4dd72da765a772a3" 06487e737a534f877292416d6a2f6830a38862a7386ac7a62bc2557dcccb3e4f EDITION:V11 51 47 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09914 classification "V10-afbe10746d91fd1fcca4" V10_CLASSIFIED_IN_FAMILY x09915 provenance "V10-79e5ad38651f0bc4a31a" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09916 classification "V10-124c1649d6f575311cc1" V10_THEME_CLASSIFICATION x09917 classification "V10-dadcff3a7f35fb03a461" V10_THEME_CLASSIFICATION x09918 classification "V10-4f02c2931a8ba84e7291" V10_TOPIC_CLASSIFICATION x09919 classification "V10-7cef68fde98c0442a62e" V10_TOPIC_CLASSIFICATION x09920 classification "V10-5db9e05a9eb115e7b744" V10_TOPIC_CLASSIFICATION x09921 provenance "V10-b0d8f11b110e8b8ada86" 444ab8ed69fd917340523fb7ad0e0bc22c1da74f8f5ad762c1a61850fbbd597c C08.1 109 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09922 mapping "V11-9068a56bd3ab0e67eb60b38c" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09923 provenance "V11-11300d2af4a32f3420000ccd" f67da94fe15e5d40beebcddbaf4e1ab1aa57a775d673f13d39f171e38bf220c1 EDITION:V11 112 110 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09924 classification "V10-5e1311232c4a1b664f0e" V10_CLASSIFIED_IN_FAMILY x09925 provenance "V10-bb169380664d43948cc8" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09926 classification "V10-cbc557ea6f3ff6e66b83" V10_THEME_CLASSIFICATION x09927 classification "V10-218bed68c0600b151cfb" V10_THEME_CLASSIFICATION x09928 classification "V10-7b26151671698695c655" V10_TOPIC_CLASSIFICATION x09929 classification "V10-ea261a8486b8dedd47e2" V10_TOPIC_CLASSIFICATION x09930 classification "V10-4012af05370175814a2f" V10_TOPIC_CLASSIFICATION x09931 provenance "V10-1d77d8144b006ef0b30a" 444ab8ed69fd917340523fb7ad0e0bc22c1da74f8f5ad762c1a61850fbbd597c C08.1 109 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09932 mapping "V11-df0f0ff956b6fbadc68688ff" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09933 provenance "V11-8f242c10d2eb5eca7b25bb2f" f67da94fe15e5d40beebcddbaf4e1ab1aa57a775d673f13d39f171e38bf220c1 EDITION:V11 112 110 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09934 classification "V10-5b4628102d596aa84ca4" V10_CLASSIFIED_IN_FAMILY x09935 provenance "V10-34c1fe825b07537742b7" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09936 classification "V10-3a68b1a424a9f6ef05d1" V10_THEME_CLASSIFICATION x09937 classification "V10-e5d3c5956f9c1cf24475" V10_THEME_CLASSIFICATION x09938 classification "V10-c44672ec448c44bc85e2" V10_TOPIC_CLASSIFICATION x09939 classification "V10-97943461aac8fb161d52" V10_TOPIC_CLASSIFICATION x09940 provenance "V10-24800110d9c739c0d254" 6be56399e81e5b6304a9a742c3e9b1a5a890111b99ba321d44edebd3c628aab5 C04.3 169 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09941 mapping "V11-05d6a5b0dfed8ce2217a82c0" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09942 provenance "V11-b3d372e446fc66fd79d59c3e" 07735410ae90e97fc60c41d3d043a98ef77bfb283327bab9aa4fff722b04a31c EDITION:V11 178 162 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09943 classification "V10-4586041c1bb040e42eff" V10_CLASSIFIED_IN_FAMILY x09944 provenance "V10-6f450ef1976f89402382" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09945 classification "V10-0cc04962d813849d05f3" V10_THEME_CLASSIFICATION x09946 classification "V10-0e8882ece335a26b9ebe" V10_THEME_CLASSIFICATION x09947 classification "V10-bb22ff4bb35cef2cdd53" V10_TOPIC_CLASSIFICATION x09948 classification "V10-04938dd56d04e316e596" V10_TOPIC_CLASSIFICATION x09949 classification "V10-ac693ffa7a526b6517f4" V10_TOPIC_CLASSIFICATION x09950 provenance "V10-18be8ae781677af850cc" 37d4a79f5b66ee9e8b6bee2f106bbbde8ea5c167e072a11828fda8f8a9ea78fd C06.1 28 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09951 mapping "V11-12d95fbdd93c61c1a5e7c6cf" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09952 provenance "V11-8d2e73dda0396e2bb95c02d5" 8898910d2c24057beed920f2a7c0f1e36ee06452087542c33e981b655bc4ea71 EDITION:V11 30 28 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09953 classification "V10-f22949e1267ebcda8f48" V10_CLASSIFIED_IN_FAMILY x09954 provenance "V10-fc4b2c72be902f2676e4" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09955 classification "V10-28670339b29953886524" V10_THEME_CLASSIFICATION x09956 classification "V10-561a6c4555322c621a56" V10_THEME_CLASSIFICATION x09957 classification "V10-36ed8f6fa95afc2e63bb" V10_TOPIC_CLASSIFICATION x09958 classification "V10-c2fe18b277f61d60f75e" V10_TOPIC_CLASSIFICATION x09959 classification "V10-a585d295eb01e3a281c0" V10_TOPIC_CLASSIFICATION x09960 provenance "V10-66f7c75c96bf456dfa8b" aedd03c00809afb8fbf57155ba0452dda61b091e12d08dc59770de3abcda2e23 C06.2 118 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09961 mapping "V11-382944ab6b0f5dd4fbab46f6" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09962 provenance "V11-84b7e9823e4101d301177b73" 4a33d18c2c37ca1eb5430b7f90d1ec3fbe9c153efdc4f87d48cb07f28022df2e EDITION:V11 119 117 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09963 classification "V10-0ecec1d6214eb17d63f6" V10_CLASSIFIED_IN_FAMILY x09964 provenance "V10-51f1e1e87d3bec00397a" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09965 classification "V10-97d8b9dfcc41174c393e" V10_THEME_CLASSIFICATION x09966 classification "V10-9e8b13769b8fc7c87ddc" V10_THEME_CLASSIFICATION x09967 classification "V10-22ed3c2ed592cde50f02" V10_TOPIC_CLASSIFICATION x09968 classification "V10-a2b3269616d140226318" V10_TOPIC_CLASSIFICATION x09969 classification "V10-2c97fd75f7c8ff1f1f1a" V10_TOPIC_CLASSIFICATION x09970 provenance "V10-005c40856da75ab67ac1" aedd03c00809afb8fbf57155ba0452dda61b091e12d08dc59770de3abcda2e23 C06.2 118 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09971 mapping "V11-2172ea6c8c5ca1264fe54d2a" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09972 provenance "V11-46f0fcc37654c2cedd9af62e" 4a33d18c2c37ca1eb5430b7f90d1ec3fbe9c153efdc4f87d48cb07f28022df2e EDITION:V11 119 117 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09973 classification "V10-9001c6b98e25a9c92f19" V10_CLASSIFIED_IN_FAMILY x09974 provenance "V10-7c0a5486057edddc6a08" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09975 classification "V10-3a94f7f427f23c6b8c88" V10_THEME_CLASSIFICATION x09976 classification "V10-2eaf7c446b4905d73446" V10_THEME_CLASSIFICATION x09977 classification "V10-38b8438c5d74c0fccb4a" V10_TOPIC_CLASSIFICATION x09978 classification "V10-87a62fbf56ceea063ac7" V10_TOPIC_CLASSIFICATION x09979 provenance "V10-76124ab938a264db56f2" 926c4eefb369f92da3b96494f5ab4713abc6ca917cb2eb20847620703515fbc2 C07.2 105 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09980 mapping "V11-390d14ebf9d4967c5f7e96a8" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09981 provenance "V11-d78afcd4f18c8ee1149d3c11" 1af5a5c22ad26d6acbfc460c5f537af108a9c21817d825cd24b54ac631aa29df EDITION:V11 120 106 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09982 classification "V10-a8479b80acf6e892a195" V10_CLASSIFIED_IN_FAMILY x09983 provenance "V10-560263f248dc7509ea0c" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09984 classification "V10-abe96ffee73ac54e55c9" V10_THEME_CLASSIFICATION x09985 classification "V10-5d9b074623a782d355a7" V10_THEME_CLASSIFICATION x09986 classification "V10-f8a8f8654943b3fc547e" V10_TOPIC_CLASSIFICATION x09987 classification "V10-4579491299535000908b" V10_TOPIC_CLASSIFICATION x09988 classification "V10-0b87b26f3a5c96cf5d83" V10_TOPIC_CLASSIFICATION x09989 provenance "V10-b711d22f6031935c2e15" 030fb56e956d284fae9a75e1933f3f8422e31c3abfb1c3b3d79505a8b5fd4baf C03.2 119 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09990 mapping "V11-5ab2ad179e75821bb70e9789" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x09991 provenance "V11-9ae5a01f4528b696430bd275" cf3485c5162144074aafd4dc13a18497985e151b2ab94b638841f2c6c0321a72 EDITION:V11 121 117 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x09992 classification "V10-5335b69992edbc73cc9c" V10_CLASSIFIED_IN_FAMILY x09993 provenance "V10-c933f627960e6c08ff7f" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x09994 classification "V10-3e975f36c0871dcde736" V10_THEME_CLASSIFICATION x09995 classification "V10-c9a1c0c870cc0ef27b0a" V10_THEME_CLASSIFICATION x09996 classification "V10-182c4063dfb52e85b78a" V10_TOPIC_CLASSIFICATION x09997 classification "V10-d467cb35bae761544ba3" V10_TOPIC_CLASSIFICATION x09998 provenance "V10-10f029a4bbef3a211c32" 6063cbb12c47be0b600119f75c00ff5b95b4e8207ee19785171ff7fc0fd31c3f C07.3 140 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x09999 mapping "V11-ba2917c210606f4c4e4165ae" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x10000 provenance "V11-3bce38e8b630c955ad4c30cd" ba84c17ee5a5dd2875746d97992b87640856e3075708646ba9993a2fa0dbcf23 EDITION:V11 143 141 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x10001 classification "V10-501624be664c698fbf01" V10_CLASSIFIED_IN_FAMILY x10002 provenance "V10-466788829ca186a45f22" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x10003 classification "V10-9f92826f0c8fb83664f9" V10_THEME_CLASSIFICATION x10004 classification "V10-5c95c0e6c163ed4adfcc" V10_THEME_CLASSIFICATION x10005 classification "V10-3b8033feb979182f06d4" V10_TOPIC_CLASSIFICATION x10006 classification "V10-d21300b8d1653a1d3f6e" V10_TOPIC_CLASSIFICATION x10007 classification "V10-302608cd132c78d4b44d" V10_TOPIC_CLASSIFICATION x10008 provenance "V10-4402b895acaa01703628" 0fb62fe9bf9be3842c8d0a52e34e153a5b6f3f9de08d77cec5ad856642bb4bdd C03.3 147 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x10009 mapping "V11-2832cafa0a578e4fe2edf063" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x10010 provenance "V11-6e8eb0bc2d79793a3436b7cd" 75420be121ca009a7d1a63b12197b353d74523b701ca5934f0e4c87b1753c66a EDITION:V11 149 145 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x10011 classification "V10-8e8aeb76a3511e79365c" V10_CLASSIFIED_IN_FAMILY x10012 provenance "V10-d7078efa72bdcf561c73" V10_CATALOGUED_IN_VOLUME Appendix/companion catalogue, not automatically a chapter implementation x10013 classification "V10-7585c90a89649f31694c" V10_THEME_CLASSIFICATION x10014 classification "V10-21b34759a79e041a68d8" V10_THEME_CLASSIFICATION x10015 classification "V10-3c21e4a633c0bcacbcc9" V10_THEME_CLASSIFICATION x10016 classification "V10-9dde301460ed9dda3be4" V10_TOPIC_CLASSIFICATION x10017 classification "V10-12d047c44175133c2df1" V10_TOPIC_CLASSIFICATION x10018 classification "V10-151d5d944f2a5475e850" V10_TOPIC_CLASSIFICATION x10019 provenance "V10-edf0b15d1ecac82ab35d" 7e3c242a10ebfa1a564a6d2004b63c154c609fa088254a2861134495c780fc6c C11.3 203 V10_ADAPTED_IN_TEXT The reviewed mechanism is recomposed in this intervention; not every historical implementation variant is executed. x10020 mapping "V11-f4fa888b5e72e2c1688cc5a9" EDITION:V11 V11_PRACTICE_CATALOGUE_NAVIGATION x10021 provenance "V11-f7d983536198fda55979226b" 075f3dcc807c472c485f94c02f538decbe7a963fa83a8a68ebb9d51cb6da2407 EDITION:V11 206 202 V11_PRACTICE_CURRENT_TEXT_LOCATOR Revised location of a retained implementation block; does not validate efficacy or execute every historical variant x10022 provenance "V10-cb1ba0991a36295dbdc9" V10_OCCURRENCE_IN_FILE 164 14 x10023 provenance "V10-025186fd6d1ff2826f5b" V10_OCCURRENCE_IN_VOLUME x10024 provenance "V10-18d3e53bb7ec14a79a98" V10_DESCRIBES_RECONCILED_PRACTICE x10025 provenance "V10-4cfd43e4e86a0cc7cfc1" V10_OCCURRENCE_IN_FILE 316 165 x10026 provenance "V10-484c026136c63093855d" V10_OCCURRENCE_IN_VOLUME x10027 provenance "V10-a2e45bc8548bf6b5d1a0" V10_DESCRIBES_RECONCILED_PRACTICE x10028 provenance "V10-3b903ac8f29101048e39" V10_OCCURRENCE_IN_FILE 474 317 x10029 provenance "V10-4f19ebbd9428f29e9db7" V10_OCCURRENCE_IN_VOLUME x10030 provenance "V10-d6261b0f9f3aa2f2d72f" V10_DESCRIBES_RECONCILED_PRACTICE x10031 provenance "V10-ec1587ce33b0716856ad" V10_OCCURRENCE_IN_FILE 623 475 x10032 provenance "V10-e24e698d9555e0eafaf3" V10_OCCURRENCE_IN_VOLUME x10033 provenance "V10-8c28df252d2d1810a5aa" V10_DESCRIBES_RECONCILED_PRACTICE x10034 provenance "V10-cebe6cd246617f4cfbee" Editorial comparison; not independent corroboration. SPECIALIZZAZIONE Piccolo incremento riguarda l’unità semantica; un item riguarda il ciclo. V10_EDITORIAL_RELATION x10035 provenance "V10-67b65922bd93e99b37a8" V10_OCCURRENCE_IN_FILE 846 624 x10036 provenance "V10-fbc7c9d448b43020bb77" V10_OCCURRENCE_IN_VOLUME x10037 provenance "V10-692b93b3709b1e0f26f5" V10_DESCRIBES_RECONCILED_PRACTICE x10038 provenance "V10-035ee8fde589ac23e117" V10_OCCURRENCE_IN_FILE 1031 847 x10039 provenance "V10-1f26f5e0b620468a0328" V10_OCCURRENCE_IN_VOLUME x10040 provenance "V10-b51cb4bb49cedb9b47fe" V10_DESCRIBES_RECONCILED_PRACTICE x10041 provenance "V10-4196ada19b5c5357adc6" V10_OCCURRENCE_IN_FILE 1199 1032 x10042 provenance "V10-d7b774bbac283f96dd69" V10_OCCURRENCE_IN_VOLUME x10043 provenance "V10-52d1475ba695024a408c" V10_DESCRIBES_RECONCILED_PRACTICE x10044 provenance "V10-51fe008daeff6f0186dd" V10_OCCURRENCE_IN_FILE 1462 1200 x10045 provenance "V10-21f4bf93656fae7136bf" V10_OCCURRENCE_IN_VOLUME x10046 provenance "V10-4c7f41040451fbcefd03" V10_DESCRIBES_RECONCILED_PRACTICE x10047 provenance "V10-c00042cf825199545fcc" V10_OCCURRENCE_IN_FILE 428 14 x10048 provenance "V10-21cedc25ce310d8a5f1f" V10_OCCURRENCE_IN_VOLUME x10049 provenance "V10-b76e5dad22bf879241a9" V10_DESCRIBES_RECONCILED_PRACTICE x10050 provenance "V10-c3c2a8501fa8fb1853bc" V10_OCCURRENCE_IN_FILE 766 429 x10051 provenance "V10-b93f134cc4435606ba6b" V10_OCCURRENCE_IN_VOLUME x10052 provenance "V10-8d80c5454ebcee62c9e7" V10_DESCRIBES_RECONCILED_PRACTICE x10053 provenance "V10-b93b3d50b1bf1fd19634" V10_OCCURRENCE_IN_FILE 1077 767 x10054 provenance "V10-2ab434e1ebce2ae16ac4" V10_OCCURRENCE_IN_VOLUME x10055 provenance "V10-04db340ca4d415b97106" V10_DESCRIBES_RECONCILED_PRACTICE x10056 provenance "V10-0b8a8837b15050364444" V10_OCCURRENCE_IN_FILE 385 14 x10057 provenance "V10-a958ce7bbdfef754d8b9" V10_OCCURRENCE_IN_VOLUME x10058 provenance "V10-14d7b03f6ace2287fce8" V10_DESCRIBES_RECONCILED_PRACTICE x10059 provenance "V10-7f047a9d9cd0e76b37e4" V10_OCCURRENCE_IN_FILE 660 386 x10060 provenance "V10-cf5ed08ace6e82309386" V10_OCCURRENCE_IN_VOLUME x10061 provenance "V10-403b9a9fa443673c2cd0" V10_DESCRIBES_RECONCILED_PRACTICE x10062 provenance "V10-bf283daf57ff0b59e0a2" V10_OCCURRENCE_IN_FILE 953 661 x10063 provenance "V10-dd8157845d3983fc20f5" V10_OCCURRENCE_IN_VOLUME x10064 provenance "V10-37f23cf4cfc5cc7f31b1" V10_DESCRIBES_RECONCILED_PRACTICE x10065 provenance "V10-374ad0712d3bf19d2c6b" Editorial comparison; not independent corroboration. COMPOSTO_DA Il parallelismo può usare worktree ma richiede anche coordinamento e integrazione. V10_EDITORIAL_RELATION x10066 provenance "V10-69f322efee0fef2b8019" V10_OCCURRENCE_IN_FILE 351 14 x10067 provenance "V10-c01bf775d64858840665" V10_OCCURRENCE_IN_VOLUME x10068 provenance "V10-3ec76d5e408fef0a06bd" V10_DESCRIBES_RECONCILED_PRACTICE x10069 provenance "V10-eac75ce7ba20ebacfb9a" V10_OCCURRENCE_IN_FILE 585 352 x10070 provenance "V10-2e1c28d9a00cbe9d349f" V10_OCCURRENCE_IN_VOLUME x10071 provenance "V10-72d8364eb434e3ef7902" V10_DESCRIBES_RECONCILED_PRACTICE x10072 provenance "V10-818af27f8b7506b78ea0" V10_OCCURRENCE_IN_FILE 917 586 x10073 provenance "V10-8e0d1a7900623a0f2c73" V10_OCCURRENCE_IN_VOLUME x10074 provenance "V10-35030604cd935ab5f11d" V10_DESCRIBES_RECONCILED_PRACTICE x10075 provenance "V10-de363235eb5d6e043eb0" V10_OCCURRENCE_IN_FILE 1203 918 x10076 provenance "V10-08cb1eada4c24f973e39" V10_OCCURRENCE_IN_VOLUME x10077 provenance "V10-9fcf2c61108a06619f67" V10_DESCRIBES_RECONCILED_PRACTICE x10078 provenance "V10-fd4fbd3d777b9c2c7939" Editorial comparison; not independent corroboration. AMPLIAMENTO Costo del modello esteso a verifica, review e mantenimento per esito. V10_EDITORIAL_RELATION x10079 provenance "V10-cc06cab45bb69753a2b8" V10_OCCURRENCE_IN_FILE 236 110 x10080 provenance "V10-17bab9bfe90637a48f0d" V10_OCCURRENCE_IN_VOLUME x10081 provenance "V10-ce1a3a7c475ac4dbe118" V10_DESCRIBES_RECONCILED_PRACTICE x10082 provenance "V10-25b55d25e93b5693bcb0" Editorial comparison; not independent corroboration. STESSO_NUCLEO_DA_RICONCILIARE Mantenere genealogia, precisare costituzione versionata. V10_SAME_PRACTICE_LINEAGE x10083 provenance "V10-9a1b7efb822d1d68c8f5" V10_OCCURRENCE_IN_FILE 393 237 x10084 provenance "V10-4f3e6fdbe2976fcadfec" V10_OCCURRENCE_IN_VOLUME x10085 provenance "V10-1ac778c1f8d2aa04fcba" V10_DESCRIBES_RECONCILED_PRACTICE x10086 provenance "V10-63ae3e014b8e3a1db8d2" Editorial comparison; not independent corroboration. STESSA_LINEA_EVOLUTIVA Chiarimento prima delle decisioni che ne dipendono. V10_EDITORIAL_RELATION x10087 provenance "V10-7f25702bd7f6cd12f785" V10_OCCURRENCE_IN_FILE 523 394 x10088 provenance "V10-96ba71d95c2d38e51b50" V10_OCCURRENCE_IN_VOLUME x10089 provenance "V10-91e6d4ad7649c1b6b0dd" V10_DESCRIBES_RECONCILED_PRACTICE x10090 provenance "V10-d4bc60a6813a27bc6882" Editorial comparison; not independent corroboration. CONTROLLO_IN_COMPOSIZIONE Coerenza è un controllo del gate, non tutto il gate. V10_EDITORIAL_RELATION x10091 provenance "V10-e066af292c5c5951161e" V10_OCCURRENCE_IN_FILE 667 524 x10092 provenance "V10-7b02b5504509423bcc91" V10_OCCURRENCE_IN_VOLUME x10093 provenance "V10-2498fff7fd086d30e3d6" V10_DESCRIBES_RECONCILED_PRACTICE x10094 provenance "V10-e1c5af29d1632e63683b" Editorial comparison; not independent corroboration. COMPLEMENTARI Persistenza della ricerca e consegna tra ruoli sono responsabilità diverse. V10_EDITORIAL_RELATION x10095 provenance "V10-be92192bbd977711f555" V10_OCCURRENCE_IN_FILE 797 668 x10096 provenance "V10-989306ae0b01f89afe2b" V10_OCCURRENCE_IN_VOLUME x10097 provenance "V10-6117638191188c5ad37e" V10_DESCRIBES_RECONCILED_PRACTICE x10098 provenance "V10-ae81a3913d386934104f" Editorial comparison; not independent corroboration. NON_EQUIVALENTI Esplorare due implementazioni non è dibattito di due modelli. V10_EDITORIAL_RELATION x10099 provenance "V10-84bae65ba3f5417c0e2c" V10_OCCURRENCE_IN_FILE 925 798 x10100 provenance "V10-206dbd4af3a09678cec0" V10_OCCURRENCE_IN_VOLUME x10101 provenance "V10-b0315f9205640fdb3c96" V10_DESCRIBES_RECONCILED_PRACTICE x10102 provenance "V10-0224ad04a6c0b64c10a3" V10_OCCURRENCE_IN_FILE 1107 926 x10103 provenance "V10-4ad4e8b063596ab445d6" V10_OCCURRENCE_IN_VOLUME x10104 provenance "V10-526f86aaa665946ddeaf" V10_DESCRIBES_RECONCILED_PRACTICE x10105 provenance "V10-81ad8090e6624818dc11" V10_OCCURRENCE_IN_FILE 90 55 x10106 provenance "V10-56849322175e776abb89" V10_OCCURRENCE_IN_VOLUME x10107 provenance "V10-36c5903fe24b32dc4035" V10_DESCRIBES_RECONCILED_PRACTICE x10108 provenance "V10-00d616bcd4087aaa2137" V10_OCCURRENCE_IN_FILE 124 91 x10109 provenance "V10-d3c7f296ef35b06f63e6" V10_OCCURRENCE_IN_VOLUME x10110 provenance "V10-c572949b6d16b6f352ee" V10_DESCRIBES_RECONCILED_PRACTICE x10111 provenance "V10-5a4077dc164830d23a32" V10_OCCURRENCE_IN_FILE 159 125 x10112 provenance "V10-84fb677219bbbc37fa60" V10_OCCURRENCE_IN_VOLUME x10113 provenance "V10-97e852a4c807b5858ee8" V10_DESCRIBES_RECONCILED_PRACTICE x10114 provenance "V10-05a3278d8087a2ad096d" V10_OCCURRENCE_IN_FILE 191 160 x10115 provenance "V10-00574943192de6c1a53c" V10_OCCURRENCE_IN_VOLUME x10116 provenance "V10-52c26a4567c24df3090a" V10_DESCRIBES_RECONCILED_PRACTICE x10117 provenance "V10-01f907a2eecf69f018b7" V10_OCCURRENCE_IN_FILE 226 192 x10118 provenance "V10-394ae52678a4d1c8491d" V10_OCCURRENCE_IN_VOLUME x10119 provenance "V10-ff0e1aa4a1816a0a885d" V10_DESCRIBES_RECONCILED_PRACTICE x10120 provenance "V10-87faff46990b6a24bfb1" V10_OCCURRENCE_IN_FILE 266 227 x10121 provenance "V10-4f8e76f10e56953efd5e" V10_OCCURRENCE_IN_VOLUME x10122 provenance "V10-1646cddf24fd906c2d93" V10_DESCRIBES_RECONCILED_PRACTICE x10123 provenance "V10-6046dfa077d75e5b37f8" Editorial comparison; not independent corroboration. TENSIONE_DA_RISOLVERE Score diagnostico non può valere come autorizzazione al gate. V10_EDITORIAL_RELATION x10124 provenance "V10-7bc4220962a7351cb6c7" V10_OCCURRENCE_IN_FILE 298 267 x10125 provenance "V10-992c3451c294156209b2" V10_OCCURRENCE_IN_VOLUME x10126 provenance "V10-3ace94cc9e6cc2c1e022" V10_DESCRIBES_RECONCILED_PRACTICE x10127 provenance "V10-6d0f57f09eb166943a29" V10_OCCURRENCE_IN_FILE 330 299 x10128 provenance "V10-635ac65e37e7fd892b79" V10_OCCURRENCE_IN_VOLUME x10129 provenance "V10-a54fb98e6fa77d781b3b" V10_DESCRIBES_RECONCILED_PRACTICE x10130 provenance "V10-9b4daef1e68a4904be6d" V10_OCCURRENCE_IN_FILE 362 331 x10131 provenance "V10-19ab2a6f5e3a137f1a04" V10_OCCURRENCE_IN_VOLUME x10132 provenance "V10-2a2528c56e7a5f98b75e" V10_DESCRIBES_RECONCILED_PRACTICE x10133 provenance "V10-77ee6a4df4049c324299" V10_OCCURRENCE_IN_FILE 399 363 x10134 provenance "V10-be2ebfbb7b691f03f63a" V10_OCCURRENCE_IN_VOLUME x10135 provenance "V10-d76e8ea9e3d296d61b4c" V10_DESCRIBES_RECONCILED_PRACTICE x10136 provenance "V10-d3895b63ad5bbb8a30c6" Editorial comparison; not independent corroboration. NON_EQUIVALENTI Convergenza di ragioni non equivale a prova indipendente. V10_EDITORIAL_RELATION x10137 provenance "V10-70ff9a3d94b83a4636be" V10_OCCURRENCE_IN_FILE 432 400 x10138 provenance "V10-c9df638dcc90d77ee31e" V10_OCCURRENCE_IN_VOLUME x10139 provenance "V10-dbca83b84094aaa11a2c" V10_DESCRIBES_RECONCILED_PRACTICE x10140 provenance "V10-ffb4b1b69c23f08579fb" V10_OCCURRENCE_IN_FILE 468 433 x10141 provenance "V10-728e64813452d7139ea1" V10_OCCURRENCE_IN_VOLUME x10142 provenance "V10-00cc7c15c52be76cfb7e" V10_DESCRIBES_RECONCILED_PRACTICE x10143 provenance "V10-f782175810315429614f" V10_OCCURRENCE_IN_FILE 501 469 x10144 provenance "V10-0d035c0f49ed1d656c62" V10_OCCURRENCE_IN_VOLUME x10145 provenance "V10-47750955ad13215a858e" V10_DESCRIBES_RECONCILED_PRACTICE x10146 provenance "V10-d123c27bec9ac11a85d1" V10_OCCURRENCE_IN_FILE 535 502 x10147 provenance "V10-bc6c003aa6ca27999809" V10_OCCURRENCE_IN_VOLUME x10148 provenance "V10-edd918152b3e08aa1195" V10_DESCRIBES_RECONCILED_PRACTICE x10149 provenance "V10-0e02236ebf15258b3a7f" V10_OCCURRENCE_IN_FILE 572 536 x10150 provenance "V10-161fbde6cd175ce3e0d1" V10_OCCURRENCE_IN_VOLUME x10151 provenance "V10-69bbeffb49e0a7c6f059" V10_DESCRIBES_RECONCILED_PRACTICE x10152 provenance "V10-2924e77fb8a84090bc6b" Editorial comparison; not independent corroboration. MECCANISMI_AFFINI_DA_DISTINGUERE Critica avversariale e maker–checker condividono separazione, non garanzie di indipendenza. V10_EDITORIAL_RELATION x10153 provenance "V10-88ef7a3fe5389dbbe1d2" V10_OCCURRENCE_IN_FILE 606 573 x10154 provenance "V10-c9ca6557fa7d8646a4df" V10_OCCURRENCE_IN_VOLUME x10155 provenance "V10-7b872da8b88dc9305e3f" V10_DESCRIBES_RECONCILED_PRACTICE x10156 provenance "V10-186dac3820d8f00ef812" V10_OCCURRENCE_IN_FILE 642 607 x10157 provenance "V10-842546470b1c4143773d" V10_OCCURRENCE_IN_VOLUME x10158 provenance "V10-0b7e81e02aa013b1afdd" V10_DESCRIBES_RECONCILED_PRACTICE x10159 provenance "V10-3affb8a43c67e9f063b7" V10_OCCURRENCE_IN_FILE 676 643 x10160 provenance "V10-f65d910fe3715ae59756" V10_OCCURRENCE_IN_VOLUME x10161 provenance "V10-1475ec6656628bcd5761" V10_DESCRIBES_RECONCILED_PRACTICE x10162 provenance "V10-0230b42300eca344d224" Editorial comparison; not independent corroboration. SPECIALIZZAZIONE Chiamate tool sono una dimensione del budget, non un costo universale. V10_EDITORIAL_RELATION x10163 provenance "V10-e20cbb85398f04ddc530" V10_OCCURRENCE_IN_FILE 778 677 x10164 provenance "V10-f0b476521a958fe41692" V10_OCCURRENCE_IN_VOLUME x10165 provenance "V10-c256966e7bc47cc49586" V10_DESCRIBES_RECONCILED_PRACTICE x10166 provenance "V10-0a3ea4413f361054ad55" Editorial comparison; not independent corroboration. STESSO_NUCLEO_DA_RICONCILIARE Titolare, motivo e arresto restano espliciti. V10_SAME_PRACTICE_LINEAGE x10167 provenance "V10-445eae3fd520ff70db34" V10_OCCURRENCE_IN_FILE 67 60 x10168 provenance "V10-b79117e748b695bc98c4" V10_OCCURRENCE_IN_VOLUME x10169 provenance "V10-c8e3f6815531e1c36b44" V10_DESCRIBES_RECONCILED_PRACTICE x10170 provenance "V10-7d138fcd8d935963e9f3" V10_OCCURRENCE_IN_FILE 97 68 x10171 provenance "V10-fad715c489a6679a53e6" V10_OCCURRENCE_IN_VOLUME x10172 provenance "V10-7ad232d122acbcca9fe0" V10_DESCRIBES_RECONCILED_PRACTICE x10173 provenance "V10-c847b089cd6ba34d20b6" V10_OCCURRENCE_IN_FILE 136 98 x10174 provenance "V10-0ea4be7bd0ad474a2b1f" V10_OCCURRENCE_IN_VOLUME x10175 provenance "V10-80920cb6b7238cf8dc9b" V10_DESCRIBES_RECONCILED_PRACTICE x10176 provenance "V10-610bedd3061a4cca9938" V10_OCCURRENCE_IN_FILE 144 137 x10177 provenance "V10-9127be37d49190ffc41e" V10_OCCURRENCE_IN_VOLUME x10178 provenance "V10-61957c43d1fe0d152f9a" V10_DESCRIBES_RECONCILED_PRACTICE x10179 provenance "V10-7400ede067d7eefa5cd7" V10_OCCURRENCE_IN_FILE 180 145 x10180 provenance "V10-e7f6fe3354edaf1f792e" V10_OCCURRENCE_IN_VOLUME x10181 provenance "V10-fac48724e76cb4d46f0a" V10_DESCRIBES_RECONCILED_PRACTICE x10182 provenance "V10-defb4aa775d2f5b33f08" Editorial comparison; not independent corroboration. TENSIONE_DA_RISOLVERE Immutabilità della revisione coesiste con evoluzione autorizzata, non con contratto immutabile per sempre. V10_EDITORIAL_RELATION x10183 provenance "V10-331e84385552a1659e80" V10_OCCURRENCE_IN_FILE 188 181 x10184 provenance "V10-9c05739aa5c0a30d7c5b" V10_OCCURRENCE_IN_VOLUME x10185 provenance "V10-63ed5e6f1987d224abae" V10_DESCRIBES_RECONCILED_PRACTICE x10186 provenance "V10-7eb1c45a49d834e484fc" V10_OCCURRENCE_IN_FILE 196 189 x10187 provenance "V10-814d43c0f4cb3553d2b9" V10_OCCURRENCE_IN_VOLUME x10188 provenance "V10-7111077a32c503819b77" V10_DESCRIBES_RECONCILED_PRACTICE x10189 provenance "V10-075ffd3ca45c33f83ec8" Editorial comparison; not independent corroboration. NON_EQUIVALENTI Persistenza di lezioni non è fine-tuning dei pesi. V10_EDITORIAL_RELATION x10190 provenance "V10-c192883c90c7673d9ad6" V10_OCCURRENCE_IN_FILE 211 197 x10191 provenance "V10-4e9d8e7dcfa8b0f223fd" V10_OCCURRENCE_IN_VOLUME x10192 provenance "V10-641bae9f78536c550ca4" V10_DESCRIBES_RECONCILED_PRACTICE x10193 provenance "V10-cd667f8c34f2f01adafb" V10_OCCURRENCE_IN_FILE 219 212 x10194 provenance "V10-60195afd49530a580a4b" V10_OCCURRENCE_IN_VOLUME x10195 provenance "V10-a0856975319c3daaa0d5" V10_DESCRIBES_RECONCILED_PRACTICE x10196 provenance "V10-221ca777c061533d0533" V10_OCCURRENCE_IN_FILE 227 220 x10197 provenance "V10-ad12d77da162bf70dc40" V10_OCCURRENCE_IN_VOLUME x10198 provenance "V10-7b732384ed2784eba70b" V10_DESCRIBES_RECONCILED_PRACTICE x10199 provenance "V10-9005d66d7d5cda7e5522" V10_OCCURRENCE_IN_FILE 255 228 x10200 provenance "V10-d289f93353427f6eec7d" V10_OCCURRENCE_IN_VOLUME x10201 provenance "V10-40dc86eb3b5f1ab1f4e6" V10_DESCRIBES_RECONCILED_PRACTICE x10202 provenance "V10-2b0210833b24337a6825" V10_OCCURRENCE_IN_FILE 263 256 x10203 provenance "V10-4521159febfa3363ac63" V10_OCCURRENCE_IN_VOLUME x10204 provenance "V10-2ab23f4f5a8fe3bbef4a" V10_DESCRIBES_RECONCILED_PRACTICE x10205 provenance "V10-c3408f19f65e178ecc6b" V10_OCCURRENCE_IN_FILE 280 264 x10206 provenance "V10-83e7b242276943bdadcc" V10_OCCURRENCE_IN_VOLUME x10207 provenance "V10-1f5390e0d1d5b5e5b8d6" V10_DESCRIBES_RECONCILED_PRACTICE x10208 provenance "V10-faca3d127785742e378b" V10_OCCURRENCE_IN_FILE 288 281 x10209 provenance "V10-e75fab85abfcef03c758" V10_OCCURRENCE_IN_VOLUME x10210 provenance "V10-16698194a0931de7b16a" V10_DESCRIBES_RECONCILED_PRACTICE x10211 provenance "V10-f333df8f40a582ba4f0c" V10_OCCURRENCE_IN_FILE 296 289 x10212 provenance "V10-10418b2ded6d024de7db" V10_OCCURRENCE_IN_VOLUME x10213 provenance "V10-9ddd99d0b7c0ff659d10" V10_DESCRIBES_RECONCILED_PRACTICE x10214 provenance "V10-a7e2ace4ef997d1b2b31" V10_OCCURRENCE_IN_FILE 309 297 x10215 provenance "V10-3b3bdf5b8b1d35aabed1" V10_OCCURRENCE_IN_VOLUME x10216 provenance "V10-f98957d0fdc813d36956" V10_DESCRIBES_RECONCILED_PRACTICE x10217 provenance "V10-0ba833eaa771fe2eca1a" V10_OCCURRENCE_IN_FILE 317 310 x10218 provenance "V10-40f105838f2892cb3171" V10_OCCURRENCE_IN_VOLUME x10219 provenance "V10-ebbd3e10074ee0837c4f" V10_DESCRIBES_RECONCILED_PRACTICE x10220 provenance "V10-b37edde9cf56e969b4e6" V10_OCCURRENCE_IN_FILE 330 318 x10221 provenance "V10-4984ad13851c770049b4" V10_OCCURRENCE_IN_VOLUME x10222 provenance "V10-7230d19e8e42234e5477" V10_DESCRIBES_RECONCILED_PRACTICE x10223 provenance "V10-f97a47a2bd749dc43f7b" V10_OCCURRENCE_IN_FILE 338 331 x10224 provenance "V10-63798e6ccf15175e9510" V10_OCCURRENCE_IN_VOLUME x10225 provenance "V10-7bf895b2c4f3282573d4" V10_DESCRIBES_RECONCILED_PRACTICE x10226 provenance "V10-e3c1bde3d7aeb70ba42d" V10_OCCURRENCE_IN_FILE 364 339 x10227 provenance "V10-2921ce1b434cddbc7e73" V10_OCCURRENCE_IN_VOLUME x10228 provenance "V10-4c742022ffc777ad3c9d" V10_DESCRIBES_RECONCILED_PRACTICE x10229 provenance "V10-5c206d8f1a6d7a744443" V10_OCCURRENCE_IN_FILE 377 365 x10230 provenance "V10-b837b8ea6c0e3d3444d1" V10_OCCURRENCE_IN_VOLUME x10231 provenance "V10-ec21d4891661e23b9abc" V10_DESCRIBES_RECONCILED_PRACTICE x10232 provenance "V10-e58980f9d24ede88ae74" V10_OCCURRENCE_IN_FILE 385 378 x10233 provenance "V10-514f6bfb6c036e11125e" V10_OCCURRENCE_IN_VOLUME x10234 provenance "V10-3e141dda15f9a536432c" V10_DESCRIBES_RECONCILED_PRACTICE x10235 provenance "V10-21fc54b8fb3ea79d323a" V10_OCCURRENCE_IN_FILE 400 386 x10236 provenance "V10-458e5bff8e5d4a22f77f" V10_OCCURRENCE_IN_VOLUME x10237 provenance "V10-8e0efbca6b9d4c53b51a" V10_DESCRIBES_RECONCILED_PRACTICE x10238 provenance "V10-beb1933bd91bb04e9b1a" V10_OCCURRENCE_IN_FILE 397 397 x10239 provenance "V10-e6e2940b7b3b7f64bd29" V10_OCCURRENCE_IN_VOLUME x10240 provenance "V10-13c5ac89d8bb0e71a97c" V10_DESCRIBES_RECONCILED_PRACTICE x10241 provenance "V10-735d954f6ba41343a34c" V10_OCCURRENCE_IN_FILE 545 545 x10242 provenance "V10-3e65f3238787f5c1bc44" V10_OCCURRENCE_IN_VOLUME x10243 provenance "V10-c3ae5e5fb04550d6c820" V10_DESCRIBES_RECONCILED_PRACTICE x10244 provenance "V10-8b2972e624bfc7f00fdc" V10_OCCURRENCE_IN_FILE 566 566 x10245 provenance "V10-f86de78d06b8050fe819" V10_OCCURRENCE_IN_VOLUME x10246 provenance "V10-66e9c7675aca045ef63b" V10_DESCRIBES_RECONCILED_PRACTICE x10247 provenance "V10-f21bd057a747873f317d" V10_OCCURRENCE_IN_FILE 200 200 x10248 provenance "V10-60bdd821dba6b96fc67f" V10_OCCURRENCE_IN_VOLUME x10249 provenance "V10-844215bbc8d86b019156" V10_DESCRIBES_RECONCILED_PRACTICE x10250 provenance "V10-2acf1be803a1a734f297" V10_OCCURRENCE_IN_FILE 273 273 x10251 provenance "V10-6fdb7bf208ad1c45c909" V10_OCCURRENCE_IN_VOLUME x10252 provenance "V10-0e40c01e7b6588b9eff6" V10_DESCRIBES_RECONCILED_PRACTICE x10253 provenance "V10-d36f38f508427c6a3706" V10_OCCURRENCE_IN_FILE 363 363 x10254 provenance "V10-4577e4ba6aece0ee7315" V10_OCCURRENCE_IN_VOLUME x10255 provenance "V10-6dace1bffcf297a4dce3" V10_DESCRIBES_RECONCILED_PRACTICE x10256 provenance "V10-b890540921abc7f76941" V10_OCCURRENCE_IN_FILE 395 395 x10257 provenance "V10-c0a84e9f4a789f557100" V10_OCCURRENCE_IN_VOLUME x10258 provenance "V10-69dac8b6196975308362" V10_DESCRIBES_RECONCILED_PRACTICE x10259 provenance "V10-c60200f0982b885226fe" V10_OCCURRENCE_IN_FILE 454 454 x10260 provenance "V10-b180472b4578d6a349b8" V10_OCCURRENCE_IN_VOLUME x10261 provenance "V10-74f3c75b530a220c9c1b" V10_DESCRIBES_RECONCILED_PRACTICE x10262 provenance "V10-6287ffc842b22580c8cc" V10_OCCURRENCE_IN_FILE 511 511 x10263 provenance "V10-ca235284ebc12463ef2b" V10_OCCURRENCE_IN_VOLUME x10264 provenance "V10-87fd8c69eba118559314" V10_DESCRIBES_RECONCILED_PRACTICE x10265 provenance "V10-db3a43d01a2e3bcb3ca5" Editorial comparison; not independent corroboration. COMPLEMENTARI Isolamento delle scritture e ownership del target risolvono problemi diversi. V10_EDITORIAL_RELATION x10266 provenance "V10-9433e3f07a501137583b" V10_OCCURRENCE_IN_FILE 559 559 x10267 provenance "V10-97c72f411a11ab5bd036" V10_OCCURRENCE_IN_VOLUME x10268 provenance "V10-a8d30771e04a59053cfb" V10_DESCRIBES_RECONCILED_PRACTICE x10269 provenance "V10-2339c7e78f65e93acd38" V10_OCCURRENCE_IN_FILE 632 632 x10270 provenance "V10-abfa2df50053f25f2194" V10_OCCURRENCE_IN_VOLUME x10271 provenance "V10-e2640d9bcead2e602f9d" V10_DESCRIBES_RECONCILED_PRACTICE x10272 provenance "V10-6c18dd963ff2b8beade3" V10_OCCURRENCE_IN_FILE 692 692 x10273 provenance "V10-e8e17cdf160c436b32ca" V10_OCCURRENCE_IN_VOLUME x10274 provenance "V10-f5a8bba0f813d35a5f19" V10_DESCRIBES_RECONCILED_PRACTICE x10275 provenance "V10-97147bfcf86635f3b028" V10_OCCURRENCE_IN_FILE 809 809 x10276 provenance "V10-389796f40d5ebdf256f0" V10_OCCURRENCE_IN_VOLUME x10277 provenance "V10-610638ff6e672794a440" V10_DESCRIBES_RECONCILED_PRACTICE x10278 provenance "V10-aefb5daf802ac3041a2c" V10_OCCURRENCE_IN_FILE 842 842 x10279 provenance "V10-e649d6f380c41c35c1d0" V10_OCCURRENCE_IN_VOLUME x10280 provenance "V10-f774f43d7ad6ec2ef96d" V10_DESCRIBES_RECONCILED_PRACTICE x10281 provenance "V10-a2097ba870275442a8c2" V10_OCCURRENCE_IN_FILE 870 870 x10282 provenance "V10-48d95f4d9ed13fa87cbe" V10_OCCURRENCE_IN_VOLUME x10283 provenance "V10-8abed901063aebc14bcc" V10_DESCRIBES_RECONCILED_PRACTICE x10284 provenance "V10-99446804967ec15aa1bb" V10_OCCURRENCE_IN_FILE 124 124 x10285 provenance "V10-b88e13f1bb93b1a0b789" V10_OCCURRENCE_IN_VOLUME x10286 provenance "V10-3f43ff55756962ea5e2b" V10_DESCRIBES_RECONCILED_PRACTICE x10287 provenance "V10-858dd68ee3b9f65a823d" V10_OCCURRENCE_IN_FILE 126 126 x10288 provenance "V10-f60dbd882ee5c3b23c58" V10_OCCURRENCE_IN_VOLUME x10289 provenance "V10-f618dcde646cc9b646e0" V10_DESCRIBES_RECONCILED_PRACTICE x10290 provenance "V10-80dd21498f52a3999093" V10_OCCURRENCE_IN_FILE 128 128 x10291 provenance "V10-d352fabce70bf14f1c9c" V10_OCCURRENCE_IN_VOLUME x10292 provenance "V10-c1bdff8a69af1f635a8e" V10_DESCRIBES_RECONCILED_PRACTICE x10293 provenance "V10-c3e9b630c2eacbdf22c5" V10_OCCURRENCE_IN_FILE 129 129 x10294 provenance "V10-a343536df101b82e462c" V10_OCCURRENCE_IN_VOLUME x10295 provenance "V10-25393299c3b4827b2083" V10_DESCRIBES_RECONCILED_PRACTICE x10296 provenance "V10-f16e562be612dc1e58bb" V10_OCCURRENCE_IN_FILE 130 130 x10297 provenance "V10-310beec5e6853a0ba182" V10_OCCURRENCE_IN_VOLUME x10298 provenance "V10-af256aadd3715a537784" V10_DESCRIBES_RECONCILED_PRACTICE x10299 provenance "V10-138b3d327d8dcc10524c" V10_PASSAGE_IN_FILE x10300 provenance "V10-cdc066a793b9d63675bc" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10301 provenance "V10-124f7f6bf6213af9d61e" V10_PASSAGE_IN_FILE x10302 provenance "V10-6ac5e1cf081e56978faf" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10303 provenance "V10-5d19a88b10cd3e9d334f" V10_PASSAGE_IN_FILE x10304 provenance "V10-c8e985b04e03015653a6" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10305 provenance "V10-fd8352c2e4ec5ed227c6" V10_PASSAGE_IN_FILE x10306 provenance "V10-b15ad95a0b3f6cc731ee" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10307 provenance "V10-be2acd9b5927946faab0" V10_PASSAGE_IN_FILE x10308 provenance "V10-ad4d2e3b9c5144b09c29" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10309 provenance "V10-9671982bda6e9047666b" V10_PASSAGE_IN_FILE x10310 provenance "V10-aac247bfd1b36664d0ea" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10311 provenance "V10-889f1d1436562c2f054d" V10_PASSAGE_IN_FILE x10312 provenance "V10-a47165c762d4c8f80000" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10313 provenance "V10-262127a4cb1e0da4263b" V10_PASSAGE_IN_FILE x10314 provenance "V10-4c570976dcdd129933a7" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10315 provenance "V10-a95f2e1cea03bf43299a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10316 provenance "V10-6c43a8f2f9cf23a1d9bb" V10_PASSAGE_IN_FILE x10317 provenance "V10-0dd0a75ba27ed53cfc0d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10318 provenance "V10-5946c2876151e65ccdca" V10_PASSAGE_IN_FILE x10319 provenance "V10-3665c9cda9eed734dd88" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10320 provenance "V10-08fc2213ec700dacfbcd" V10_PASSAGE_IN_FILE x10321 provenance "V10-7d058d3deca018577bb8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10322 provenance "V10-c3c960ec4f0b7ee7dfd2" V10_PASSAGE_IN_FILE x10323 provenance "V10-385964f0dc1f9039b47d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10324 provenance "V10-23c87c768a8026df16e2" V10_PASSAGE_IN_FILE x10325 provenance "V10-5de423a716d7a9424dfe" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10326 provenance "V10-ce493c5012ec2c707f21" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10327 provenance "V10-d7020edd3466ed8eff10" V10_PASSAGE_IN_FILE x10328 provenance "V10-37532c84200791c6278a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10329 provenance "V10-0a476fa4490295d2fbb4" V10_PASSAGE_IN_FILE x10330 provenance "V10-15a16f8abd94c97a0caa" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10331 provenance "V10-d1d64417de3add323c93" V10_PASSAGE_IN_FILE x10332 provenance "V10-494b657f77aa1d667fe5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10333 provenance "V10-1c5162e0be638e190599" V10_PASSAGE_IN_FILE x10334 provenance "V10-f5c710abcdda8410cc11" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10335 provenance "V10-8f24fbaa379dd5af760c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10336 provenance "V10-66488fb7041ce6460a07" V10_PASSAGE_IN_FILE x10337 provenance "V10-8174d2a951e0fd1d7f5b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10338 provenance "V10-a18ea369e18e842fdc07" V10_PASSAGE_IN_FILE x10339 provenance "V10-c8b22b09aab3e7fbbe56" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10340 provenance "V10-d357202686eb8e029357" V10_PASSAGE_IN_FILE x10341 provenance "V10-10932fec88b8c889272f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10342 provenance "V10-06cd4fb331c7ee38f0fb" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10343 provenance "V10-aa133030cc71b9a9a67f" V10_PASSAGE_IN_FILE x10344 provenance "V10-a9369e0cea58f44edf7e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10345 provenance "V10-5d5fccbd090601ae750c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10346 provenance "V10-1c00411cfd0b718e80ee" V10_PASSAGE_IN_FILE x10347 provenance "V10-6b9acde444a147b76137" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10348 provenance "V10-50f10521a979dfd179de" V10_PASSAGE_IN_FILE x10349 provenance "V10-f79c15c04dd693412e08" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10350 provenance "V10-0adb6ab000644e543fa1" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10351 provenance "V10-a17c900c6d54c7c420b2" V10_PASSAGE_IN_FILE x10352 provenance "V10-e874b9013cad39174958" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10353 provenance "V10-165d3ca61f2c060a0682" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10354 provenance "V10-53c4e2b123809bc192d8" V10_PASSAGE_IN_FILE x10355 provenance "V10-41058c7e65d5c9289cde" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10356 provenance "V10-8d89416fdc519099580b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10357 provenance "V10-93dcfdc4fd43bf224f21" V10_PASSAGE_IN_FILE x10358 provenance "V10-6b782407492c367178b0" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10359 provenance "V10-c43fd5c12cfe8d6a6d0c" V10_PASSAGE_IN_FILE x10360 provenance "V10-85435392c73b90cf731f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10361 provenance "V10-d047f1118587c286cd0b" V10_PASSAGE_IN_FILE x10362 provenance "V10-4a6cc89819fefc9f33a3" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10363 provenance "V10-f6a7c9f23557f1547725" V10_PASSAGE_IN_FILE x10364 provenance "V10-9f715f61b4827cf59fa4" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10365 provenance "V10-22fa6f3227a090f118cc" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10366 provenance "V10-963599c99391db028426" V10_PASSAGE_IN_FILE x10367 provenance "V10-8d1077104ab251730b40" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10368 provenance "V10-3662826f860091339b49" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10369 provenance "V10-8ab099bc012335834f22" V10_PASSAGE_IN_FILE x10370 provenance "V10-44641cd427d6bb4ab28b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10371 provenance "V10-eb38af7cad9b4e8b95b3" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10372 provenance "V10-df4fd713f8827a8c1029" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10373 provenance "V10-b0a87d1f441965f431a0" V10_PASSAGE_IN_FILE x10374 provenance "V10-e55090e9d6224627aa40" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10375 provenance "V10-74c44a5dc2313b527365" V10_PASSAGE_IN_FILE x10376 provenance "V10-e0655810f879f1acb5ca" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10377 provenance "V10-4bc902e885e13a70ad37" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10378 provenance "V10-7b30f3c4008fa531b066" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10379 provenance "V10-57b17e6880505960b04e" V10_PASSAGE_IN_FILE x10380 provenance "V10-06a3f7e9b83d9a8f0ff2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10381 provenance "V10-3d65d9ebaaeb3d65b194" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10382 provenance "V10-84067154b6abcc78d297" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10383 provenance "V10-52ab5fecb64a5eb028af" V10_PASSAGE_IN_FILE x10384 provenance "V10-579643033c5566026185" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10385 provenance "V10-421a20ac1645ccfec333" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10386 provenance "V10-914027af05c9ce6289fe" V10_PASSAGE_IN_FILE x10387 provenance "V10-880f5d35037afa57967e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10388 provenance "V10-abb839338c02ba09f5b2" V10_PASSAGE_IN_FILE x10389 provenance "V10-8faea089ccc2e7d4c8e5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10390 provenance "V10-cecd1fadc2ebf985c25d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10391 provenance "V10-bb6cc343d7b5c1cea0ae" V10_PASSAGE_IN_FILE x10392 provenance "V10-e878adc91325c676fb84" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10393 provenance "V10-9f2b4c3cafb34fcfd24b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10394 provenance "V10-681e76d7fdef9c51fadf" V10_PASSAGE_IN_FILE x10395 provenance "V10-2a66eab242312afeee42" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10396 provenance "V10-fdeaa792596837790350" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10397 provenance "V10-297c21c78d7e667ad9ea" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10398 provenance "V10-5fe1a5088d722616a176" V10_PASSAGE_IN_FILE x10399 provenance "V10-a61e0e740a84b7b6945a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10400 provenance "V10-4a32a5d89b51e718d502" V10_PASSAGE_IN_FILE x10401 provenance "V10-48b9ed403028f7c7c9c1" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10402 provenance "V10-aa43de0e760ee62c2342" V10_PASSAGE_IN_FILE x10403 provenance "V10-2ddee544ce5016e1790a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10404 provenance "V10-10a112ebc5e6d2a7117f" V10_PASSAGE_IN_FILE x10405 provenance "V10-1e93c023175a32ea023a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10406 provenance "V10-54a22392b6a335867b62" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10407 provenance "V10-347f228c754b6d1c894b" V10_PASSAGE_IN_FILE x10408 provenance "V10-e30f59ddac8bf69eaad0" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10409 provenance "V10-b030bc6cd6e5488fd8c2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10410 provenance "V10-9a50cee86b67712356a6" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10411 provenance "V10-a9dfcff340bbefce7fd6" V10_PASSAGE_IN_FILE x10412 provenance "V10-05d6a68c2a6d515920ff" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10413 provenance "V10-eac16c5f5c19833770c3" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10414 provenance "V10-5ec827eca32a5b30adc2" V10_PASSAGE_IN_FILE x10415 provenance "V10-d3ae267f9c20b5a3f6ee" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10416 provenance "V10-e4950959dd4855334eac" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10417 provenance "V10-87c096899608dbe27cc9" V10_PASSAGE_IN_FILE x10418 provenance "V10-2b30015386d05d90ab6b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10419 provenance "V10-ff6bcf1dfdfb1613e93e" V10_PASSAGE_IN_FILE x10420 provenance "V10-25f4b97312a31bba5911" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10421 provenance "V10-d489f5b89ccfb7102b46" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10422 provenance "V10-a5d06976faff59e1bc73" V10_PASSAGE_IN_FILE x10423 provenance "V10-ddc70f4bb63262b4b8aa" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10424 provenance "V10-f4264d13ff86b131e1b8" V10_PASSAGE_IN_FILE x10425 provenance "V10-d193401d63114f58064c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10426 provenance "V10-9b4a357b61dbdb508676" V10_PASSAGE_IN_FILE x10427 provenance "V10-cea0929fd5cea1b9a778" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10428 provenance "V10-b3fff3857844b69002ce" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10429 provenance "V10-231e6f37318ebdbe7ee4" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10430 provenance "V10-6f0735609077968dd4f2" V10_PASSAGE_IN_FILE x10431 provenance "V10-280e7376a53585951843" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10432 provenance "V10-7f94c030e91801be87e1" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10433 provenance "V10-aa9206a73c95134706fc" V10_PASSAGE_IN_FILE x10434 provenance "V10-e27adb566c2e936383fd" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10435 provenance "V10-35a545b650fb92db75c8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10436 provenance "V10-09bb14b692b2fcb7d05b" V10_PASSAGE_IN_FILE x10437 provenance "V10-b8a91ca83bc1b0f2d406" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10438 provenance "V10-8e2cb0e1177a30b337aa" V10_PASSAGE_IN_FILE x10439 provenance "V10-78aa90292de963fb07ef" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10440 provenance "V10-a96f96d3e5265ba47c6e" V10_PASSAGE_IN_FILE x10441 provenance "V10-d451d51c9ac3d6e5ff7f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10442 provenance "V10-6237dad7f8d6d4c3d60b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10443 provenance "V10-1adbe060b92db7af0c10" V10_PASSAGE_IN_FILE x10444 provenance "V10-42162b5a447e84602a9e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10445 provenance "V10-15d820bd293d16be8627" V10_PASSAGE_IN_FILE x10446 provenance "V10-92426a7bc994e827fb22" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10447 provenance "V10-a344f3bfd8d54b86ebd2" V10_PASSAGE_IN_FILE x10448 provenance "V10-6a6201ededb38c172185" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10449 provenance "V10-02d1f504fd7c0241f5d8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10450 provenance "V10-cb6a4185e1f3e9d7ed16" V10_PASSAGE_IN_FILE x10451 provenance "V10-c572968edf0974ff4155" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10452 provenance "V10-e5e6851f9bc4725fe06a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10453 provenance "V10-bdc330879d1493d724aa" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10454 provenance "V10-d63c34d40df98acdd9ae" V10_PASSAGE_IN_FILE x10455 provenance "V10-6fee6214ca85436e5aae" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10456 provenance "V10-1c5435485482d93780e9" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10457 provenance "V10-8778cb50210a8a96e0ff" V10_PASSAGE_IN_FILE x10458 provenance "V10-ce4263b3f4b1320c2c3e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10459 provenance "V10-3ff9db672d9c12a227ee" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10460 provenance "V10-bd26b1d3704761130d62" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10461 provenance "V10-55f6404da913293a970f" V10_PASSAGE_IN_FILE x10462 provenance "V10-f738877755f9fdad1179" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10463 provenance "V10-2ad5f021a4fa8960d528" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10464 provenance "V10-e2cad831943cbdfbb480" V10_PASSAGE_IN_FILE x10465 provenance "V10-0d62dd8245460433580c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10466 provenance "V10-adb3609e47a4fd02e1d2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10467 provenance "V10-a2fc6a0efa7d745418c5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10468 provenance "V10-4f0f78de59dd527f9eb4" V10_PASSAGE_IN_FILE x10469 provenance "V10-dac1a23c29687e17f808" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10470 provenance "V10-858c5b79f27f9cd675e2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10471 provenance "V10-9f4f1a38fc28817ddde2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10472 provenance "V10-02b6fc389b440c78799f" V10_PASSAGE_IN_FILE x10473 provenance "V10-a1a5acdaaf0f72981192" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10474 provenance "V10-75bea8566b77ba7ad321" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10475 provenance "V10-d7bbe1f9db374b15e986" V10_PASSAGE_IN_FILE x10476 provenance "V10-e143d4fbaca1295d6540" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10477 provenance "V10-35b668809b5ec5881a01" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10478 provenance "V10-8e1d139f5fbf0b83c24e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10479 provenance "V10-a07a561898e4b238951a" V10_PASSAGE_IN_FILE x10480 provenance "V10-daad1a247e87f32838bc" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10481 provenance "V10-450871d8488821301d91" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10482 provenance "V10-6d99994a1a25eff524fe" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10483 provenance "V10-5e7736da1ded9644dbcc" V10_PASSAGE_IN_FILE x10484 provenance "V10-8bed17aa10c8e4943ba7" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10485 provenance "V10-99d6370a8d78dbeaa60c" V10_PASSAGE_IN_FILE x10486 provenance "V10-939d148c11744b6d9173" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10487 provenance "V10-9b41fffb6d9134baf5b3" V10_PASSAGE_IN_FILE x10488 provenance "V10-d576276e4488ea1330c3" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10489 provenance "V10-f1ee65c549ebc3b7dc85" V10_PASSAGE_IN_FILE x10490 provenance "V10-125d94cd05c33a52666c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10491 provenance "V10-efeb78b6a6bdeb33eb43" V10_PASSAGE_IN_FILE x10492 provenance "V10-d63bc92ee58d35e306ee" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10493 provenance "V10-9b534306c69044d58cf6" V10_PASSAGE_IN_FILE x10494 provenance "V10-7238e26b0d093f5b2fa0" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10495 provenance "V10-b07902421e6e38cc8704" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10496 provenance "V10-d431b08dca8735399bd3" V10_PASSAGE_IN_FILE x10497 provenance "V10-1caf20abe89ee7935de0" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10498 provenance "V10-256a0b20cd5e3506ddcf" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10499 provenance "V10-9c7afc24827123492566" V10_PASSAGE_IN_FILE x10500 provenance "V10-3d2c30abdadd1f7382a1" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10501 provenance "V10-69c1f59f76ce0dc3bef9" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10502 provenance "V10-b4df6931441613bfdfcc" V10_PASSAGE_IN_FILE x10503 provenance "V10-7d12b535205e4d9c30b9" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10504 provenance "V10-62536d1a422a8280a717" V10_PASSAGE_IN_FILE x10505 provenance "V10-32395573903ed0cc846d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10506 provenance "V10-37514258d3d2ec1805b3" V10_PASSAGE_IN_FILE x10507 provenance "V10-7b5c7bb14e5d8efed2f4" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10508 provenance "V10-4776dfb68a9a9a37e92c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10509 provenance "V10-72cc0b2bece556ff186f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10510 provenance "V10-1b3b99db808a7b649b59" V10_PASSAGE_IN_FILE x10511 provenance "V10-d4c436f925f8bf872e86" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10512 provenance "V10-ca18f7028fcf8208810c" V10_PASSAGE_IN_FILE x10513 provenance "V10-7b2c20e5733725ff53cf" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10514 provenance "V10-24283f4e6429c01b68e4" V10_PASSAGE_IN_FILE x10515 provenance "V10-3c67a900276811c342fe" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10516 provenance "V10-eaf8fa02f9687ba2d6c9" V10_PASSAGE_IN_FILE x10517 provenance "V10-a3451fd40c634c31ba53" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10518 provenance "V10-24c9b2a8e6d68125e062" V10_PASSAGE_IN_FILE x10519 provenance "V10-0cb2a0f77eaa80a109b2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10520 provenance "V10-7039b1c5ced547e6c355" V10_PASSAGE_IN_FILE x10521 provenance "V10-894b597e37c5af844139" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10522 provenance "V10-faa5408de8b61a5d543d" V10_PASSAGE_IN_FILE x10523 provenance "V10-a8c0800760da4336235d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10524 provenance "V10-ada5d1ec973b3286a07e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10525 provenance "V10-657d743f31c483c3f55b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10526 provenance "V10-a8c975fef6dda6c43b80" V10_PASSAGE_IN_FILE x10527 provenance "V10-b420278eae940f82374f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10528 provenance "V10-626c568dc908d8446dd9" V10_PASSAGE_IN_FILE x10529 provenance "V10-cce05cf16a1b1025dca9" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10530 provenance "V10-3b8dea3868381e5250e2" V10_PASSAGE_IN_FILE x10531 provenance "V10-d7ac36079b3672afc85b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10532 provenance "V10-651fb0fd956f1c17f758" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10533 provenance "V10-1d80fb1979b5d9823d48" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10534 provenance "V10-6a2e2e6b01410235df6d" V10_PASSAGE_IN_FILE x10535 provenance "V10-80410c1139f61990fc29" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10536 provenance "V10-613cf7c5b66ddfdc5653" V10_PASSAGE_IN_FILE x10537 provenance "V10-85f5522ebf9ea1634fa8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10538 provenance "V10-d44ccd016d9f7f66f3da" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10539 provenance "V10-75d43ae47c1fc8d1e021" V10_PASSAGE_IN_FILE x10540 provenance "V10-e57bf446be745dee6bf2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10541 provenance "V10-cf84145eddfe136150b8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10542 provenance "V10-b544d98aab289abcbe8b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10543 provenance "V10-0c462008d5886c38dd1c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10544 provenance "V10-3ba73678766b87f304a2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10545 provenance "V10-cfe7ab3d5d337aa1cf4a" V10_PASSAGE_IN_FILE x10546 provenance "V10-70b6b5c4bac40abbca5d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10547 provenance "V10-c8f2f655eb25f9d0942b" V10_PASSAGE_IN_FILE x10548 provenance "V10-a2e370c07a1bc4c34628" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10549 provenance "V10-dfe9c12d42bd5ee3538f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10550 provenance "V10-c873d9fbdaceb6787b49" V10_PASSAGE_IN_FILE x10551 provenance "V10-ef20050d0feb81b934e5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10552 provenance "V10-bbb7b4b7cf0807d188f3" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10553 provenance "V10-63656d7639fa12878fc4" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10554 provenance "V10-addeaf9558a5d99021a7" V10_PASSAGE_IN_FILE x10555 provenance "V10-8dfef1a79b66ee13cebf" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10556 provenance "V10-284ba46622bfe3daf0dd" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10557 provenance "V10-6c98c1169a505356a76e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10558 provenance "V10-85c894a6a1f385c28c05" V10_PASSAGE_IN_FILE x10559 provenance "V10-7c9ccc6b5ec4182d3604" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10560 provenance "V10-d0443fdb208e3ca4ac6b" V10_PASSAGE_IN_FILE x10561 provenance "V10-06982f1b0cedca6c3864" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10562 provenance "V10-eefbba8b5135b613aa47" V10_PASSAGE_IN_FILE x10563 provenance "V10-2b29deed2c591b08a72e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10564 provenance "V10-3182fb81260c3b84dff2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10565 provenance "V10-4629696b6a322ae5b74c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10566 provenance "V10-af9bc67148edff09ce79" V10_PASSAGE_IN_FILE x10567 provenance "V10-60b062bade4c25f0e3d6" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10568 provenance "V10-59863c9e83486f0b7bf4" V10_PASSAGE_IN_FILE x10569 provenance "V10-98deb8d9cd8e9e35a663" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10570 provenance "V10-27233eb0d81ad6978a35" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10571 provenance "V10-7f924978b613b0493e83" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10572 provenance "V10-32974a592e66b0cf6ce1" V10_PASSAGE_IN_FILE x10573 provenance "V10-04e44d14160995e3126d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10574 provenance "V10-daa3b018772b2abbf5d3" V10_PASSAGE_IN_FILE x10575 provenance "V10-388611dbd9dc42de934e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10576 provenance "V10-1be15057ef9765487ccf" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10577 provenance "V10-ae3e70e3e4e131b00890" V10_PASSAGE_IN_FILE x10578 provenance "V10-f326d1b4c240d6c472d7" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10579 provenance "V10-437610157c2259a783f8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10580 provenance "V10-a72b81f3b32f5230c87d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10581 provenance "V10-6873a0ebf7be0db5901a" V10_PASSAGE_IN_FILE x10582 provenance "V10-e6cf2d5dbb164747fe9b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10583 provenance "V10-f38910ef7fc0fa6b0046" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10584 provenance "V10-1209e3f30682ba371597" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10585 provenance "V10-678e5d192200715b5b48" V10_PASSAGE_IN_FILE x10586 provenance "V10-ecb04690b5677770fcd8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10587 provenance "V10-8d87f85cc7446a5d908e" V10_PASSAGE_IN_FILE x10588 provenance "V10-e920c22f9d50f5a0240c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10589 provenance "V10-9385e715ddd1ba5f9a83" V10_PASSAGE_IN_FILE x10590 provenance "V10-cf587f5e6648d6b05389" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10591 provenance "V10-e56afca12570f42e8a78" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10592 provenance "V10-a787a2766b773922469f" V10_PASSAGE_IN_FILE x10593 provenance "V10-ed09d08e4a2e255c4116" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10594 provenance "V10-f0d5f2ee2bd19b949c61" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10595 provenance "V10-615379f674a348f0ec08" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10596 provenance "V10-14a4146b6512f8a68388" V10_PASSAGE_IN_FILE x10597 provenance "V10-f15fe45c31a421df42c8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10598 provenance "V10-4a8f22e22f1a8809b4c7" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10599 provenance "V10-069f85942289e5d6ee12" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10600 provenance "V10-1761bc1c3329620ea8d7" V10_PASSAGE_IN_FILE x10601 provenance "V10-f463c98d7644021f7797" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10602 provenance "V10-0a5c695c74730eb53c9a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10603 provenance "V10-d20313454d55403082cf" V10_PASSAGE_IN_FILE x10604 provenance "V10-b19f59e4d75807edef2a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10605 provenance "V10-c49ab766ea6afa48c571" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10606 provenance "V10-9f970cb0cf813e723d05" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10607 provenance "V10-a1432056548687e8f0b5" V10_PASSAGE_IN_FILE x10608 provenance "V10-ea906b63a3d0705b4876" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10609 provenance "V10-80376af4457968747f19" V10_PASSAGE_IN_FILE x10610 provenance "V10-49a62a3ee9cb2cac1de4" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10611 provenance "V10-3fa510650eadf0296d47" V10_PASSAGE_IN_FILE x10612 provenance "V10-684d2ec462e06b6c4eb4" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10613 provenance "V10-176455ae6b964969c445" V10_PASSAGE_IN_FILE x10614 provenance "V10-0cb4c8dd7eaeb1dccf67" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10615 provenance "V10-f4706f26210b35da46b4" V10_PASSAGE_IN_FILE x10616 provenance "V10-78a6e2f664012dc71009" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10617 provenance "V10-cd21724fdfe62d1af312" V10_PASSAGE_IN_FILE x10618 provenance "V10-7f6073593e57daa821e6" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10619 provenance "V10-8f6c73c195f56af8ecdd" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10620 provenance "V10-5e8aee3b49cae905c700" V10_PASSAGE_IN_FILE x10621 provenance "V10-56a29b5cbf689304f141" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10622 provenance "V10-4322a151790cffe3e8c7" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10623 provenance "V10-e46904cd134bb775c6d8" V10_PASSAGE_IN_FILE x10624 provenance "V10-8d612ed0cd3e944809f4" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10625 provenance "V10-b9b07df9b477ecd0ef96" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10626 provenance "V10-4c1c443502a3bc988624" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10627 provenance "V10-4e85ab4180d67143ac4c" V10_PASSAGE_IN_FILE x10628 provenance "V10-9f4eea84abe446740037" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10629 provenance "V10-45a84a47d110984e22fd" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10630 provenance "V10-ab7a375092013c1a6655" V10_PASSAGE_IN_FILE x10631 provenance "V10-a93c188737bff7baf94a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10632 provenance "V10-f45b00caaa95c3c94b81" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10633 provenance "V10-98d61c0b0c1700fc3572" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10634 provenance "V10-188876f56e65eb6a54f8" V10_PASSAGE_IN_FILE x10635 provenance "V10-c891d4058bf11ec40d57" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10636 provenance "V10-802c94a040f1c5e42369" V10_PASSAGE_IN_FILE x10637 provenance "V10-a0b6da84102d65391e31" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10638 provenance "V10-fa4852684c44154bb3dd" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10639 provenance "V10-abb6f2abbdacc3039a4d" V10_PASSAGE_IN_FILE x10640 provenance "V10-ebf6a892f8e739d0b836" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10641 provenance "V10-ebdf504682b0bec56dfb" V10_PASSAGE_IN_FILE x10642 provenance "V10-39f483502776a5d6f7b4" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10643 provenance "V10-25a366c113f639b8ad8d" V10_PASSAGE_IN_FILE x10644 provenance "V10-41868b6e1d96a0e7bc8d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10645 provenance "V10-d84d5881c097be76c452" V10_PASSAGE_IN_FILE x10646 provenance "V10-c07e744e4bd68c6d8473" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10647 provenance "V10-9e35d65b15cfda1a5e22" V10_PASSAGE_IN_FILE x10648 provenance "V10-0202247cef9aec6ec9ea" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10649 provenance "V10-275c8cf741381fa32668" V10_PASSAGE_IN_FILE x10650 provenance "V10-4bd5329a96f8f5ade697" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10651 provenance "V10-7008356c0be8139b455f" V10_PASSAGE_IN_FILE x10652 provenance "V10-ab88fca1d2c3b58d829c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10653 provenance "V10-eeb6f845bf80bd229bf8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10654 provenance "V10-4e8555a6a80291a14328" V10_PASSAGE_IN_FILE x10655 provenance "V10-74e5075a4611c279197b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10656 provenance "V10-ee74feeb0533cfb42bf4" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10657 provenance "V10-8e810cc154f28b0f049d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10658 provenance "V10-136af4addfea3a821d28" V10_PASSAGE_IN_FILE x10659 provenance "V10-b4246a6d28bc34c76c65" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10660 provenance "V10-0500359e168efcce69e8" V10_PASSAGE_IN_FILE x10661 provenance "V10-8d6f3ca33feab9019058" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10662 provenance "V10-18dd8e89d1720a962630" V10_PASSAGE_IN_FILE x10663 provenance "V10-b9d169c5c06edee80c07" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10664 provenance "V10-88dc5aaf3fafe619a640" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10665 provenance "V10-aad093138a598ee2cb8a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10666 provenance "V10-f421f8cb3322a4020ad1" V10_PASSAGE_IN_FILE x10667 provenance "V10-c726da5f79ae58ed71a7" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10668 provenance "V10-793f520ca77d7c79bb4a" V10_PASSAGE_IN_FILE x10669 provenance "V10-347462022b1fe29ad9ef" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10670 provenance "V10-212f2448b08299e98431" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10671 provenance "V10-3a304fb517f3a36f9d0d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10672 provenance "V10-b0fe673cf3cce1f2f54c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10673 provenance "V10-72d34ba803cf7116d130" V10_PASSAGE_IN_FILE x10674 provenance "V10-225898e73bb5bdefaf43" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10675 provenance "V10-0b6f430121dac693b8d8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10676 provenance "V10-b2a8eb43a3e9aff47f46" V10_PASSAGE_IN_FILE x10677 provenance "V10-062e94b707137614bf20" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10678 provenance "V10-6a44f2519f45b51a18ff" V10_PASSAGE_IN_FILE x10679 provenance "V10-4d2daa13ed0e60b177c1" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10680 provenance "V10-08936bce59cb6bebe80c" V10_PASSAGE_IN_FILE x10681 provenance "V10-dff0dfd54e5cc2aee075" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10682 provenance "V10-7734e6ad5f2890132962" V10_PASSAGE_IN_FILE x10683 provenance "V10-14c8234373d658f3b8d5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10684 provenance "V10-fb8d5883894c555b1ebb" V10_PASSAGE_IN_FILE x10685 provenance "V10-c0350fca4a8975e1dd7b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10686 provenance "V10-35b645f070e3ff45d989" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10687 provenance "V10-8c6fbd69ccd543a2a927" V10_PASSAGE_IN_FILE x10688 provenance "V10-6b3b42689f172beafa38" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10689 provenance "V10-d167b2873e7ff509c0c5" V10_PASSAGE_IN_FILE x10690 provenance "V10-d8655f171970df6677e1" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10691 provenance "V10-ab041e904941036b974e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10692 provenance "V10-8e5f9597b300be27026f" V10_PASSAGE_IN_FILE x10693 provenance "V10-4f180ac312a13e212f0a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10694 provenance "V10-eaff0752740ef3ba39e9" V10_PASSAGE_IN_FILE x10695 provenance "V10-e5836308c2d3b9187345" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10696 provenance "V10-d95bde5d71872fdedff2" V10_PASSAGE_IN_FILE x10697 provenance "V10-75ff7526dffaf9f42ccb" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10698 provenance "V10-82e5db6f239c169788a2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10699 provenance "V10-8600ea14fdf4b0f29984" V10_PASSAGE_IN_FILE x10700 provenance "V10-bb5fe1d203e3a43640a5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10701 provenance "V10-bf0b98ab7f51b8794f38" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10702 provenance "V10-4e542a48dc0fe235206d" V10_PASSAGE_IN_FILE x10703 provenance "V10-d09b1cd4f56ca95901c8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10704 provenance "V10-f05b944ace1b629c8c38" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10705 provenance "V10-78780bd17ec38d43a661" V10_PASSAGE_IN_FILE x10706 provenance "V10-bf261b883333d1bbc642" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10707 provenance "V10-b2b588f663c94e24d15f" V10_PASSAGE_IN_FILE x10708 provenance "V10-ad02f7498f90611890fd" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10709 provenance "V10-431551152f8b4c68d77a" V10_PASSAGE_IN_FILE x10710 provenance "V10-a51c8d5257502b0f85e6" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10711 provenance "V10-043db6846a2ce32d6360" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10712 provenance "V10-368deebb92d986caa938" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10713 provenance "V10-524c042574a7bf8fc1e1" V10_PASSAGE_IN_FILE x10714 provenance "V10-32479647997cda7e85dd" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10715 provenance "V10-bc60ffe0c72d22f15044" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10716 provenance "V10-b518db87ca1e74303139" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10717 provenance "V10-62a433ac0f0c608f649b" V10_PASSAGE_IN_FILE x10718 provenance "V10-25ac6f3f8e9ec535ee79" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10719 provenance "V10-980fa11edb9c56794400" V10_PASSAGE_IN_FILE x10720 provenance "V10-896e4cb5b46fa05b3b43" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10721 provenance "V10-d8cbaeb7f5c19989fa0e" V10_PASSAGE_IN_FILE x10722 provenance "V10-110718fc074444dc15e0" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10723 provenance "V10-2c59f6bb7e42f06572e0" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10724 provenance "V10-693f2a629762f8d7149f" V10_PASSAGE_IN_FILE x10725 provenance "V10-5780609fde9d73f3e225" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10726 provenance "V10-5123388864617e08eea5" V10_PASSAGE_IN_FILE x10727 provenance "V10-b8c682b118de24c8da55" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10728 provenance "V10-7575bf6b2ed35af4d15e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10729 provenance "V10-0ef33d36e280803735ee" V10_PASSAGE_IN_FILE x10730 provenance "V10-84a3f1fe28cff4bc12fc" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10731 provenance "V10-375837efe7a0d052f123" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10732 provenance "V10-a3c22af8f04ebdf98489" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10733 provenance "V10-63ab1b6a255913c562d6" V10_PASSAGE_IN_FILE x10734 provenance "V10-db854fc35d241f77d37f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10735 provenance "V10-09363e9afab6f38878e2" V10_PASSAGE_IN_FILE x10736 provenance "V10-f12db50046f13ca7658c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10737 provenance "V10-83483a31c7011c017eaf" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10738 provenance "V10-51248a70a740c5912eff" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10739 provenance "V10-39386e1b850a8307e410" V10_PASSAGE_IN_FILE x10740 provenance "V10-8229ecb3ef74b8811627" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10741 provenance "V10-ed445cc69ddb370287c8" V10_PASSAGE_IN_FILE x10742 provenance "V10-23017ca22dc37ea2ffa9" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10743 provenance "V10-b40d3d1a6f271b78ab10" V10_PASSAGE_IN_FILE x10744 provenance "V10-21b69991680be8148922" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10745 provenance "V10-66ee1aa596638542f7ad" V10_PASSAGE_IN_FILE x10746 provenance "V10-afaadf7ae8a6c757245b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10747 provenance "V10-0ef6613e1291a1851a63" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10748 provenance "V10-a42b6a0d2115196bfaf9" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10749 provenance "V10-6c027c6fb48af39460b8" V10_PASSAGE_IN_FILE x10750 provenance "V10-abb58bf116c8df026cb1" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10751 provenance "V10-4d5cb14f8e4802e14ab2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10752 provenance "V10-f69c0674d8f3e9875f31" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10753 provenance "V10-60e767b208061dd0b93f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10754 provenance "V10-92605e7487c626ff39ee" V10_PASSAGE_IN_FILE x10755 provenance "V10-f4f14654a2ad2efeb477" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10756 provenance "V10-f5dc51d0065a8d5e3093" V10_PASSAGE_IN_FILE x10757 provenance "V10-017132c6cced90ec9e32" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10758 provenance "V10-c371863c49753d55971a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10759 provenance "V10-9eb82216fec8b13f1c0b" V10_PASSAGE_IN_FILE x10760 provenance "V10-332550be0e9bc83df9f5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10761 provenance "V10-90c7ffcf75803f3bca13" V10_PASSAGE_IN_FILE x10762 provenance "V10-e185e6299d2abe906410" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10763 provenance "V10-a2a799945af8784fb833" V10_PASSAGE_IN_FILE x10764 provenance "V10-964809a63bfa6d402928" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10765 provenance "V10-37597d8b2c4bc205dfe2" V10_PASSAGE_IN_FILE x10766 provenance "V10-87f9570d95f91ef247e6" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10767 provenance "V10-c03667ed9fad608faa3d" V10_PASSAGE_IN_FILE x10768 provenance "V10-858ce45b5e7243585358" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10769 provenance "V10-39a8e403d64fdbd7b591" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10770 provenance "V10-4eb68ddd75b0276c5ea3" V10_PASSAGE_IN_FILE x10771 provenance "V10-8b3ea7a26a3aa3dbd91f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10772 provenance "V10-e766cbb9d10f66c822da" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10773 provenance "V10-9252b4d6e660b3f078dc" V10_PASSAGE_IN_FILE x10774 provenance "V10-d0b112d96cf0e16850e6" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10775 provenance "V10-44fecaeab35a9d528dcb" V10_PASSAGE_IN_FILE x10776 provenance "V10-be24cd1fa99303182acd" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10777 provenance "V10-d051fbd95d46f2060b47" V10_PASSAGE_IN_FILE x10778 provenance "V10-7c31d8e943065a4b830c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10779 provenance "V10-9322cafe50b3dff42b4f" V10_PASSAGE_IN_FILE x10780 provenance "V10-29a2908354feebbe665f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10781 provenance "V10-a7c4516232235e8cab4d" V10_PASSAGE_IN_FILE x10782 provenance "V10-4559de54f58d905f869a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10783 provenance "V10-ab80a76417c094b98dd0" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10784 provenance "V10-512a38fb01689998d43c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10785 provenance "V10-d0d93d5cbde83b7e883e" V10_PASSAGE_IN_FILE x10786 provenance "V10-8be4c7d574a6c025c768" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10787 provenance "V10-4fb9178595525ac6eceb" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10788 provenance "V10-56680363252ae9f50d4e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10789 provenance "V10-11ea3b536f4f4c933be0" V10_PASSAGE_IN_FILE x10790 provenance "V10-0ea21a14fe9178aa6370" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10791 provenance "V10-8bbeb8261d1d7e1bb3df" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10792 provenance "V10-b9c8b222c68c74562d56" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10793 provenance "V10-3eb26002cba3418f4a37" V10_PASSAGE_IN_FILE x10794 provenance "V10-ba5def807a5cf2d18fda" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10795 provenance "V10-5b8c2d7d5d387e41c356" V10_PASSAGE_IN_FILE x10796 provenance "V10-baaa4726a584362cb28f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10797 provenance "V10-173a945a8407c6cecdc5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10798 provenance "V10-b1b874c1b1700a1feb8b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10799 provenance "V10-77698de28eddde9042c9" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10800 provenance "V10-944408616569e89eacd2" V10_PASSAGE_IN_FILE x10801 provenance "V10-4a71fdb5707ec7334faa" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10802 provenance "V10-609ea511fcac8580a273" V10_PASSAGE_IN_FILE x10803 provenance "V10-cc654bd36bfa0fcd6bf5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10804 provenance "V10-ab9ed97d13d636abe6ad" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10805 provenance "V10-8a78834b676388ee7fa5" V10_PASSAGE_IN_FILE x10806 provenance "V10-bf9700ccda81407fda11" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10807 provenance "V10-54f6dcdce12f04d5e75d" V10_PASSAGE_IN_FILE x10808 provenance "V10-c8b1369d5f778aa7781f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10809 provenance "V10-22ed00687dc422341e6c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10810 provenance "V10-f3286b5251fc8c1d705b" V10_PASSAGE_IN_FILE x10811 provenance "V10-67b44b33de332def4eeb" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10812 provenance "V10-f0e6edffed2c4fc3d377" V10_PASSAGE_IN_FILE x10813 provenance "V10-8d913574fd81bcbb815d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10814 provenance "V10-e8a05035c0c7890a5296" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10815 provenance "V10-a11cca0d936ebca5de87" V10_PASSAGE_IN_FILE x10816 provenance "V10-cd970771a45bc5d2ab86" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10817 provenance "V10-ce538ca8d8f1aefa3d64" V10_PASSAGE_IN_FILE x10818 provenance "V10-02d0d52b6ebfee3aa6ad" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10819 provenance "V10-364206ae57cf864ac049" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10820 provenance "V10-243553d2c2e5694504fa" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10821 provenance "V10-38edf795bdb3199d6146" V10_PASSAGE_IN_FILE x10822 provenance "V10-d7aceca530638b104478" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10823 provenance "V10-a0fbeb2018d3f4f6b399" V10_PASSAGE_IN_FILE x10824 provenance "V10-0cc38b21bdac207af5eb" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10825 provenance "V10-b424dff0260cde604a6e" V10_PASSAGE_IN_FILE x10826 provenance "V10-a94d08dd99b7b1604873" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10827 provenance "V10-3ca9d8e694fe95faef9c" V10_PASSAGE_IN_FILE x10828 provenance "V10-16cb0448296e7ed55724" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10829 provenance "V10-c64e75f72bdc0bd7ef58" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10830 provenance "V10-ad69ce002383c82864bb" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10831 provenance "V10-cf7e182d4d9df86ed64e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10832 provenance "V10-aee0601d9eea04831855" V10_PASSAGE_IN_FILE x10833 provenance "V10-0f9c4314809038feb1d8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10834 provenance "V10-3e920c47c6a12f5f7ace" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10835 provenance "V10-99902eb04c57c8801b12" V10_PASSAGE_IN_FILE x10836 provenance "V10-ebd170705c6a325a50af" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10837 provenance "V10-d78b959eb8d1532f089b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10838 provenance "V10-2320a2cde7433c6dfc39" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10839 provenance "V10-e7ff327a9cca60cada7a" V10_PASSAGE_IN_FILE x10840 provenance "V10-0d7f1b24769ff01ce00c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10841 provenance "V10-0a8abb5cfd7e6a2af435" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10842 provenance "V10-e028c55fc9d6b8303d33" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10843 provenance "V10-672c4071ec997242e1f3" V10_PASSAGE_IN_FILE x10844 provenance "V10-1e943e9d89ef40f9a8ee" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10845 provenance "V10-3d0b92b51698c8d03cf1" V10_PASSAGE_IN_FILE x10846 provenance "V10-30d268522f01d17cf4ce" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10847 provenance "V10-a4f2717077758d397c51" V10_PASSAGE_IN_FILE x10848 provenance "V10-7b6df58ec5ef6deffb83" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10849 provenance "V10-64318fd10cca15334ef6" V10_PASSAGE_IN_FILE x10850 provenance "V10-b488153bcbcf41c7f1f5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10851 provenance "V10-2a026ea610a837f5c06d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10852 provenance "V10-7f35f9f78bd55495569a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10853 provenance "V10-40079e76ae3864a46d26" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10854 provenance "V10-07084b70f2fc1dcb7f68" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10855 provenance "V10-f39ef1458f9016d5d0ab" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10856 provenance "V10-d0d9aa148406c6c38103" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10857 provenance "V10-6b1ba136d99abd0ecf55" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10858 provenance "V10-0d4e746de8adc0dbf68a" V10_PASSAGE_IN_FILE x10859 provenance "V10-4f26358c698263c50509" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10860 provenance "V10-3ff0d9ca13d992c214e3" V10_PASSAGE_IN_FILE x10861 provenance "V10-b4c554a3b003a98aa0de" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10862 provenance "V10-83ec9de82cfb9276b920" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10863 provenance "V10-8a70c1aa3a3b7cc38298" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10864 provenance "V10-97b453c98cdee11ee2c3" V10_PASSAGE_IN_FILE x10865 provenance "V10-5db2f3e7d25248e0b3a5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10866 provenance "V10-c8a3cac23daec06a7d7f" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10867 provenance "V10-170c65443ba261a2b47d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10868 provenance "V10-218fe29b35a9ceaa3ac3" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10869 provenance "V10-f7736d987a585b1f4681" V10_PASSAGE_IN_FILE x10870 provenance "V10-87e05123ff35787e0845" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10871 provenance "V10-eefde3579ff75093d51a" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10872 provenance "V10-e174346b328fd73f5b32" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10873 provenance "V10-841f7dfb229ed17bca44" V10_PASSAGE_IN_FILE x10874 provenance "V10-fa7d639bd34971eaf8a8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10875 provenance "V10-091612937adda848ab10" V10_PASSAGE_IN_FILE x10876 provenance "V10-16f8f8d4e95d4798a63c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10877 provenance "V10-b537cab6da1f2e38e2da" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10878 provenance "V10-75a7d5bd0dffffb74bf8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10879 provenance "V10-c0b5f0a2e27ad6e1aaf8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10880 provenance "V10-d68c785e285bf8773247" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10881 provenance "V10-17f31722a28f67e753ba" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10882 provenance "V10-16c8c5c67bb1ee91ddfe" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10883 provenance "V10-809fe7563e94f287fe64" V10_PASSAGE_IN_FILE x10884 provenance "V10-071e457004d3cb025287" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10885 provenance "V10-3f25df257613ffce2e10" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10886 provenance "V10-d64d86f298df1c483d90" V10_PASSAGE_IN_FILE x10887 provenance "V10-bc7e6adaaecda28145f6" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10888 provenance "V10-9feb78dbe3f3610360eb" V10_PASSAGE_IN_FILE x10889 provenance "V10-7049fe840d9fc0a637fc" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10890 provenance "V10-32d7ad6de7de38cea3b3" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10891 provenance "V10-671c32c250a61451e1c4" V10_PASSAGE_IN_FILE x10892 provenance "V10-0c230dcdd8db207eeb36" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10893 provenance "V10-ef1a4d2b84794c559e77" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10894 provenance "V10-b01e330402ff39967eac" V10_PASSAGE_IN_FILE x10895 provenance "V10-35d380a1a0afd4aeaf8b" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10896 provenance "V10-67a76ceea3fb889fd962" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10897 provenance "V10-e88c7b403a7291f27e75" V10_PASSAGE_IN_FILE x10898 provenance "V10-77b64dd15c9bc7a564c2" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10899 provenance "V10-e5a614bf7d966f1a4bb5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10900 provenance "V10-ff666b04e1623a9473a0" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10901 provenance "V10-fda071ecb852c7ea4794" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10902 provenance "V10-90cca030b3c1b631ac9b" V10_PASSAGE_IN_FILE x10903 provenance "V10-47b08cd15359df38d6f8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10904 provenance "V10-5c1fb52acc1325c43632" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10905 provenance "V10-359c1e4a16c917ce6f29" V10_PASSAGE_IN_FILE x10906 provenance "V10-d1a019f1a3ec054c110c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10907 provenance "V10-e3fdb4f0779440b2b848" V10_PASSAGE_IN_FILE x10908 provenance "V10-5539ac9767b17234b7e5" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10909 provenance "V10-a00dd38bf22042c6756c" V10_PASSAGE_IN_FILE x10910 provenance "V10-7b68758622f7e17041ce" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10911 provenance "V10-d442b8b275dc0decaf77" V10_PASSAGE_IN_FILE x10912 provenance "V10-2cb28feb6dde3e935a29" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10913 provenance "V10-6e03e86932b8afa9b796" V10_PASSAGE_IN_FILE x10914 provenance "V10-ad7a331afc681ae7f627" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10915 provenance "V10-5f2f1bfed270f0e0f271" V10_PASSAGE_IN_FILE x10916 provenance "V10-007434bad22c10521807" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10917 provenance "V10-941129dcd2ad19ae46ef" V10_PASSAGE_IN_FILE x10918 provenance "V10-8ded9075e2d9c700d808" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10919 provenance "V10-1155581b57c46a4d8012" V10_PASSAGE_IN_FILE x10920 provenance "V10-d7a5c72afb2d173fe154" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10921 provenance "V10-0f170a625bdd4139cc8e" V10_PASSAGE_IN_FILE x10922 provenance "V10-10f38f3b51a7d66c6dc8" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10923 provenance "V10-fd478691f558b67fd944" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10924 provenance "V10-8ef4428d2e99b154fd00" V10_PASSAGE_IN_FILE x10925 provenance "V10-2092e649531f47ccab73" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10926 provenance "V10-270ca3fd3ccfa4c9978c" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10927 provenance "V10-bb26f637eaf1a7e197be" V10_PASSAGE_IN_FILE x10928 provenance "V10-e7c533577a6849d35ce7" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10929 provenance "V10-a03a742d531bbeb41306" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10930 provenance "V10-3cf4eec13559986b29ed" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10931 provenance "V10-b1517e39be2d8110cfca" V10_PASSAGE_IN_FILE x10932 provenance "V10-a00daaf65d410ae81611" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10933 provenance "V10-533317cb5a6781e488ae" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10934 provenance "V10-56494af64d6b08d9646d" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10935 provenance "V10-e87786eb8e101aecb91c" V10_PASSAGE_IN_FILE x10936 provenance "V10-d224f4e42bb5894ca84e" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10937 provenance "V10-078eac0f83f85945a358" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10938 provenance "V10-a93f87d92ffc88159700" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10939 provenance "V10-c4a40bc7d89b39ca7ad8" V10_PASSAGE_IN_FILE x10940 provenance "V10-275ea79b8f21565801e6" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10941 provenance "V10-aa25d1d2ff964a835f27" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10942 provenance "V10-6ce5ecabb03827355454" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10943 provenance "V10-19cf92932873e91ecb08" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10944 provenance "V10-ef6c290774eb42362f83" Literal source locator/citation in active reader text, not an automated validation verdict. V10_EXPLICIT_SOURCE_USE x10945 provenance "V11-6ca09e708cc37cf37dfa154a" EDITION:V11 V11_EDITION_OF x10946 provenance "V11-d636fea81c88b572450256a4" EDITION:V11 V11_REVISES_EDITION Editorial changes, chapter relocation and book metadata; no new empirical replication x10947 provenance "V11-451e5d8b5c43dd0244828046" EDITION:V11 V11_CHAPTER_IN_EDITION x10948 classification "V11-36f04ca463efd372f65e1e78" EDITION:V11 V11_SYNTHESIS_THEME Editorial organization x10949 classification "V11-ba49a6cc262a539d28a6e63e" EDITION:V11 V11_SYNTHESIS_THEME Editorial organization x10950 classification "V11-bf9d11f6409f641074a8d48f" EDITION:V11 V11_SYNTHESIS_THEME Editorial organization x10951 classification "V11-8ce3a49a7e6d162d6e4f19dc" EDITION:V11 V11_SYNTHESIS_THEME Editorial organization x10952 classification "V11-4de4549444608aee415fe27e" EDITION:V11 V11_SYNTHESIS_THEME Editorial organization x10953 classification "V11-6c8d39928087e34b6c78a68b" EDITION:V11 V11_SYNTHESIS_THEME Editorial organization x10954 classification "V11-8a3e0b633bd4c8646a65f5cc" EDITION:V11 V11_SYNTHESIS_THEME Editorial organization x10955 classification "V11-7d333ad476be85f63156a349" EDITION:V11 V11_SYNTHESIS_THEME Editorial organization x10956 classification "V11-02dfda827a1ecbb3c5a0f58e" EDITION:V11 V11_SYNTHESIS_THEME Editorial organization x10957 provenance "V11-8eb297c628a3760ec0ae44a2" EDITION:V11 V11_PUBLICATION_IDENTIFIES_SOURCE_VOLUME x10958 provenance "V11-bc5c22199c4dd691bcf1b82a" EDITION:V11 V11_PUBLICATION_IDENTIFIES_SOURCE_VOLUME x10959 provenance "V11-59c2f860f1daaa185bd83c35" EDITION:V11 V11_PUBLICATION_IDENTIFIES_SOURCE_VOLUME x10960 provenance "V11-6b0588d95cfcdc58902f3293" EDITION:V11 V11_PUBLICATION_IDENTIFIES_SOURCE_VOLUME x10961 provenance "V11-287300b9a6212f4874f8a4eb" EDITION:V11 V11_PUBLICATION_IDENTIFIES_SOURCE_VOLUME x10962 provenance "V11-b46f3b1814135d7e7c9c0ae1" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x10963 provenance "V11-1e340026629df00bdc4a2fbb" EDITION:V11 V11_REVISES_SOURCE_FILE false x10964 provenance "V11-1a601df01a8e41a06baeaa61" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x10965 provenance "V11-0dfacf648da445a0ae91ea82" EDITION:V11 V11_REVISES_SOURCE_FILE true x10966 provenance "V11-e3f3d2e546de8343b937e4b1" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x10967 provenance "V11-a1be5245cc604e4a5e985f48" EDITION:V11 V11_REVISES_SOURCE_FILE false x10968 provenance "V11-89c2e3e61559cdcdc42ebb13" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x10969 provenance "V11-0ae2706c534e065834c10f91" EDITION:V11 V11_REVISES_SOURCE_FILE false x10970 provenance "V11-739223378c45aa08cf04805d" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x10971 provenance "V11-d058eac6a512c945e4bee467" EDITION:V11 V11_REVISES_SOURCE_FILE false x10972 actual "V11-c31023fd1c5103f33702b68a" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10973 actual "V11-7e1cb8a328ddb969d1b0c398" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10974 actual "V11-d2e9f5b25b67865a820f2dd1" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10975 actual "V11-b639d0bf3fbe33c0d928eee3" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10976 actual "V11-a95447b5761dc79064b2b1d9" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10977 provenance "V11-dffcde79c532e0413284f210" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x10978 actual "V11-05c6748000c1514b586a2314" EDITION:V11 V11_FILE_IN_CHAPTER x10979 provenance "V11-2560e5181cc3f19b5bd5b8f5" EDITION:V11 V11_REVISES_SOURCE_FILE false x10980 actual "V11-3516ed8e4bc6a383ba0c6ebc" autocite EDITION:V11 17 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10981 actual "V11-f949be83335ad187208ac9f3" autocite EDITION:V11 100 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10982 actual "V11-227c9943a35ee850933b6a35" autocite EDITION:V11 136 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10983 actual "V11-6a39bacd15357951e81c32b7" autocite EDITION:V11 19 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10984 actual "V11-bf5efc9ef8ebfed29f49c6bd" autocite EDITION:V11 33 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10985 actual "V11-01e746883f5001c19e56d48e" autocite EDITION:V11 86 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10986 actual "V11-9a8b424560e3fa75b30a8998" autocite EDITION:V11 35 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10987 actual "V11-c94749473eccc6214f277b14" autocite EDITION:V11 53 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10988 actual "V11-bd5d5505bfba15e6da1e4fbf" autocite EDITION:V11 55 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10989 actual "V11-3af52bc57fc9ef11edb16f5a" autocite EDITION:V11 86 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10990 actual "V11-4c8781377dc13a6d4eadecab" autocite EDITION:V11 71 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10991 actual "V11-6c83d482f167f5026fea0831" autocite EDITION:V11 98 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10992 actual "V11-02d359dae256078c8ff981a3" autocite EDITION:V11 118 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10993 actual "V11-a4f1d8016d9eec72acffaec1" autocite EDITION:V11 120 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10994 actual "V11-a33adae2d4079c8dd41d071d" autocite EDITION:V11 136 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10995 actual "V11-ca75d91dcb41d4bfa4f84c64" autocite EDITION:V11 148 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x10996 provenance "V11-a2279bc11a766532db49e06b" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x10997 actual "V11-b977ad0bba80dd89314a246f" EDITION:V11 V11_FILE_IN_CHAPTER x10998 provenance "V11-e7d5297ae43ce591bc6b2ef6" EDITION:V11 V11_REVISES_SOURCE_FILE true x10999 provenance "V11-d0f311bb7f65cceea81c98d7" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11000 actual "V11-a6233d2f4653061ea72897b6" EDITION:V11 V11_FILE_IN_CHAPTER x11001 provenance "V11-10b887ec4f16dc9185a4b932" EDITION:V11 V11_REVISES_SOURCE_FILE true x11002 provenance "V11-4e10e12ddd32f83b7b380938" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11003 provenance "V11-c7ddf8568f974da52d636899" EDITION:V11 V11_REVISES_SOURCE_FILE true x11004 actual "V11-1854c569a078131c8ddb74d4" workref EDITION:V11 29 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11005 provenance "V11-d60914a4f62d4f929292af5d" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11006 provenance "V11-b7d6bdad764e759bd59006bc" EDITION:V11 V11_REVISES_SOURCE_FILE true x11007 actual "V11-02fb3f8c612a8d6ff7813266" workref EDITION:V11 30 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11008 provenance "V11-8da109a6a28ba6a21e4c0ee8" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11009 actual "V11-05fd70684815fc230d82d456" EDITION:V11 V11_FILE_IN_CHAPTER x11010 provenance "V11-55b6ec706617f91049d970a8" EDITION:V11 V11_REVISES_SOURCE_FILE true x11011 provenance "V11-9914263f17ba72608a5449db" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11012 actual "V11-d3dafa38b59aae991d144591" EDITION:V11 V11_FILE_IN_CHAPTER x11013 provenance "V11-b81aac4e392f63324ea6eaaa" EDITION:V11 V11_REVISES_SOURCE_FILE true x11014 provenance "V11-8564c47bc0fbd8673b1c7a18" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11015 actual "V11-32ded76d5992987f80dc6083" EDITION:V11 V11_FILE_IN_CHAPTER x11016 provenance "V11-2f4938e835add71fda8d72c4" EDITION:V11 V11_REVISES_SOURCE_FILE true x11017 provenance "V11-70edab70de40225822f4cea0" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11018 actual "V11-6d8896024c6f7c9a5965a3a4" EDITION:V11 V11_FILE_IN_CHAPTER x11019 provenance "V11-7797ec549405fa4bf4ea7b62" EDITION:V11 V11_REVISES_SOURCE_FILE true x11020 provenance "V11-3907dbb2c067a9cb18e1cba9" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11021 actual "V11-3e5b72eaf62be522e722199d" EDITION:V11 V11_FILE_IN_CHAPTER x11022 provenance "V11-3f157eed5059fd5ac3c06509" EDITION:V11 V11_REVISES_SOURCE_FILE false x11023 actual "V11-17d860e1cb27de35b047f362" autocite EDITION:V11 19 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11024 actual "V11-4dfa21b6e33c56ce7c6935a9" autocite EDITION:V11 19 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11025 actual "V11-b17baf239ce0f0ea957e66a5" autocite EDITION:V11 79 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11026 actual "V11-11baf39e829b03827df10ce2" autocite EDITION:V11 33 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11027 actual "V11-9849e53ef0111c59b6c4a0fa" autocite EDITION:V11 37 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11028 actual "V11-354597895a3a3e0bb9553e33" autocite EDITION:V11 47 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11029 actual "V11-378b69f2cd11b2036922072a" autocite EDITION:V11 47 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11030 actual "V11-28e4051f2aec0d1869f58db5" autocite EDITION:V11 121 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11031 actual "V11-1b41b48db7abf5acf5cc743d" autocite EDITION:V11 65 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11032 actual "V11-d347da4222d95e116c423b60" autocite EDITION:V11 65 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11033 actual "V11-f7e7ffe9a08092ca302e5635" autocite EDITION:V11 100 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11034 actual "V11-1e4ef1b2fa35154c8522b429" osmanicite EDITION:V11 87 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11035 actual "V11-9be437a00f02d493c39ebc34" osmanicite EDITION:V11 87 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11036 actual "V11-912863c2f3823c001f99a646" autocite EDITION:V11 100 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11037 actual "V11-5dbe71063beb1d805b1513cc" autocite EDITION:V11 121 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11038 actual "V11-943e75ea821404717963234c" oroszcite EDITION:V11 142 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11039 provenance "V11-c64a593d3b58bb7f82d1b2c1" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11040 actual "V11-a4b00b36129bbce0a576868f" EDITION:V11 V11_FILE_IN_CHAPTER x11041 provenance "V11-49ff55173142f04e9ae941d2" EDITION:V11 V11_REVISES_SOURCE_FILE true x11042 provenance "V11-ea0c7e142dd8b5ae9e53a385" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11043 actual "V11-5b98591bd643bc245245b395" EDITION:V11 V11_FILE_IN_CHAPTER x11044 provenance "V11-c004049bc2cd1e5a65a08c1c" EDITION:V11 V11_REVISES_SOURCE_FILE true x11045 provenance "V11-4f90fe6edf249b9f29c264e5" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11046 provenance "V11-11492ceaff2d0182c39b0deb" EDITION:V11 V11_REVISES_SOURCE_FILE true x11047 actual "V11-2a0e1367ca4446821ced775c" workref EDITION:V11 35 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11048 provenance "V11-97a2812a9a13212ecb1a5142" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11049 actual "V11-02bdc35c058ae827109f31d6" EDITION:V11 V11_FILE_IN_CHAPTER x11050 provenance "V11-2be00d6d10f9b9d1fe89a944" EDITION:V11 V11_REVISES_SOURCE_FILE true x11051 provenance "V11-1c17e18270b3ec87f7f6e020" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11052 provenance "V11-55c7bc497c06e3ff0a7bad58" EDITION:V11 V11_REVISES_SOURCE_FILE true x11053 actual "V11-6d82a6749bd0e7cdcf5c830c" workref EDITION:V11 28 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11054 provenance "V11-a15dabdfc39fce76bbb54040" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11055 actual "V11-f6f38581c160167b7a70c4d9" EDITION:V11 V11_FILE_IN_CHAPTER x11056 provenance "V11-67c0ffd29cf24cc23c2c4641" EDITION:V11 V11_REVISES_SOURCE_FILE true x11057 provenance "V11-1d60be7f8d71e8b7ba8f2e5a" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11058 actual "V11-2b30b0e16fd034d443036e5b" EDITION:V11 V11_FILE_IN_CHAPTER x11059 provenance "V11-c7d076278ff16a57897109f1" EDITION:V11 V11_REVISES_SOURCE_FILE true x11060 provenance "V11-4495791375075a0be01fa6c9" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11061 actual "V11-39abbf79e8dc7b1815c762de" EDITION:V11 V11_FILE_IN_CHAPTER x11062 provenance "V11-55b6832d59e6470418dddd94" EDITION:V11 V11_REVISES_SOURCE_FILE true x11063 provenance "V11-0e0e3586bb57c8b53e93c298" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11064 actual "V11-d33918b022eea979490f82e8" EDITION:V11 V11_FILE_IN_CHAPTER x11065 provenance "V11-d7f5ac04233286f2c099b548" EDITION:V11 V11_REVISES_SOURCE_FILE false x11066 actual "V11-471f4b6b6d649f498c0a81b2" autocite EDITION:V11 13 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11067 actual "V11-81211258ad6202a60667f69a" autocite EDITION:V11 13 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11068 actual "V11-5ff06dc76c39e45cc09d1aae" autocite EDITION:V11 79 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11069 actual "V11-b0ac4fa4738b44f493693e0d" autocite EDITION:V11 28 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11070 actual "V11-9e6c1e0fd171956a305bbe08" autocite EDITION:V11 28 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11071 actual "V11-09e831dbda36281446d73f9d" autocite EDITION:V11 36 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11072 actual "V11-ef76c62016546d5ea9889075" autocite EDITION:V11 71 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11073 actual "V11-c66cef7f91e950bf2282f855" autocite EDITION:V11 79 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11074 actual "V11-d7b8d62135c1bfe967972d58" autocite EDITION:V11 36 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11075 actual "V11-1169b6455a8d921f48514f0d" autocite EDITION:V11 36 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11076 actual "V11-b3d52ac00873855d143db76e" osmanicite EDITION:V11 40 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11077 actual "V11-5224cb79492d5b8b07ea5def" autocite EDITION:V11 71 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11078 actual "V11-97638610f3f3cdd31ef27fde" autocite EDITION:V11 71 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11079 actual "V11-f736113a8e866ba93cef58e2" autocite EDITION:V11 79 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11080 actual "V11-3ed168f381c6b2aa7c9fec0a" osmanicite EDITION:V11 85 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11081 actual "V11-fe960277bca2b269040d6d32" osmanicite EDITION:V11 85 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11082 actual "V11-9f7191c0498375ee499241bc" oroszcite EDITION:V11 107 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11083 actual "V11-b8903530d3656a01180650b0" autocite EDITION:V11 128 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11084 actual "V11-a67d2c38130f85d8b6db8b17" autocite EDITION:V11 128 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11085 actual "V11-1ae8d551fb3ebdef8ca6334e" autocite EDITION:V11 136 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11086 actual "V11-c02bfb115487386fd197554c" autocite EDITION:V11 136 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11087 actual "V11-2ea238d2f36d28843368af72" autocite EDITION:V11 156 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11088 actual "V11-ccb93480bc25bfa797082b98" autocite EDITION:V11 156 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11089 actual "V11-b54509a45c9b8ef7d1c79a58" autocite EDITION:V11 156 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11090 provenance "V11-e7218e7d6a25bd56e63395e9" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11091 actual "V11-a28600ebefb8c557a1bc7ed4" EDITION:V11 V11_FILE_IN_CHAPTER x11092 provenance "V11-c0c5bb72000450df8cccf7d5" EDITION:V11 V11_REVISES_SOURCE_FILE true x11093 provenance "V11-9b9a97c97b1d0a7f5da631b0" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11094 provenance "V11-74e46eb2c8d648e23944935a" EDITION:V11 V11_REVISES_SOURCE_FILE true x11095 actual "V11-8e9b19e4def77f280b5c00d8" workref EDITION:V11 29 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11096 provenance "V11-b475be7c1c5e6f6b2444aac6" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11097 actual "V11-a92a236fddf8b3b119ee1885" EDITION:V11 V11_FILE_IN_CHAPTER x11098 provenance "V11-c2674285f29ebd0d41ac2ccf" EDITION:V11 V11_REVISES_SOURCE_FILE true x11099 provenance "V11-9835c91c484dc324e62257c3" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11100 provenance "V11-2b90cbe19431c72bae6e144c" EDITION:V11 V11_REVISES_SOURCE_FILE true x11101 actual "V11-24790eb23aa7c7f029dd9109" workref EDITION:V11 26 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11102 provenance "V11-ebb8d06cc174dcb840cb1edf" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11103 provenance "V11-c3780c1ec50f23f4fa4d5b13" EDITION:V11 V11_REVISES_SOURCE_FILE true x11104 actual "V11-8a130d521d358845d4803cf2" workref EDITION:V11 29 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11105 provenance "V11-00d29d15ac62770a48c109c7" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11106 actual "V11-b722ecf4f862561f26c3dea6" EDITION:V11 V11_FILE_IN_CHAPTER x11107 provenance "V11-245e9fb82b51e0abaa4af2e5" EDITION:V11 V11_REVISES_SOURCE_FILE true x11108 provenance "V11-a700878000d14a76b9205269" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11109 provenance "V11-7eba139977e4a7180fc95697" EDITION:V11 V11_REVISES_SOURCE_FILE true x11110 actual "V11-596038537d5db334b0bfdf1c" workref EDITION:V11 38 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11111 actual "V11-fc7d9d9b9dd94d9d7f98e950" workref EDITION:V11 38 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11112 provenance "V11-5105c1a96a3037e9941440eb" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11113 actual "V11-b4fc36a325d05a4ed636c422" EDITION:V11 V11_FILE_IN_CHAPTER x11114 provenance "V11-fbad5abdb77c1ceab38a970f" EDITION:V11 V11_REVISES_SOURCE_FILE true x11115 provenance "V11-510d2002068de37cdeae675d" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11116 actual "V11-64c2a3c0b13a7108925c9e69" EDITION:V11 V11_FILE_IN_CHAPTER x11117 provenance "V11-d62d015dcd482657e7cf8daf" EDITION:V11 V11_REVISES_SOURCE_FILE true x11118 provenance "V11-c430181aaaae36ab4432007a" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11119 actual "V11-d9450a1c0bb61ef524b551e5" EDITION:V11 V11_FILE_IN_CHAPTER x11120 provenance "V11-09d0dd4db698a76cead6b63d" EDITION:V11 V11_REVISES_SOURCE_FILE true x11121 provenance "V11-71cd30d4ed29434a7f236a87" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11122 actual "V11-e1786a1fc28fba3f0b23b297" EDITION:V11 V11_FILE_IN_CHAPTER x11123 provenance "V11-6f91948d76956625b46fbfc7" EDITION:V11 V11_REVISES_SOURCE_FILE false x11124 actual "V11-fd0a8dc6317eff50d04d0a44" autocite EDITION:V11 21 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11125 actual "V11-60f58b545f2629b79a29f110" autocite EDITION:V11 155 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11126 actual "V11-8c62c7b73762c5cd9c26079a" autocite EDITION:V11 21 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11127 actual "V11-ec3d89a531bcb32abc2b2860" autocite EDITION:V11 21 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11128 actual "V11-0fbf6b991165666a5057e83e" osmanicite EDITION:V11 29 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11129 actual "V11-74afc632367955771377d2e9" osmanicite EDITION:V11 29 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11130 actual "V11-2b632af7bb6079d201499d0b" autocite EDITION:V11 57 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11131 actual "V11-6ba2580a17849f39c9c20c33" autocite EDITION:V11 57 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11132 actual "V11-3434d344d2305aae7ec044db" autocite EDITION:V11 120 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11133 actual "V11-1ebf506f6b31fb882c62cb7f" autocite EDITION:V11 131 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11134 actual "V11-c54bc37d942a428de3234b2e" oroszcite EDITION:V11 78 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11135 actual "V11-25d134b3b496556b5b0004ad" autocite EDITION:V11 87 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11136 actual "V11-2014a181f1df9e89e5f7cac5" autocite EDITION:V11 101 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11137 actual "V11-6507a8c12cc9e6416f49bd21" autocite EDITION:V11 87 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11138 actual "V11-d63c0796383ab9bba7c89ed1" autocite EDITION:V11 103 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11139 actual "V11-db8ee91f390a525319d70f15" autocite EDITION:V11 120 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11140 actual "V11-d2664bd4810854ebf708463c" autocite EDITION:V11 120 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11141 actual "V11-86a6044b77ff5584554e4d7f" autocite EDITION:V11 131 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11142 actual "V11-fd4b481c6a85619b87d898c5" autocite EDITION:V11 155 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11143 provenance "V11-9fd68be60d3b84ba3a21078c" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11144 actual "V11-ae56ec0ca873c914b3fa0a23" EDITION:V11 V11_FILE_IN_CHAPTER x11145 provenance "V11-183cfbb8e72c2e93d319fb57" EDITION:V11 V11_REVISES_SOURCE_FILE true x11146 provenance "V11-da7785736c90055d702f64d8" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11147 actual "V11-bb962ff680f5f780a46e7aeb" EDITION:V11 V11_FILE_IN_CHAPTER x11148 provenance "V11-ce527fb16ec161551f1ceb4a" EDITION:V11 V11_REVISES_SOURCE_FILE true x11149 provenance "V11-be7f3a8fd406cb8d5067a1f3" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11150 provenance "V11-e7f9e7767011f7a5afbf17e1" EDITION:V11 V11_REVISES_SOURCE_FILE true x11151 actual "V11-9f54e62e0b29396b5b3e81cc" workref EDITION:V11 30 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11152 provenance "V11-c0de8f0bdd4b463c6c7a1ddd" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11153 actual "V11-5c77429823b1bb0ee706800e" EDITION:V11 V11_FILE_IN_CHAPTER x11154 provenance "V11-de733bef058974c3de1c2f4b" EDITION:V11 V11_REVISES_SOURCE_FILE true x11155 provenance "V11-8aab43931ec09e538dac0419" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11156 provenance "V11-fc357e0bf3dbbfffd409933b" EDITION:V11 V11_REVISES_SOURCE_FILE true x11157 actual "V11-c2c6aafb2fda5cedef6ebcf8" workref EDITION:V11 31 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11158 provenance "V11-51c1e15211be4ee01300f9f3" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11159 actual "V11-9eb7e5f740dcfab588c8e76e" EDITION:V11 V11_FILE_IN_CHAPTER x11160 provenance "V11-edefb840a03d9136cc31ff18" EDITION:V11 V11_REVISES_SOURCE_FILE true x11161 provenance "V11-9390891a535438fc2656f808" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11162 actual "V11-03e4aa7b38270634dc285129" EDITION:V11 V11_FILE_IN_CHAPTER x11163 provenance "V11-2e424aa1bbd3c48654a44689" EDITION:V11 V11_REVISES_SOURCE_FILE true x11164 provenance "V11-91f4576cd9c34a39e214e3b9" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11165 actual "V11-484c86606d508d3eff477194" EDITION:V11 V11_FILE_IN_CHAPTER x11166 provenance "V11-6c406333d7ec988d45b30acf" EDITION:V11 V11_REVISES_SOURCE_FILE true x11167 provenance "V11-08d6a5e981790e63d1ad479e" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11168 actual "V11-e7f2bc459a99acd6671de6f4" EDITION:V11 V11_FILE_IN_CHAPTER x11169 provenance "V11-59058b6208472e371378d661" EDITION:V11 V11_REVISES_SOURCE_FILE false x11170 actual "V11-3d92500a179198227f203dd8" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11171 actual "V11-6ca63bf01488fa960314b902" workposs EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11172 actual "V11-a10bfbb8c0b0118e7bab9179" autocite EDITION:V11 31 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11173 actual "V11-817719672cebed74a98968e0" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11174 actual "V11-3338693a40c665b475bf9cb6" workposs EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11175 actual "V11-3379c1b40dbdef8319d3a891" autocite EDITION:V11 31 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11176 actual "V11-811a034205aceb855b4b1ba0" autocite EDITION:V11 25 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11177 actual "V11-70f29b76cb8981981818bd69" workposs EDITION:V11 77 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11178 actual "V11-cb8b8d4af942a257018d705b" autocite EDITION:V11 82 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11179 actual "V11-d914162694da28b7abb9bf76" autocite EDITION:V11 100 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11180 actual "V11-ece2548461b5016bfdc7cc4d" autocite EDITION:V11 102 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11181 actual "V11-434ecca5315dd84c0a8aa78e" autocite EDITION:V11 27 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11182 actual "V11-bb0257bed10934f86a322a2d" autocite EDITION:V11 77 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11183 actual "V11-1630e089c43e2737be94609a" autocite EDITION:V11 82 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11184 actual "V11-5c7d8fefc140df1098eefa28" autocite EDITION:V11 100 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11185 actual "V11-e0138a394eb78aac04a96b9f" autocite EDITION:V11 102 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11186 actual "V11-e8267c75bbdd1cf8eda4d5ab" autocite EDITION:V11 106 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11187 actual "V11-b35dca6a2679cb6fda315084" autocite EDITION:V11 43 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11188 actual "V11-22e9d2da622770bc417d110a" autocite EDITION:V11 43 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11189 actual "V11-adbe8e36d58eb9ffbd3cbced" autocite EDITION:V11 43 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11190 actual "V11-61284db4017b23899bb92224" autocite EDITION:V11 49 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11191 actual "V11-0560f68db4ac50d2e40bf9b6" autocite EDITION:V11 63 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11192 actual "V11-57a39e6fbadc302be6a6b53f" autocite EDITION:V11 49 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11193 actual "V11-be4fa71df24c3e7243cf3a99" autocite EDITION:V11 63 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11194 actual "V11-19899f339cc33e17027b9b18" autocite EDITION:V11 63 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11195 actual "V11-1bfed17f9ceaab53a6ae4023" autocite EDITION:V11 82 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11196 actual "V11-a4953dd8db4d897670310625" autocite EDITION:V11 100 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11197 actual "V11-bf3705515d5369117f2fc459" autocite EDITION:V11 106 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11198 actual "V11-783d05d7357761c048227031" autocite EDITION:V11 106 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11199 actual "V11-d61a4641b606cbc8aeb06469" autocite EDITION:V11 114 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11200 actual "V11-a9eaf4d9c94811eda2f7207b" autocite EDITION:V11 114 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11201 actual "V11-08cd4064d92f48234e96cf6e" autocite EDITION:V11 114 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11202 provenance "V11-791ee4722113eaaa6cff47d1" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11203 actual "V11-40f5891580d28b63b6513d67" EDITION:V11 V11_FILE_IN_CHAPTER x11204 provenance "V11-6c891ad2c2210d8c29508710" EDITION:V11 V11_REVISES_SOURCE_FILE true x11205 provenance "V11-2f9e067358385d8a0a85db74" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11206 actual "V11-4fc465aab4991c9aadcefadc" EDITION:V11 V11_FILE_IN_CHAPTER x11207 provenance "V11-8d813b695964be371c675b2e" EDITION:V11 V11_REVISES_SOURCE_FILE true x11208 provenance "V11-7c147cf209847c420acc550d" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11209 provenance "V11-9bb53313e917a215f68ccd4d" EDITION:V11 V11_REVISES_SOURCE_FILE true x11210 actual "V11-13ee3c566e872034a3b13af4" workref EDITION:V11 27 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11211 provenance "V11-a791c123f7399338f08a34b1" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11212 actual "V11-b78c4c70f1c47620cdc8eac7" EDITION:V11 V11_FILE_IN_CHAPTER x11213 provenance "V11-ffb327cdfb699db34aa30c2f" EDITION:V11 V11_REVISES_SOURCE_FILE true x11214 provenance "V11-d6a6de2b7b38fa08c7753a34" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11215 provenance "V11-c5fa5bcc05230e4172e9fd2b" EDITION:V11 V11_REVISES_SOURCE_FILE true x11216 actual "V11-52842cdd506eb1b0c511ec2f" workref EDITION:V11 29 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11217 provenance "V11-9ec577ba527161569d7b3919" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11218 actual "V11-9e16f891d635df2991cbf950" EDITION:V11 V11_FILE_IN_CHAPTER x11219 provenance "V11-392157b4d362586b9a9ae320" EDITION:V11 V11_REVISES_SOURCE_FILE true x11220 provenance "V11-0004c1b98c4fbf1f7a0b6f2e" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11221 actual "V11-ce5e463d01297c1bb7a9a0fa" EDITION:V11 V11_FILE_IN_CHAPTER x11222 provenance "V11-65e7037359f51d1b1b3887dc" EDITION:V11 V11_REVISES_SOURCE_FILE true x11223 provenance "V11-960e3532997b85cc97fbe7d9" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11224 actual "V11-57fd70e882e24775de085dce" EDITION:V11 V11_FILE_IN_CHAPTER x11225 provenance "V11-6bab9c0bf858eb767b19d850" EDITION:V11 V11_REVISES_SOURCE_FILE true x11226 provenance "V11-d5ea5b893f53e1fb585e2964" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11227 actual "V11-fb76a34e859ca84821c4d2da" EDITION:V11 V11_FILE_IN_CHAPTER x11228 provenance "V11-a241956af6cb57e08e152936" EDITION:V11 V11_REVISES_SOURCE_FILE false x11229 actual "V11-47c3030134680b803fe918c2" autocite EDITION:V11 17 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11230 actual "V11-2f9104d8e393dff2666965b5" autocite EDITION:V11 108 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11231 actual "V11-037d25a1c6ca59b546098e6c" autocite EDITION:V11 19 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11232 actual "V11-8f058652f67063e3a357514e" autocite EDITION:V11 97 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11233 actual "V11-d1d0f34967042549a824504b" autocite EDITION:V11 41 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11234 actual "V11-cd735533340575cac793da4d" workposs EDITION:V11 47 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11235 actual "V11-3c7d75bfe9d55452d4c484f3" workposs EDITION:V11 49 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11236 actual "V11-e678ee388a50af195259b7b9" autocite EDITION:V11 47 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11237 actual "V11-ec677451a7365d4ead4ac46b" workposs EDITION:V11 49 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11238 actual "V11-764df226393a614e41064af7" autocite EDITION:V11 53 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11239 actual "V11-3d25356bc5b176c6422209c3" autocite EDITION:V11 53 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11240 actual "V11-c8f794a81036f91574389bbc" autocite EDITION:V11 65 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11241 actual "V11-8b2be236b3f3364857787fe2" autocite EDITION:V11 81 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11242 actual "V11-0265318e7e030983d766f9e8" autocite EDITION:V11 97 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11243 actual "V11-7ba7fa30e923b10e9e090099" autocite EDITION:V11 97 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11244 provenance "V11-437332b7900f5e8422c29ead" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11245 actual "V11-521ab8161dac848170df5e2d" EDITION:V11 V11_FILE_IN_CHAPTER x11246 provenance "V11-223289020f0543cb5f8fdf60" EDITION:V11 V11_REVISES_SOURCE_FILE true x11247 provenance "V11-bd442f77bb2fd486c99ec07f" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11248 actual "V11-c8b2834c56885dc6e3eeb7c4" EDITION:V11 V11_FILE_IN_CHAPTER x11249 provenance "V11-c269812321c3aa27fcf5330a" EDITION:V11 V11_REVISES_SOURCE_FILE true x11250 provenance "V11-54c45a0ab9bf6f1a64ff9603" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11251 actual "V11-fb0f3556297b7004743bbe8f" EDITION:V11 V11_FILE_IN_CHAPTER x11252 provenance "V11-4028221c6b972ff8b85ad6f3" EDITION:V11 V11_REVISES_SOURCE_FILE true x11253 provenance "V11-3f7f7cc4783f62f36fb40429" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11254 provenance "V11-1dfdd60fcf27511d5f113803" EDITION:V11 V11_REVISES_SOURCE_FILE true x11255 actual "V11-640ad112777a8358a140f914" workref EDITION:V11 29 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11256 provenance "V11-4acfe0d9d35d5fb1cf7cb14b" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11257 provenance "V11-3e5e2a34768f42a2b803c094" EDITION:V11 V11_REVISES_SOURCE_FILE true x11258 actual "V11-f0bf70ff3ee830719c4e2220" workref EDITION:V11 30 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11259 provenance "V11-52944eb88f77b025ffa79c56" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11260 actual "V11-2ace38679e10083ed580bf94" EDITION:V11 V11_FILE_IN_CHAPTER x11261 provenance "V11-7eed7bc1d8eed2511dad6669" EDITION:V11 V11_REVISES_SOURCE_FILE true x11262 provenance "V11-02d0236160997dfc7fcb3ba3" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11263 actual "V11-15271c916e29e0f34c10ec26" EDITION:V11 V11_FILE_IN_CHAPTER x11264 provenance "V11-aaec4f8e5facd2f0cba93c51" EDITION:V11 V11_REVISES_SOURCE_FILE true x11265 provenance "V11-518ce1275d796286c9b2641b" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11266 actual "V11-dde3058269a2aa82cee4623e" EDITION:V11 V11_FILE_IN_CHAPTER x11267 provenance "V11-f6cd5b043a425b47372742e8" EDITION:V11 V11_REVISES_SOURCE_FILE true x11268 provenance "V11-e2a4fed80e5ad1d6a29e37c6" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11269 actual "V11-276913c5541bc11df3e1fa62" EDITION:V11 V11_FILE_IN_CHAPTER x11270 provenance "V11-9af3cabc7ce054e0a328a481" EDITION:V11 V11_REVISES_SOURCE_FILE false x11271 actual "V11-0604381d63fabace71588021" autocite EDITION:V11 17 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11272 actual "V11-a363c32aed700570085bbd41" autocite EDITION:V11 39 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11273 actual "V11-c9e4334215eba4649959e34c" workposs EDITION:V11 59 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11274 actual "V11-0e9582287fac844b86ad26d1" autocite EDITION:V11 19 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11275 actual "V11-98899e15866524899b2fda83" autocite EDITION:V11 95 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11276 actual "V11-396d8864095f8d096bd59a8d" autocite EDITION:V11 31 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11277 actual "V11-18298cf75a818fe6f497af98" autocite EDITION:V11 87 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11278 actual "V11-20478daebb8ee2a4a1e54120" autocite EDITION:V11 153 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11279 actual "V11-cc23f7357d2d5545fa1c2ec9" autocite EDITION:V11 31 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11280 actual "V11-91c9e3a683df97c350df449e" autocite EDITION:V11 131 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11281 actual "V11-4b01e0dadd9043b85e715fa3" autocite EDITION:V11 31 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11282 actual "V11-97afe87fcc681535dbae7e50" workposs EDITION:V11 59 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11283 actual "V11-3f459215c7a2e8b0a162f4f9" workposs EDITION:V11 43 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11284 actual "V11-8d1807eb6bcd5d642d816322" autocite EDITION:V11 131 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11285 actual "V11-34ed2bb916319d71c7eb15e9" workposs EDITION:V11 59 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11286 actual "V11-bf0f333fd1c8de9001576d08" oroszcite EDITION:V11 74 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11287 actual "V11-fe9d405644835001524422de" autocite EDITION:V11 81 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11288 actual "V11-ff19879bb9161c295f0ff38e" autocite EDITION:V11 81 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11289 actual "V11-bd3bda6d55eec4575f05400c" workposs EDITION:V11 87 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11290 actual "V11-78c6588d89c1ce00ed4434a9" autocite EDITION:V11 87 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11291 actual "V11-23bd70ffe6e97d6f96fc9dee" autocite EDITION:V11 87 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11292 actual "V11-b86801374c2b7124326d8d37" workposs EDITION:V11 87 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11293 actual "V11-8db87c90d69f91f77f5d4178" autocite EDITION:V11 97 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11294 actual "V11-a58b71b3d719af7f189f8875" autocite EDITION:V11 97 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11295 actual "V11-356a42d18f45c0627b83cf44" autocite EDITION:V11 131 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11296 actual "V11-c31713eda1d6d38ef424a676" workposs EDITION:V11 153 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11297 actual "V11-a69ae6f5c0c2b2023b23aa25" workposs EDITION:V11 153 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11298 provenance "V11-fb8d6de56a29e1914fa7d840" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11299 actual "V11-df20fe23538a2b0bef1d6e54" EDITION:V11 V11_FILE_IN_CHAPTER x11300 provenance "V11-db9859a30ff45d06096f4f37" EDITION:V11 V11_REVISES_SOURCE_FILE true x11301 provenance "V11-057cb5042df11438db29b4ba" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11302 actual "V11-ab88130c0a864d13b14cbe1a" EDITION:V11 V11_FILE_IN_CHAPTER x11303 provenance "V11-1b0f170e7c86211d131c483f" EDITION:V11 V11_REVISES_SOURCE_FILE true x11304 provenance "V11-7b8052d9aa1ac429800b573a" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11305 actual "V11-7daab8089ae1d6528b24d098" EDITION:V11 V11_FILE_IN_CHAPTER x11306 provenance "V11-ab61792fcd1b8e26b767435f" EDITION:V11 V11_REVISES_SOURCE_FILE true x11307 provenance "V11-d218d418b0c89282a70e6b15" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11308 provenance "V11-60ada955a16d8ead3051bdf6" EDITION:V11 V11_REVISES_SOURCE_FILE true x11309 actual "V11-d51849ceca4e2390eda83ea4" workref EDITION:V11 30 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11310 provenance "V11-dd87250924d60db6a32ab21a" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11311 provenance "V11-c1d1dc1baa30b670866959d0" EDITION:V11 V11_REVISES_SOURCE_FILE true x11312 actual "V11-20f8e83b373facf1ee88874a" workref EDITION:V11 28 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11313 provenance "V11-5f85ff89ed346404b805a02f" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11314 actual "V11-8ee3021aef885cb52765f421" EDITION:V11 V11_FILE_IN_CHAPTER x11315 provenance "V11-ca82f2554ed1731712c6fdb8" EDITION:V11 V11_REVISES_SOURCE_FILE true x11316 provenance "V11-d3c68b6e5d49d504a991f878" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11317 actual "V11-1d530eca25bfcd6c73140791" EDITION:V11 V11_FILE_IN_CHAPTER x11318 provenance "V11-64c5e628d6f70afcbeeebf1f" EDITION:V11 V11_REVISES_SOURCE_FILE true x11319 provenance "V11-f9cdcd143c4f5a77ebcfef3b" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11320 actual "V11-a3c994fa741c75f1f2fa1c9b" EDITION:V11 V11_FILE_IN_CHAPTER x11321 provenance "V11-cce3e7fbad8839b80c8faa50" EDITION:V11 V11_REVISES_SOURCE_FILE true x11322 provenance "V11-e9d9c53027b8b34b5e959de0" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11323 actual "V11-cb7080adf8db6857c121159c" EDITION:V11 V11_FILE_IN_CHAPTER x11324 provenance "V11-2598757d02502d881f8c741f" EDITION:V11 V11_REVISES_SOURCE_FILE false x11325 actual "V11-6931681364787f44cc64c756" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11326 actual "V11-42bdb6eca3dcb96bf9aef5f1" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11327 actual "V11-ead5ba1005c373270890b2de" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11328 actual "V11-4b956f1758cbe94200b2067b" autocite EDITION:V11 31 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11329 actual "V11-0dde1c4248db2e84371854f7" autocite EDITION:V11 35 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11330 actual "V11-55b883d56d6abc96c40a23e0" autocite EDITION:V11 35 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11331 actual "V11-eafa4566f509b1f253509dc9" autocite EDITION:V11 35 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11332 actual "V11-3d76be456db83ab54bf847ad" autocite EDITION:V11 119 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11333 actual "V11-dabd4e009a7f6fcd58d308ae" autocite EDITION:V11 41 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11334 actual "V11-1692cdbf9a41b5214dc2d1c7" autocite EDITION:V11 49 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11335 actual "V11-6ce795137e1dc4bc5d51b0a2" autocite EDITION:V11 49 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11336 actual "V11-e8ecd1ee5618f21ca3e550b1" autocite EDITION:V11 51 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11337 actual "V11-2db3fade4c2c16e39fe87b9e" autocite EDITION:V11 51 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11338 actual "V11-3c09e2af7cf82c148571344a" autocite EDITION:V11 65 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11339 actual "V11-baa71ed4ce4256b0c3d6fe16" autocite EDITION:V11 65 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11340 actual "V11-72dc539956fb50ede536c1bc" autocite EDITION:V11 65 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11341 actual "V11-3dbabcc371bbf1d2e4a2f901" oroszcite EDITION:V11 70 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11342 actual "V11-0d6660050e26456d8b6bb1b3" autocite EDITION:V11 91 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11343 actual "V11-73f911287effcf450a34ee42" autocite EDITION:V11 99 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11344 actual "V11-496cb614f4ac1eaa45826bab" autocite EDITION:V11 99 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11345 actual "V11-24c570b4c5d6ab2809b5ac54" autocite EDITION:V11 119 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11346 actual "V11-f1f0dc4dcf3d3a90c6d31353" autocite EDITION:V11 119 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11347 actual "V11-3d53bbac8caf3dd5bc5e5a86" autocite EDITION:V11 133 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11348 actual "V11-3035219240df83ab427d3587" autocite EDITION:V11 133 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11349 actual "V11-2dcfbaca10f7266dbff784e5" autocite EDITION:V11 133 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11350 actual "V11-3f52d5eae03e1384ded53954" osmanicite EDITION:V11 147 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11351 actual "V11-a7166326ae2e14ff9a6b9219" osmanicite EDITION:V11 147 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11352 actual "V11-9a3ad612b25fa85f047093a3" autocite EDITION:V11 155 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11353 actual "V11-6ae446455544078035aa3ee2" autocite EDITION:V11 155 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11354 actual "V11-28049b937a118efd8602929e" autocite EDITION:V11 155 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11355 provenance "V11-ca2847be38062ebc6bd507b9" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11356 actual "V11-f3d5f63b74b0919f78c46879" EDITION:V11 V11_FILE_IN_CHAPTER x11357 provenance "V11-77cf8b79564fe2f1b2d36736" EDITION:V11 V11_REVISES_SOURCE_FILE true x11358 provenance "V11-929118840bdbfa9402af29eb" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11359 actual "V11-058e9ff74472cf71c78b2686" EDITION:V11 V11_FILE_IN_CHAPTER x11360 provenance "V11-afac67677a3f0e7320aeed5c" EDITION:V11 V11_REVISES_SOURCE_FILE true x11361 provenance "V11-db03926db245612d8e262c9d" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11362 actual "V11-6888424d26f677a6d9278659" EDITION:V11 V11_FILE_IN_CHAPTER x11363 provenance "V11-5dbacc90ebf9110819a88008" EDITION:V11 V11_REVISES_SOURCE_FILE true x11364 provenance "V11-ca68319eb2d4c153736e3b69" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11365 provenance "V11-8667364d425b852df8fdab7e" EDITION:V11 V11_REVISES_SOURCE_FILE true x11366 actual "V11-bf0dd6c44a1145846c4cff1d" workref EDITION:V11 34 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11367 provenance "V11-0cfcb0e5253a16ecbaa24e1f" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11368 provenance "V11-d9fa9eb90e1bd9f9f35c54e4" EDITION:V11 V11_REVISES_SOURCE_FILE true x11369 actual "V11-f11ce608bcdcf9b693b0d5a1" workref EDITION:V11 33 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11370 provenance "V11-88197acfb1022cc63bdd9269" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11371 actual "V11-f6817419ff487cc628c00c15" EDITION:V11 V11_FILE_IN_CHAPTER x11372 provenance "V11-5fc098e25927b32e00eabe47" EDITION:V11 V11_REVISES_SOURCE_FILE true x11373 provenance "V11-fd92f3a08d0986884da85928" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11374 actual "V11-efe3d7da6ec56b499afbcd08" EDITION:V11 V11_FILE_IN_CHAPTER x11375 provenance "V11-290a27d323096319b72eb2cc" EDITION:V11 V11_REVISES_SOURCE_FILE true x11376 provenance "V11-b58bf53686f9e22099c963c7" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11377 actual "V11-6942cfc7e1bfbec164831f0a" EDITION:V11 V11_FILE_IN_CHAPTER x11378 provenance "V11-06b640530c5e02302ba88607" EDITION:V11 V11_REVISES_SOURCE_FILE true x11379 provenance "V11-2561318e21c7b71128089a19" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11380 actual "V11-8153b3306a0fec9cb33d1a50" EDITION:V11 V11_FILE_IN_CHAPTER x11381 provenance "V11-1f311bc427516a96254c8c88" EDITION:V11 V11_REVISES_SOURCE_FILE false x11382 actual "V11-978c5e7640db01a9d5a96569" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11383 actual "V11-f78da3f8c521b117f4717981" osmanicite EDITION:V11 25 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11384 actual "V11-cd24590956a23a2d31a28f7b" autocite EDITION:V11 45 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11385 actual "V11-91b32df0034d588ca9b5a649" autocite EDITION:V11 53 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11386 actual "V11-00991f785ea0720ef866a3de" autocite EDITION:V11 53 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11387 actual "V11-1f95336c3084fd571890552d" autocite EDITION:V11 61 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11388 actual "V11-8a32fdfc98d411f9adfd3fdf" autocite EDITION:V11 61 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11389 actual "V11-eb6ca19432810baceb036371" autocite EDITION:V11 80 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11390 actual "V11-50f797fa6e9f204db426db02" autocite EDITION:V11 94 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11391 actual "V11-dd8b9d58aaa91895d948485c" autocite EDITION:V11 80 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11392 actual "V11-c6181d4955b10f18f3dcdd47" autocite EDITION:V11 80 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11393 actual "V11-295b8c8a7aec9a8d9aee69bd" autocite EDITION:V11 113 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11394 actual "V11-ec6c54c29475b10159787420" autocite EDITION:V11 94 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11395 actual "V11-9622e672557697eb62c54c8c" osmanicite EDITION:V11 104 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11396 actual "V11-faf0631c941c15ee0698fd47" osmanicite EDITION:V11 104 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11397 actual "V11-6ca18bdecfd3cbd7ca257158" osmanicite EDITION:V11 104 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11398 actual "V11-64776d5a8d2ba453e21561d6" autocite EDITION:V11 125 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11399 actual "V11-8e65300906c8c69b95e97a0a" autocite EDITION:V11 125 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11400 provenance "V11-ea96136c7534537e752fb8e8" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11401 actual "V11-d50d1c1e29ea18ca11ed6161" EDITION:V11 V11_FILE_IN_CHAPTER x11402 provenance "V11-9fddbc4b08d03394bf4ea3e5" EDITION:V11 V11_REVISES_SOURCE_FILE true x11403 provenance "V11-49dca8ce479bbc448139774a" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11404 actual "V11-f3f7bfb043f4d0f78b1b3e6e" EDITION:V11 V11_FILE_IN_CHAPTER x11405 provenance "V11-8fbc6b0eda013642b5de3da7" EDITION:V11 V11_REVISES_SOURCE_FILE true x11406 provenance "V11-ad3a76d459598975054e903c" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11407 provenance "V11-34882887c0f9b525204b85ff" EDITION:V11 V11_REVISES_SOURCE_FILE true x11408 actual "V11-e86077bfbf8f16dc964e1201" workref EDITION:V11 29 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11409 provenance "V11-3a6da16e02e589ee4f7ca82f" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11410 actual "V11-8d48080e78e9d72b85f12f08" EDITION:V11 V11_FILE_IN_CHAPTER x11411 provenance "V11-9d36d45288fb93188890d09a" EDITION:V11 V11_REVISES_SOURCE_FILE true x11412 provenance "V11-d7205a96bd66b2acda6b2a2d" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11413 provenance "V11-b91b0da24a82ce3d6b3e5f28" EDITION:V11 V11_REVISES_SOURCE_FILE true x11414 actual "V11-942f96a74a44babde65c36f0" workref EDITION:V11 29 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11415 provenance "V11-f1eb837e92f396adf560f72f" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11416 actual "V11-d8e4a43fcafed7bd3c437afc" EDITION:V11 V11_FILE_IN_CHAPTER x11417 provenance "V11-2033c330dcdde5960e62aa4c" EDITION:V11 V11_REVISES_SOURCE_FILE true x11418 provenance "V11-62995e888c45c30fca07ad82" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11419 actual "V11-ccd6df7b462e061b01d90359" EDITION:V11 V11_FILE_IN_CHAPTER x11420 provenance "V11-873d61ae86ba5ab44424122e" EDITION:V11 V11_REVISES_SOURCE_FILE true x11421 provenance "V11-1be32397f8deb4e67a124b78" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11422 actual "V11-ffce953557fa53972cdc60aa" EDITION:V11 V11_FILE_IN_CHAPTER x11423 provenance "V11-9cda1669af0ce19f07d650c0" EDITION:V11 V11_REVISES_SOURCE_FILE true x11424 provenance "V11-2fbcf1ce75636f356356096a" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11425 actual "V11-e0391247388aef19c99fd6ce" EDITION:V11 V11_FILE_IN_CHAPTER x11426 provenance "V11-4943d9adec1b25aa90c21f2b" EDITION:V11 V11_REVISES_SOURCE_FILE false x11427 actual "V11-2704f346e9cbb7db23821584" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11428 actual "V11-c3cb78ca5e9b3362923e7859" autocite EDITION:V11 28 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11429 actual "V11-481503518a48ccc9953678ef" autocite EDITION:V11 30 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11430 actual "V11-14c2d2d1940d1aa572cfd4c0" autocite EDITION:V11 44 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11431 actual "V11-c70849e78c39191047cbb4fb" autocite EDITION:V11 48 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11432 actual "V11-1d4186f6f24cc4c69bd3d84d" autocite EDITION:V11 48 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11433 actual "V11-53cd9bb10ce4032179806a11" autocite EDITION:V11 55 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11434 actual "V11-626b3186dc39e3eaf38f78b8" autocite EDITION:V11 55 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11435 actual "V11-60205df5c1937a372aa39c50" autocite EDITION:V11 55 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11436 actual "V11-5c28fafd33abe41ecba1d161" autocite EDITION:V11 66 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11437 actual "V11-0c7f40329136fdd8b4e89a10" autocite EDITION:V11 70 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11438 actual "V11-1b977beaa5248fa7fb17a744" autocite EDITION:V11 81 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11439 actual "V11-02e389c306e9222c70597902" autocite EDITION:V11 81 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11440 actual "V11-aea3692da5e50cc3a476ecfe" autocite EDITION:V11 81 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11441 actual "V11-8b45f759e8a1e06bc938729e" autocite EDITION:V11 88 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11442 actual "V11-0d817ab060f371c3f40d8b56" autocite EDITION:V11 108 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11443 actual "V11-c7964d2780def58e61f0a77b" autocite EDITION:V11 108 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11444 actual "V11-430b641d06c9d5ce6afc2186" autocite EDITION:V11 108 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11445 actual "V11-51e1b29d82e90d74f4c8006c" autocite EDITION:V11 108 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11446 actual "V11-b92a3dd118bcedd17902a2e0" osmanicite EDITION:V11 120 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11447 actual "V11-fbb0c71472720add9236ac0e" osmanicite EDITION:V11 120 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11448 actual "V11-52240f58abf50b1516f4b870" oroszcite EDITION:V11 124 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11449 provenance "V11-558a998c190627d356fce830" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11450 actual "V11-dd645d5c8c0cf0cc3372aeab" EDITION:V11 V11_FILE_IN_CHAPTER x11451 provenance "V11-47a8d0ff3ee2a22de3d86db9" EDITION:V11 V11_REVISES_SOURCE_FILE true x11452 provenance "V11-4d356d8473a27bb5be141f74" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11453 actual "V11-fec56b5d594a3117960d9c00" EDITION:V11 V11_FILE_IN_CHAPTER x11454 provenance "V11-a4db0b6ce0a9edd1df031f45" EDITION:V11 V11_REVISES_SOURCE_FILE true x11455 provenance "V11-79baec4f605bcd075349c421" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11456 actual "V11-92e5e29aa3d8d62ee9efd35f" EDITION:V11 V11_FILE_IN_CHAPTER x11457 provenance "V11-0ff41d6e6412f7642dcd205d" EDITION:V11 V11_REVISES_SOURCE_FILE true x11458 provenance "V11-daf6aeb7037a0c0a5c7cd814" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11459 provenance "V11-6486eff52532677c32cd5e55" EDITION:V11 V11_REVISES_SOURCE_FILE true x11460 actual "V11-0e1ec3e2292ccd863449772a" workref EDITION:V11 28 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11461 provenance "V11-8f1c91ded76d3525449d22af" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11462 provenance "V11-162b6b4dea75aa914a7adb27" EDITION:V11 V11_REVISES_SOURCE_FILE true x11463 actual "V11-36f41d3e0baa84cc77110726" workref EDITION:V11 27 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11464 provenance "V11-0d440026f4ab47ffe235e442" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11465 actual "V11-f6afbcf5a2e30ed3c35426cf" EDITION:V11 V11_FILE_IN_CHAPTER x11466 provenance "V11-a8191a8001eb96e8aa0724f5" EDITION:V11 V11_REVISES_SOURCE_FILE true x11467 provenance "V11-2941cd6d3b9db7645c22d64b" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11468 actual "V11-3f19cd6aaff9df72e1391ad0" EDITION:V11 V11_FILE_IN_CHAPTER x11469 provenance "V11-d66df6cd78064ded67f7f301" EDITION:V11 V11_REVISES_SOURCE_FILE true x11470 provenance "V11-ebd2dc3931d7ba78abc1247c" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11471 actual "V11-57d78e47ca2be88b2c70574b" EDITION:V11 V11_FILE_IN_CHAPTER x11472 provenance "V11-714bcdaf0a0661b7ae6cb0b5" EDITION:V11 V11_REVISES_SOURCE_FILE true x11473 provenance "V11-a670e5cdaf5e65865d1815c9" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11474 actual "V11-013a7eaeb10a05ba3bd6cbc8" EDITION:V11 V11_FILE_IN_CHAPTER x11475 provenance "V11-53a434717576eff6827ee950" EDITION:V11 V11_REVISES_SOURCE_FILE false x11476 actual "V11-0e5bf19b6a9cd5bdc561a293" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11477 actual "V11-2edff8664f47b16b6a6255b7" autocite EDITION:V11 21 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11478 actual "V11-16c09ab6556af184495c129d" autocite EDITION:V11 170 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11479 actual "V11-d76d35fee50ef48fed553874" autocite EDITION:V11 21 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11480 actual "V11-31fd0d4219dbe3ad71f198ed" oroszcite EDITION:V11 24 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11481 actual "V11-d1c89493b618b40df9c626d5" autocite EDITION:V11 70 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11482 actual "V11-55073273cb703e6876084c06" autocite EDITION:V11 70 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11483 actual "V11-65406a55528ed4df393a413f" autocite EDITION:V11 78 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11484 actual "V11-dc0802722a674cab753b7090" autocite EDITION:V11 87 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11485 actual "V11-6e243c48c043c6febbd6e2b5" autocite EDITION:V11 80 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11486 actual "V11-8ebef9bd37ef9f645887109a" autocite EDITION:V11 87 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11487 actual "V11-8b04b4277329a94e735d623b" autocite EDITION:V11 107 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11488 actual "V11-afc576e63fe82bd9f994c205" autocite EDITION:V11 107 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11489 actual "V11-2c5e7df73e2d2392ad10b600" autocite EDITION:V11 127 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11490 actual "V11-6f75e858166c7017281c906a" autocite EDITION:V11 127 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11491 actual "V11-eac1e399cc8bb908948c22fb" osmanicite EDITION:V11 153 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11492 actual "V11-cddc73c120bb3db1068832a9" autocite EDITION:V11 166 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11493 actual "V11-68cac915ef05ddd3ac6af254" autocite EDITION:V11 170 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11494 actual "V11-d94a5aa1653764c9a4d0e011" autocite EDITION:V11 170 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11495 actual "V11-d77045a7e49237fbd57552b7" autocite EDITION:V11 181 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11496 actual "V11-d36fd237aae617e4539c3509" autocite EDITION:V11 181 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11497 actual "V11-9cd68a4af719d80291b50389" autocite EDITION:V11 181 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11498 provenance "V11-bad76f6958db6738f5656a23" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11499 actual "V11-bd53900a7ac4262677b8c6d0" EDITION:V11 V11_FILE_IN_CHAPTER x11500 provenance "V11-14c2c0be542e394b1ddd4fe7" EDITION:V11 V11_REVISES_SOURCE_FILE true x11501 provenance "V11-4f5aac25a727bbe9e9fbcae8" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11502 actual "V11-f1b8028728960096dfd82ddc" EDITION:V11 V11_FILE_IN_CHAPTER x11503 provenance "V11-d4881b31232f885ca7e4a091" EDITION:V11 V11_REVISES_SOURCE_FILE true x11504 provenance "V11-ef0249036919aff0e4cb3818" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11505 provenance "V11-19085777c59e874d6fd74cd4" EDITION:V11 V11_REVISES_SOURCE_FILE true x11506 actual "V11-3178569f80c7d8207de3a091" workref EDITION:V11 34 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11507 provenance "V11-31695431d815bbdf52b7ae10" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11508 provenance "V11-5a7046e10361338fbbe539d7" EDITION:V11 V11_REVISES_SOURCE_FILE true x11509 actual "V11-81bca2b243564721ffaa9c41" workref EDITION:V11 34 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11510 provenance "V11-dca9dff232edd3f34831e2ca" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11511 actual "V11-497cb7fd2594f121df644f65" EDITION:V11 V11_FILE_IN_CHAPTER x11512 provenance "V11-fbc28790697f798e3b831178" EDITION:V11 V11_REVISES_SOURCE_FILE true x11513 provenance "V11-9b5573ff29208c36cad81f38" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11514 actual "V11-eecd6a6be30f2dabeaa70cb8" EDITION:V11 V11_FILE_IN_CHAPTER x11515 provenance "V11-f56d33d3a64527dd0866f886" EDITION:V11 V11_REVISES_SOURCE_FILE true x11516 provenance "V11-88d45d329efd6f1cc8963990" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11517 actual "V11-4fc613b4b5cff5c6c3aaf14a" EDITION:V11 V11_FILE_IN_CHAPTER x11518 provenance "V11-34fdcb869768b4fda1ba0d94" EDITION:V11 V11_REVISES_SOURCE_FILE true x11519 provenance "V11-77669ee61ae147832c0d79f8" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11520 actual "V11-0f194fb40828dd3e18562241" EDITION:V11 V11_FILE_IN_CHAPTER x11521 provenance "V11-f17aee1ccf86702db91b0dcf" EDITION:V11 V11_REVISES_SOURCE_FILE true x11522 provenance "V11-9f8ad82fe9fa3099ab5897be" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11523 actual "V11-92cd1d91700689528999be65" EDITION:V11 V11_FILE_IN_CHAPTER x11524 provenance "V11-594a9ed7e8c205964bdffcf9" EDITION:V11 V11_REVISES_SOURCE_FILE false x11525 actual "V11-7fa45c6f09ab11ec2baf882d" workposs EDITION:V11 19 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11526 actual "V11-f0e8b8d0dd7b15859a0c2552" autocite EDITION:V11 61 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11527 actual "V11-20aac39c2e9e05ec73b28274" workposs EDITION:V11 19 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11528 actual "V11-ec7f18c1eca8f84ec79f0d75" autocite EDITION:V11 84 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11529 actual "V11-b175132c24d47e168568909e" autocite EDITION:V11 45 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11530 actual "V11-c93780be90b26a0884cd58d3" autocite EDITION:V11 47 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11531 actual "V11-cd879aa3154ea3e1d7de70e1" autocite EDITION:V11 47 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11532 actual "V11-c0876bee8248df4aa8bc7e15" autocite EDITION:V11 61 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11533 actual "V11-3dabe0544d2a6dfc6ecbe86e" autocite EDITION:V11 84 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11534 actual "V11-a9efa72e4ce13fe4c181c178" autocite EDITION:V11 61 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11535 actual "V11-04a7fd3db46b018f5f58ffb2" autocite EDITION:V11 81 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11536 actual "V11-089e30eacb2a3e75d0bd01a2" autocite EDITION:V11 84 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11537 actual "V11-9d1147798aa6f77e03c6b182" oroszcite EDITION:V11 91 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11538 actual "V11-4efa9de4bc13ce68aecdd85a" oroszcite EDITION:V11 93 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11539 actual "V11-bed8d79f681720094f307c1e" autocite EDITION:V11 118 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11540 actual "V11-b5ae0720ada471d496257b58" autocite EDITION:V11 120 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11541 actual "V11-25eafd8a385cf7e49c174693" autocite EDITION:V11 120 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11542 actual "V11-22a92501bfe8eecd86d82eb9" autocite EDITION:V11 120 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11543 actual "V11-1457bf4718759ac00f546060" autocite EDITION:V11 132 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11544 actual "V11-95ff80acf7d1e69c6f1ec0c8" autocite EDITION:V11 132 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11545 actual "V11-7737eb83c317abaf0988b1c1" autocite EDITION:V11 132 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11546 actual "V11-780684ae745a11750ad9b8c4" autocite EDITION:V11 132 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11547 actual "V11-78aa6bd5dcdd9fb2968927fd" autocite EDITION:V11 142 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11548 actual "V11-5e08cb7fc103b6fbdd164119" autocite EDITION:V11 144 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11549 actual "V11-75d296505304b0815ef833e8" autocite EDITION:V11 144 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11550 provenance "V11-06d1a76ed6612b5d5cc2947c" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11551 actual "V11-95dc32f0725f7604c761e177" EDITION:V11 V11_FILE_IN_CHAPTER x11552 provenance "V11-ef073da3194e0f75209e3825" EDITION:V11 V11_REVISES_SOURCE_FILE true x11553 provenance "V11-129f5e6be4b7e3b39b1ce43e" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11554 actual "V11-1f6d14c9c8666f768062440f" EDITION:V11 V11_FILE_IN_CHAPTER x11555 provenance "V11-e9c15edee618ab8bcbfc666c" EDITION:V11 V11_REVISES_SOURCE_FILE true x11556 provenance "V11-0c4dc3765b3efb791b8b1b90" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11557 provenance "V11-6138ba9f674eb206e1161857" EDITION:V11 V11_REVISES_SOURCE_FILE true x11558 actual "V11-bd1a222a6893a9e7ed28fc01" workref EDITION:V11 29 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11559 provenance "V11-2892955483b0cedf0e92e734" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11560 actual "V11-fa3546b633e15991f1dd2629" EDITION:V11 V11_FILE_IN_CHAPTER x11561 provenance "V11-0e50ef8dc289427aae58d98c" EDITION:V11 V11_REVISES_SOURCE_FILE true x11562 provenance "V11-7e20beec46bb8e00d6b87aab" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11563 provenance "V11-2fa9d6d6ae4101ee0cfa5c87" EDITION:V11 V11_REVISES_SOURCE_FILE true x11564 actual "V11-be92d0e97dc1f3c912d15fcf" workref EDITION:V11 31 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11565 provenance "V11-b814cfd074e4fa1215d853af" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11566 actual "V11-f7130a144465c65e0c70a76d" EDITION:V11 V11_FILE_IN_CHAPTER x11567 provenance "V11-30124edc1a48725194f8b17a" EDITION:V11 V11_REVISES_SOURCE_FILE true x11568 provenance "V11-aa91a7314c53b3884ed0c1c4" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11569 actual "V11-3395f38bfb4b9ae91939caf1" EDITION:V11 V11_FILE_IN_CHAPTER x11570 provenance "V11-57f5eebe9a6501c2292f29d1" EDITION:V11 V11_REVISES_SOURCE_FILE true x11571 provenance "V11-b9cf637745cbf78297852070" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11572 actual "V11-b903679b0d13e7f24fa4ad32" EDITION:V11 V11_FILE_IN_CHAPTER x11573 provenance "V11-c40929adca74ec4db3cd6d90" EDITION:V11 V11_REVISES_SOURCE_FILE true x11574 provenance "V11-166fad3c65b3c5ae7ae6385c" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11575 actual "V11-f98caefc9db2cf99b0d2ad14" EDITION:V11 V11_FILE_IN_CHAPTER x11576 actual "V11-ec0a137ca52fc79a974af0fe" autocite EDITION:V11 188 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11577 actual "V11-706a50630ae899470395e30d" autocite EDITION:V11 190 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11578 actual "V11-fb41264485e29c104eac8919" autocite EDITION:V11 190 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11579 actual "V11-5c871b3af318e09200cdc6c5" autocite EDITION:V11 192 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11580 actual "V11-39b0f7e2996e4b4ea6785117" autocite EDITION:V11 192 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11581 provenance "V11-92c48fc49afa283facbd95e9" EDITION:V11 Chapter 13 Appendix C V11_PROMOTED_FROM_APPENDIX x11582 reading "V11-3794d6e91892aaca701cbeaa" EDITION:V11 Advanced Patterns; V02 chapter 5 V11_EXPLICIT_PREVIOUS_CHAPTER_REFERENCE Chapter-level further reading and genealogy, not independent validation x11583 reading "V11-3e497a123a14bc60a0f52eac" EDITION:V11 Advanced Patterns: From Frameworks to Practice; V03 chapter 15 V11_EXPLICIT_PREVIOUS_CHAPTER_REFERENCE Chapter-level further reading and genealogy, not independent validation x11584 reading "V11-698d6454c676cea14ebcd42f" EDITION:V11 Limitations and Professional Judgment; V03 chapter 16 V11_EXPLICIT_PREVIOUS_CHAPTER_REFERENCE Chapter-level further reading and genealogy, not independent validation x11585 reading "V11-5ec556a920359b38adfa2aef" EDITION:V11 The Ralph Loop Pattern V11_EXPLICIT_PREVIOUS_CHAPTER_REFERENCE Chapter-level further reading and genealogy, not independent validation x11586 reading "V11-fad69038b8b791ef0fe585ab" EDITION:V11 Memory and Context Engineering V11_EXPLICIT_PREVIOUS_CHAPTER_REFERENCE Chapter-level further reading and genealogy, not independent validation x11587 reading "V11-a06d3109e0586ffa450cd941" EDITION:V11 Quality Gates and Backpressure V11_EXPLICIT_PREVIOUS_CHAPTER_REFERENCE Chapter-level further reading and genealogy, not independent validation x11588 reading "V11-7650ca430562641bcea07d9e" EDITION:V11 Agentic Patterns in Practice V11_EXPLICIT_PREVIOUS_CHAPTER_REFERENCE Chapter-level further reading and genealogy, not independent validation x11589 reading "V11-83c981ae79a601abb4dd7c2d" EDITION:V11 Choosing the Right Loop V11_EXPLICIT_PREVIOUS_CHAPTER_REFERENCE Chapter-level further reading and genealogy, not independent validation x11590 provenance "V11-043b1391a3f2762abaa20b57" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11591 actual "V11-55704e4f530365fc64d5d0eb" EDITION:V11 V11_FILE_IN_CHAPTER x11592 provenance "V11-ce51cca8e1dff95695786e00" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11593 actual "V11-cbe5b955a39b2d10b5aa9419" EDITION:V11 V11_FILE_IN_CHAPTER x11594 provenance "V11-3180f526785ebf4a9be0aa96" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11595 actual "V11-a971995e2c74c3e6b7796449" EDITION:V11 V11_FILE_IN_CHAPTER x11596 provenance "V11-5a054a1cc2a6b79fbca0c172" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11597 actual "V11-d18caedebdb92e09f8c17a64" EDITION:V11 V11_FILE_IN_CHAPTER x11598 provenance "V11-8188b2252543854bc641a476" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11599 provenance "V11-070d1d12e17e8d489527d787" EDITION:V11 V11_FILE_IN_APPENDICES x11600 provenance "V11-d6e8e57d97067d04cf478846" EDITION:V11 V11_REVISES_SOURCE_FILE false x11601 provenance "V11-75723202c008823fcfb1484d" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11602 provenance "V11-5238f1381f2b1f4591612fc7" EDITION:V11 V11_FILE_IN_APPENDICES x11603 provenance "V11-32abd9438f307430e2112357" EDITION:V11 V11_REVISES_SOURCE_FILE false x11604 actual "V11-7bf2d6788a74c0c3eb1ca8a3" autocite EDITION:V11 15 V11_LITERAL_CITATION Literal reference; 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semantic support and verification depth are not inferred from this edge x11701 actual "V11-c79aa7af12015962b76fe509" osmanicite EDITION:V11 235 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11702 actual "V11-9c80c7fc22675ce383ea5350" osmanicite EDITION:V11 237 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11703 actual "V11-e4d46d3b3877879722ab7582" osmanicite EDITION:V11 237 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11704 actual "V11-6c11df6571e42b9b14818f5e" osmanicite EDITION:V11 237 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11705 actual "V11-115e485f92462c3e09032fd8" osmanicite EDITION:V11 237 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11706 actual "V11-9efb5c56d35ea1d39dd24cd2" osmanicite EDITION:V11 239 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11707 actual "V11-9e3d52a4aa1d40e526d6c765" osmanicite EDITION:V11 239 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11708 actual "V11-046e2ca6b744a1364bf70a9b" osmanicite EDITION:V11 241 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11709 actual "V11-07d020c95497796e0c65878d" oroszcite EDITION:V11 249 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11710 actual "V11-c5d308d44208bdb822c98950" oroszcite EDITION:V11 251 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11711 actual "V11-b201ff41f39b25b3c63625fa" oroszcite EDITION:V11 257 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11712 actual "V11-bc7929e260f439b6e2ee4119" oroszcite EDITION:V11 259 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11713 actual "V11-d7775aaab70722f9cba33251" oroszcite EDITION:V11 261 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11714 actual "V11-0b47ef6f89fefe6233320f34" oroszcite EDITION:V11 265 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11715 actual "V11-c0abbbac3bf7e183b47e110d" oroszcite EDITION:V11 267 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11716 actual "V11-24e35aa6341d6149e921c310" oroszcite EDITION:V11 269 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11717 actual "V11-c8d8631b06f0aff0040549a9" oroszcite EDITION:V11 269 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11718 actual "V11-2396384c8f1345bdfe5d4f76" oroszcite EDITION:V11 273 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11719 actual "V11-e27cf18093171ad5d42fccb3" oroszcite EDITION:V11 273 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11720 actual "V11-21555a32befab5121e58bb40" oroszcite EDITION:V11 275 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11721 actual "V11-222f3d0cb7ef2ef7d3e890b3" oroszcite EDITION:V11 275 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11722 actual "V11-4437f6a55bc618287b9c13e8" oroszcite EDITION:V11 275 V11_LITERAL_CITATION Literal reference; semantic support and verification depth are not inferred from this edge x11723 provenance "V11-62ba2f4d7bfce02415bf6745" EDITION:V11 V11_ACTIVE_SOURCE_IN_EDITION x11724 provenance "V11-0a0fb5386535faf0c94d5653" EDITION:V11 V11_REVISES_SOURCE_FILE false x11725 reading "has_reading_note_v11_1_1" HAS_READING_NOTE x11726 reading "has_reading_note_v11_1_2" HAS_READING_NOTE x11727 reading "has_reading_note_v11_1_3" HAS_READING_NOTE x11728 reading "has_reading_note_v11_1_4" HAS_READING_NOTE x11729 reading "has_reading_note_v11_1_5" HAS_READING_NOTE x11730 reading "has_reading_note_v11_1_6" HAS_READING_NOTE x11731 reading "has_reading_note_v11_1_7" HAS_READING_NOTE x11732 reading "has_reading_note_v11_1_8" HAS_READING_NOTE x11733 reading "has_reading_note_v11_1_9" HAS_READING_NOTE x11734 reading "has_reading_note_v11_1_10" HAS_READING_NOTE x11735 reading "has_reading_note_v11_1_11" HAS_READING_NOTE x11736 reading "has_reading_note_v11_1_12" HAS_READING_NOTE x11737 reading "reading_B005" false RECOMMENDS_READING 2 x11738 provenance "citation" 151 BIBLIOGRAPHY_LINK x11739 provenance "published_book" DOCUMENT_IN_BOOK x11740 reading "reading_B009" false RECOMMENDS_READING 2 x11741 provenance "citation" 151 BIBLIOGRAPHY_LINK x11742 provenance "published_book" DOCUMENT_IN_BOOK x11743 reading "reading_B088" false RECOMMENDS_READING 2 x11744 provenance "citation" 152 BIBLIOGRAPHY_LINK x11745 reading "reading_B089" false RECOMMENDS_READING 2 x11746 provenance "published_book" DOCUMENT_IN_BOOK x11747 provenance "published_book" DOCUMENT_IN_BOOK x11748 reading "reading_B042" false RECOMMENDS_READING 4 x11749 provenance "citation" 154 BIBLIOGRAPHY_LINK x11750 reading "reading_B063" false RECOMMENDS_READING 4 x11751 provenance "citation" 155 BIBLIOGRAPHY_LINK x11752 provenance "published_book" DOCUMENT_IN_BOOK x11753 provenance "published_book" DOCUMENT_IN_BOOK x11754 reading "reading_B007" false RECOMMENDS_READING 2 x11755 provenance "citation" 151 BIBLIOGRAPHY_LINK x11756 provenance "published_book" DOCUMENT_IN_BOOK x11757 reading "reading_B096" false RECOMMENDS_READING 2 x11758 provenance "citation" 152 BIBLIOGRAPHY_LINK x11759 provenance "published_book" DOCUMENT_IN_BOOK x11760 reading "reading_B091" false RECOMMENDS_READING 2 x11761 provenance "citation" 152 BIBLIOGRAPHY_LINK x11762 reading "reading_B063" false RECOMMENDS_READING 4 x11763 provenance "citation" 155 BIBLIOGRAPHY_LINK x11764 provenance "published_book" DOCUMENT_IN_BOOK x11765 reading "reading_B007" false RECOMMENDS_READING 2 x11766 provenance "citation" 151 BIBLIOGRAPHY_LINK x11767 reading "reading_B090" false RECOMMENDS_READING 2 x11768 provenance "citation" 152 BIBLIOGRAPHY_LINK x11769 provenance "published_book" DOCUMENT_IN_BOOK x11770 reading "reading_B006" false RECOMMENDS_READING 2 x11771 provenance "citation" 151 BIBLIOGRAPHY_LINK x11772 provenance "published_book" DOCUMENT_IN_BOOK x11773 reading "reading_B095" false RECOMMENDS_READING 2 x11774 provenance "citation" 152 BIBLIOGRAPHY_LINK x11775 reading "reading_B105" false RECOMMENDS_READING 1 x11776 provenance "citation" 153 BIBLIOGRAPHY_LINK x11777 provenance "published_book" DOCUMENT_IN_BOOK x11778 provenance "published_book" DOCUMENT_IN_BOOK x11779 reading "reading_B106" false RECOMMENDS_READING 1 x11780 provenance "citation" 153 BIBLIOGRAPHY_LINK x11781 reading "reading_B109" false RECOMMENDS_READING 1 x11782 provenance "published_book" DOCUMENT_IN_BOOK x11783 provenance "published_book" DOCUMENT_IN_BOOK f00001 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html f00002 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html f00003 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: task and interaction categories; prompt composition; models and hosting https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html f00004 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: task and interaction categories; prompt composition; models and hosting https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html f00005 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: task and interaction categories; prompt composition; models and hosting https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html f00006 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: task and interaction categories; prompt composition; models and hosting https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html false f00007 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: task and interaction categories; prompt composition; models and hosting https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html false f00008 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: task and interaction categories; prompt composition; models and hosting https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html false f00009 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: task and interaction categories; prompt composition; models and hosting https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html f00010 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html f00011 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html f00012 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: the three median implementations and the test discussion https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html f00013 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: the three median implementations and the test discussion https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html f00014 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: the three median implementations and the test discussion https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html f00015 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: the three median implementations and the test discussion https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html false f00016 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: the three median implementations and the test discussion https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html false f00017 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: the three median implementations and the test discussion https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html false f00018 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: the three median implementations and the test discussion https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html f00019 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html f00020 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html f00021 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: usefulness factors and review/rework effort https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html f00022 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: usefulness factors and review/rework effort https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html f00023 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: usefulness factors and review/rework effort https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html f00024 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Human cognitive load. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: usefulness factors and review/rework effort https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html f00025 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Economic costs and return. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: usefulness factors and review/rework effort https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html false f00026 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: usefulness factors and review/rework effort https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html false f00027 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: usefulness factors and review/rework effort https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html false f00028 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: usefulness factors and review/rework effort https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html false f00029 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: usefulness factors and review/rework effort https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html f00030 dependency "MF_V12:F_BODY_LINKS_TO" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A link in the article body points to this essay; next/previous/latest navigation is excluded. F_BODY_LINKS_TO Body, not series navigation https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html f00031 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html f00032 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html f00033 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: reinforcing existing practices; reviewing instead of producing https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html f00034 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: reinforcing existing practices; reviewing instead of producing https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html f00035 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: reinforcing existing practices; reviewing instead of producing https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html f00036 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: reinforcing existing practices; reviewing instead of producing https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html f00037 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Human cognitive load. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: reinforcing existing practices; reviewing instead of producing https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html f00038 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: reinforcing existing practices; reviewing instead of producing https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html false f00039 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: reinforcing existing practices; reviewing instead of producing https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html false f00040 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: reinforcing existing practices; reviewing instead of producing https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html false f00041 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: reinforcing existing practices; reviewing instead of producing https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html f00042 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html f00043 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html f00044 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: knowledge sharing, team flow and pairing with assistance https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html f00045 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: knowledge sharing, team flow and pairing with assistance https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html f00046 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: knowledge sharing, team flow and pairing with assistance https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html f00047 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: knowledge sharing, team flow and pairing with assistance https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html f00048 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Ownership and knowledge transfer. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: knowledge sharing, team flow and pairing with assistance https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html f00049 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Skills formation and teaching. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: knowledge sharing, team flow and pairing with assistance https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html false f00050 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: knowledge sharing, team flow and pairing with assistance https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html false f00051 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: knowledge sharing, team flow and pairing with assistance https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html f00052 dependency "MF_V12:F_BODY_LINKS_TO" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A link in the article body points to this essay; next/previous/latest navigation is excluded. F_BODY_LINKS_TO Body, not series navigation https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html f00053 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html f00054 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html f00055 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: red, green and refactoring discussions https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html f00056 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: red, green and refactoring discussions https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html f00057 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: red, green and refactoring discussions https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html f00058 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: red, green and refactoring discussions https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html false f00059 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: red, green and refactoring discussions https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html false f00060 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: red, green and refactoring discussions https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html false f00061 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: red, green and refactoring discussions https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html f00062 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html f00063 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html f00064 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: abstraction levels and comparison with traditional generation https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html f00065 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: abstraction levels and comparison with traditional generation https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html f00066 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: abstraction levels and comparison with traditional generation https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html false f00067 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: abstraction levels and comparison with traditional generation https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html false f00068 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: abstraction levels and comparison with traditional generation https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html false f00069 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: abstraction levels and comparison with traditional generation https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html f00070 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html f00071 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html f00072 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: confidence, timeboxing and assistant persona https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html f00073 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: confidence, timeboxing and assistant persona https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html f00074 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent failure and escalation. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: confidence, timeboxing and assistant persona https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html f00075 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: confidence, timeboxing and assistant persona https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html f00076 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: confidence, timeboxing and assistant persona https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html false f00077 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: confidence, timeboxing and assistant persona https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html false f00078 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: confidence, timeboxing and assistant persona https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html false f00079 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: confidence, timeboxing and assistant persona https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html false f00080 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: confidence, timeboxing and assistant persona https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html f00081 dependency "MF_V12:F_BODY_LINKS_TO" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A link in the article body points to this essay; next/previous/latest navigation is excluded. F_BODY_LINKS_TO Body, not series navigation https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html f00082 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html f00083 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html f00084 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: issue exploration, code search, environment and testing attempts https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html f00085 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: issue exploration, code search, environment and testing attempts https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html f00086 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Onboarding and developer fluency. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: issue exploration, code search, environment and testing attempts https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html f00087 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: issue exploration, code search, environment and testing attempts https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html false f00088 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: issue exploration, code search, environment and testing attempts https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html false f00089 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: issue exploration, code search, environment and testing attempts https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html false f00090 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: issue exploration, code search, environment and testing attempts https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html f00091 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html f00092 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html f00093 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: manually solved baseline, agent setup and migration observations https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html f00094 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: manually solved baseline, agent setup and migration observations https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html f00095 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: manually solved baseline, agent setup and migration observations https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html f00096 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent failure and escalation. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: manually solved baseline, agent setup and migration observations https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html f00097 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Long-running agent execution. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: manually solved baseline, agent setup and migration observations https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html f00098 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: manually solved baseline, agent setup and migration observations https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html false f00099 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: manually solved baseline, agent setup and migration observations https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html false f00100 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: manually solved baseline, agent setup and migration observations https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html false f00101 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: manually solved baseline, agent setup and migration observations https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html false f00102 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: manually solved baseline, agent setup and migration observations https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html f00103 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html f00104 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html f00105 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: multi-file mode, feedback loops and implications of larger changes https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html f00106 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: multi-file mode, feedback loops and implications of larger changes https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html f00107 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: multi-file mode, feedback loops and implications of larger changes https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html f00108 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: multi-file mode, feedback loops and implications of larger changes https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html f00109 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Review capacity and maintainers. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: multi-file mode, feedback loops and implications of larger changes https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html f00110 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: multi-file mode, feedback loops and implications of larger changes https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html false f00111 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: multi-file mode, feedback loops and implications of larger changes https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html false f00112 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: multi-file mode, feedback loops and implications of larger changes https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html false f00113 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: multi-file mode, feedback loops and implications of larger changes https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html f00114 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html f00115 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html f00116 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: reasoning models, software tasks and contextual/tool feedback https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html f00117 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: reasoning models, software tasks and contextual/tool feedback https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html f00118 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: reasoning models, software tasks and contextual/tool feedback https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html f00119 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: reasoning models, software tasks and contextual/tool feedback https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html false f00120 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: reasoning models, software tasks and contextual/tool feedback https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html false f00121 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: reasoning models, software tasks and contextual/tool feedback https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html f00122 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html f00123 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html f00124 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html f00125 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html f00126 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html f00127 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Skills formation and teaching. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html f00128 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Technical debt and complexity. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html f00129 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html false f00130 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html false f00131 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html false f00132 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html false f00133 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html f00134 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html f00135 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html f00136 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: header reading, position side effects and absolute access https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html f00137 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: header reading, position side effects and absolute access https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html f00138 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: header reading, position side effects and absolute access https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html f00139 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: header reading, position side effects and absolute access https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html f00140 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: header reading, position side effects and absolute access https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html false f00141 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: header reading, position side effects and absolute access https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html false f00142 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: header reading, position side effects and absolute access https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html false f00143 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: header reading, position side effects and absolute access https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html f00144 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html f00145 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html f00146 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: initial visualization, hexagon geometry and iterative refinement https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html f00147 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: initial visualization, hexagon geometry and iterative refinement https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html f00148 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Skills formation and teaching. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: initial visualization, hexagon geometry and iterative refinement https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html f00149 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: initial visualization, hexagon geometry and iterative refinement https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html f00150 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: initial visualization, hexagon geometry and iterative refinement https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html false f00151 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: initial visualization, hexagon geometry and iterative refinement https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html false f00152 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: initial visualization, hexagon geometry and iterative refinement https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html false f00153 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: initial visualization, hexagon geometry and iterative refinement https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html f00154 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html f00155 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html f00156 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html f00157 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: assistant inputs, tools, supply-chain exposure and defenses https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html f00158 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: assistant inputs, tools, supply-chain exposure and defenses https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html f00159 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Prompt injection and malicious tools. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: assistant inputs, tools, supply-chain exposure and defenses https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html f00160 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Dependencies and agent supply chain. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: assistant inputs, tools, supply-chain exposure and defenses https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html false f00161 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: assistant inputs, tools, supply-chain exposure and defenses https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html false f00162 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Securing generated code and the agent runtime. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: assistant inputs, tools, supply-chain exposure and defenses https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html f00163 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html f00164 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html f00165 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: PlantUML extension, implementation iterations and code habitability https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html f00166 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: PlantUML extension, implementation iterations and code habitability https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html f00167 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: PlantUML extension, implementation iterations and code habitability https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html f00168 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: PlantUML extension, implementation iterations and code habitability https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html f00169 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: PlantUML extension, implementation iterations and code habitability https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html f00170 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: PlantUML extension, implementation iterations and code habitability https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html false f00171 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: PlantUML extension, implementation iterations and code habitability https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html false f00172 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: PlantUML extension, implementation iterations and code habitability https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html false f00173 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: PlantUML extension, implementation iterations and code habitability https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html false f00174 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: PlantUML extension, implementation iterations and code habitability https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html f00175 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html f00176 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html f00177 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: supervised/background distinction, task trace and repeated attempts https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html f00178 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: supervised/background distinction, task trace and repeated attempts https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html f00179 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent failure and escalation. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: supervised/background distinction, task trace and repeated attempts https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html f00180 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Code reuse and duplication. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: supervised/background distinction, task trace and repeated attempts https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html f00181 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: supervised/background distinction, task trace and repeated attempts https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html false f00182 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: supervised/background distinction, task trace and repeated attempts https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html false f00183 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: supervised/background distinction, task trace and repeated attempts https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html false f00184 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: supervised/background distinction, task trace and repeated attempts https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html false f00185 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: supervised/background distinction, task trace and repeated attempts https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html f00186 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html f00187 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html f00188 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: operational responsibility and comparison with compilers https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html f00189 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: operational responsibility and comparison with compilers https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html f00190 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: operational responsibility and comparison with compilers https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html f00191 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: operational responsibility and comparison with compilers https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html f00192 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Ownership and knowledge transfer. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: operational responsibility and comparison with compilers https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html false f00193 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: operational responsibility and comparison with compilers https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html false f00194 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: operational responsibility and comparison with compilers https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html false f00195 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: operational responsibility and comparison with compilers https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html false f00196 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: operational responsibility and comparison with compilers https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html f00197 dependency "MF_V12:F_BODY_LINKS_TO" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A link in the article body points to this essay; next/previous/latest navigation is excluded. F_BODY_LINKS_TO Body, not series navigation https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html f00198 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html f00199 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html f00200 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: diagnosis, experiments, discarded proposals and final rewrite https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html f00201 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Skills & learning. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: diagnosis, experiments, discarded proposals and final rewrite https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html f00202 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Economics. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: diagnosis, experiments, discarded proposals and final rewrite https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html f00203 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Output versus shipped value. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: diagnosis, experiments, discarded proposals and final rewrite https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html f00204 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: diagnosis, experiments, discarded proposals and final rewrite https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html f00205 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address System understanding and rationale. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: diagnosis, experiments, discarded proposals and final rewrite https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html false f00206 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: diagnosis, experiments, discarded proposals and final rewrite https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html false f00207 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: diagnosis, experiments, discarded proposals and final rewrite https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html false f00208 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Developer learning, mentoring and comprehension debt. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: diagnosis, experiments, discarded proposals and final rewrite https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html false f00209 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: diagnosis, experiments, discarded proposals and final rewrite https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html f00210 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html f00211 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html f00212 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: risk factors and situational review decisions https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html f00213 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: risk factors and situational review decisions https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html f00214 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Automation bias and trust. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: risk factors and situational review decisions https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html f00215 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: risk factors and situational review decisions https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html false f00216 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: risk factors and situational review decisions https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html false f00217 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: risk factors and situational review decisions https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html false f00218 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: risk factors and situational review decisions https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html f00219 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html f00220 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html f00221 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: reference application, differences, report and update workflow https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html f00222 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: reference application, differences, report and update workflow https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html f00223 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: reference application, differences, report and update workflow https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html f00224 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: reference application, differences, report and update workflow https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html f00225 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: reference application, differences, report and update workflow https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html f00226 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: reference application, differences, report and update workflow https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html false f00227 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: reference application, differences, report and update workflow https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html false f00228 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: reference application, differences, report and update workflow https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html false f00229 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: reference application, differences, report and update workflow https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html f00230 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html f00231 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html f00232 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html f00233 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html f00234 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html f00235 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html f00236 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html false f00237 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html false f00238 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html false f00239 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html false f00240 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html f00241 dependency "MF_V12:F_BODY_LINKS_TO" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A link in the article body points to this essay; next/previous/latest navigation is excluded. F_BODY_LINKS_TO Body, not series navigation https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html f00242 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html f00243 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html f00244 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: GitLab support, optional values, duplication and cache behavior https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html f00245 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: GitLab support, optional values, duplication and cache behavior https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html f00246 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Technical debt and complexity. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: GitLab support, optional values, duplication and cache behavior https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html f00247 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Code reuse and duplication. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: GitLab support, optional values, duplication and cache behavior https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html f00248 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: GitLab support, optional values, duplication and cache behavior https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html false f00249 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: GitLab support, optional values, duplication and cache behavior https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html false f00250 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: GitLab support, optional values, duplication and cache behavior https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html false f00251 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Code review and trust calibration. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: GitLab support, optional values, duplication and cache behavior https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html f00252 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html f00253 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html f00254 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: trigger-based feature overview and context configuration https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html f00255 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: trigger-based feature overview and context configuration https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html f00256 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: trigger-based feature overview and context configuration https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html f00257 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Developer workflow and adoption. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: trigger-based feature overview and context configuration https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html f00258 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: trigger-based feature overview and context configuration https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html false f00259 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: trigger-based feature overview and context configuration https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html false f00260 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: trigger-based feature overview and context configuration https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html false f00261 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: trigger-based feature overview and context configuration https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html f00262 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html f00263 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html f00264 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html f00265 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html f00266 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html f00267 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html f00268 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Long-running agent execution. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html false f00269 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html false f00270 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html false f00271 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html false f00272 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html false f00273 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html f00274 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html f00275 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html f00276 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: why/how loops; humans outside, in and on the loop; flywheel https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html f00277 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Jobs & roles. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Body: why/how loops; humans outside, in and on the loop; flywheel https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html f00278 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: why/how loops; humans outside, in and on the loop; flywheel https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html f00279 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Long-running agent execution. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: why/how loops; humans outside, in and on the loop; flywheel https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html f00280 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Body: why/how loops; humans outside, in and on the loop; flywheel https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html false f00281 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI changes the unit of software work. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: why/how loops; humans outside, in and on the loop; flywheel https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html false f00282 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: why/how loops; humans outside, in and on the loop; flywheel https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html false f00283 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: why/how loops; humans outside, in and on the loop; flywheel https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html false f00284 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Body: why/how loops; humans outside, in and on the loop; flywheel https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html f00285 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html f00286 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html f00287 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Scope; factors influencing viability; context size and harness; conclusions https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html f00288 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Economics. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Scope; factors influencing viability; context size and harness; conclusions https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html f00289 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Scope; factors influencing viability; context size and harness; conclusions https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html f00290 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Scope; factors influencing viability; context size and harness; conclusions https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html f00291 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Economic costs and return. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Scope; factors influencing viability; context size and harness; conclusions https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html f00292 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Scope; factors influencing viability; context size and harness; conclusions https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html false f00293 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Scope; factors influencing viability; context size and harness; conclusions https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html false f00294 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Scope; factors influencing viability; context size and harness; conclusions https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html false f00295 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Scope; factors influencing viability; context size and harness; conclusions https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html f00296 dependency "MF_V12:F_BODY_LINKS_TO" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A link in the article body points to this essay; next/previous/latest navigation is excluded. F_BODY_LINKS_TO Body, not series navigation https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html f00297 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html f00298 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html f00299 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in What agents can do. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Viability funnel; two task descriptions; manual/automated phases; day-to-day use https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html f00300 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Productivity. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Viability funnel; two task descriptions; manual/automated phases; day-to-day use https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html f00301 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Viability funnel; two task descriptions; manual/automated phases; day-to-day use https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html f00302 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Benchmarks and construct validity. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Viability funnel; two task descriptions; manual/automated phases; day-to-day use https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html f00303 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Viability funnel; two task descriptions; manual/automated phases; day-to-day use https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html f00304 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Viability funnel; two task descriptions; manual/automated phases; day-to-day use https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html false f00305 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Viability funnel; two task descriptions; manual/automated phases; day-to-day use https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html false f00306 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Viability funnel; two task descriptions; manual/automated phases; day-to-day use https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html false f00307 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Viability funnel; two task descriptions; manual/automated phases; day-to-day use https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html false f00308 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Viability funnel; two task descriptions; manual/automated phases; day-to-day use https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html f00309 dependency "MF_V12:F_BODY_LINKS_TO" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A link in the article body points to this essay; next/previous/latest navigation is excluded. F_BODY_LINKS_TO Body, not series navigation https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html f00310 dependency "MF_V12:F_BODY_LINKS_TO" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A link in the article body points to this essay; next/previous/latest navigation is excluded. F_BODY_LINKS_TO Body, not series navigation https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html f00311 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html f00312 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html f00313 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Economics. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Experiment in refactoring; results table; notes on process; further work https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html f00314 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Code quality & security. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Experiment in refactoring; results table; notes on process; further work https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html f00315 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Economic costs and return. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Experiment in refactoring; results table; notes on process; further work https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html f00316 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Architecture and modularity. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Experiment in refactoring; results table; notes on process; further work https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html f00317 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Code reuse and duplication. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Experiment in refactoring; results table; notes on process; further work https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html false f00318 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Experiment in refactoring; results table; notes on process; further work https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html false f00319 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for AI-generated code quality, architecture and maintainability. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Experiment in refactoring; results table; notes on process; further work https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html false f00320 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Experiment in refactoring; results table; notes on process; further work https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html f00321 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html f00322 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html f00323 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html f00324 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Economics. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html f00325 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html f00326 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Evaluation methodology and baselines. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html f00327 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Economic costs and return. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html false f00328 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html false f00329 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html false f00330 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html false f00331 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html f00332 dependency "MF_V12:F_BODY_LINKS_TO" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A link in the article body points to this essay; next/previous/latest navigation is excluded. F_BODY_LINKS_TO Body, not series navigation https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html f00333 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html f00334 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html f00335 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Emergent behavior; shared plans; repository as blackboard; CI trade-off https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html f00336 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in System knowledge & memory. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Emergent behavior; shared plans; repository as blackboard; CI trade-off https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html f00337 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Human-agent collaboration. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Emergent behavior; shared plans; repository as blackboard; CI trade-off https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html f00338 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Agent context and persistent memory. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Emergent behavior; shared plans; repository as blackboard; CI trade-off https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html f00339 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Long-running agent execution. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Emergent behavior; shared plans; repository as blackboard; CI trade-off https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html false f00340 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Emergent behavior; shared plans; repository as blackboard; CI trade-off https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html false f00341 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for System understanding, context and persistent memory. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Emergent behavior; shared plans; repository as blackboard; CI trade-off https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html false f00342 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Teams, governance and the changing engineering organization. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Emergent behavior; shared plans; repository as blackboard; CI trade-off https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html f00343 provenance "MF_V12:F_INCLUDED_IN_SERIES" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The supplied hub explicitly lists this article. F_INCLUDED_IN_SERIES https://martinfowler.com/articles/exploring-gen-ai.html https://martinfowler.com/articles/are-harnesses-worth-the-cost.html f00344 provenance "MF_V12:F_AUTHORED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Article byline https://martinfowler.com/articles/are-harnesses-worth-the-cost.html f00345 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration true Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Economics. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html f00346 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Verification & review. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html f00347 classification "MF_V12:F_EDITORIAL_STREAM_MAPPING" false Enrico Papalini / AI-assisted editorial integration false Independent atlas integration of Exploring Gen AI, 2026-10-13 Editorial placement in Engineering structure. Read the recorded source scope and caveat; this is not a Polimi-assigned F classification. F_EDITORIAL_STREAM_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html f00348 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Economic costs and return. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html f00349 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Independent verification and oracles. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html f00350 classification "MF_V12:F_EDITORIAL_TOPIC_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The selected passages address Specifications and governance. This thematic interpretation does not constitute empirical support. F_EDITORIAL_TOPIC_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html false f00351 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Measuring productivity from code to production. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html false f00352 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Limits and capability of coding agents. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html false f00353 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Specifications, intent and executable contracts. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html false f00354 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Testing, external oracles and evidence of correctness. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html false f00355 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Economics, jobs, risk and evidence-based adoption. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html false f00356 mapping "MF_V12:F_EDITORIAL_CHAPTER_MAPPING" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Proposed companion reading for Choosing Practices and Recognizing Their Limits. No citation was inserted into the manuscript. F_EDITORIAL_CHAPTER_MAPPING Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html f00357 dependency "MF_V12:F_BODY_LINKS_TO" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A link in the article body points to this essay; next/previous/latest navigation is excluded. F_BODY_LINKS_TO Body, not series navigation https://martinfowler.com/articles/are-harnesses-worth-the-cost.html https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html f00358 provenance "MF_V12:F_SERIES_EDITED_BY" false Independent atlas integration of Exploring Gen AI, 2026-10-13 The series index explicitly credits Birgitta as a contributor and editor. F_SERIES_EDITED_BY Series index closing credit https://martinfowler.com/articles/exploring-gen-ai.html f00359 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Different taxonomies of constructing tool context; a conceptual comparison, not an effectiveness claim. F_EDITORIAL_COMPARISON Body: task and interaction categories; prompt composition; models and hosting https://martinfowler.com/articles/exploring-gen-ai/01-tool-landscape.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00360 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Both raise the origin of test expectations; the median example is not a replication of the Java benchmark. F_EDITORIAL_COMPARISON Body: the three median implementations and the test discussion https://martinfowler.com/articles/exploring-gen-ai/02-median-tale.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00361 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Contrasts perceived assistance with end-to-end delivered change; measures and settings differ. F_EDITORIAL_COMPARISON Body: usefulness factors and review/rework effort https://martinfowler.com/articles/exploring-gen-ai/03-coding-assistance-when-useful.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00362 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Reviewer attention is a shared problem; these practitioner accounts are not independent causal evidence. F_EDITORIAL_COMPARISON Body: reinforcing existing practices; reviewing instead of producing https://martinfowler.com/articles/exploring-gen-ai/04-coding-assistance-how-in-the-way.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00363 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Human knowledge sharing offers a reading connection to stewardship, not an AI-pairing evaluation. F_EDITORIAL_COMPARISON Body: knowledge sharing, team flow and pairing with assistance https://martinfowler.com/articles/exploring-gen-ai/05-not-your-pair-programmer.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00364 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Human-led tests and quality-assurance practices can be compared without treating a pattern as a trial result. F_EDITORIAL_COMPARISON Body: red, green and refactoring discussions https://martinfowler.com/articles/exploring-gen-ai/06-tdd-with-coding-assistance.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00365 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Contrasts learned generation and explicit contracts; the book process is a separate authorial proposal. F_EDITORIAL_COMPARISON Body: abstraction levels and comparison with traditional generation https://martinfowler.com/articles/exploring-gen-ai/07-how-is-this-different.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00366 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Both motivate controls chosen for the observed problem; neither establishes a universal reliability threshold. F_EDITORIAL_COMPARISON Body: confidence, timeboxing and assistant persona https://martinfowler.com/articles/exploring-gen-ai/08-how-to-tackle-unreliability.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00367 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 An onboarding narrative and an exploratory comprehension study address related but different settings. F_EDITORIAL_COMPARISON Body: issue exploration, code search, environment and testing attempts https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00368 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Compare recovery of brownfield context; common subject matter is not corroborating evidence. F_EDITORIAL_COMPARISON Body: issue exploration, code search, environment and testing attempts https://martinfowler.com/articles/exploring-gen-ai/09-ai-help-onboarding-codebase.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00369 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Both expose risks of semantic migration, but use different tasks, methods and tool generations. F_EDITORIAL_COMPARISON Body: manually solved baseline, agent setup and migration observations https://martinfowler.com/articles/exploring-gen-ai/10-ai-for-tech-stack-migration.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00370 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Larger changes invite comparison with review complexity; no equivalent treatment or outcome is claimed. F_EDITORIAL_COMPARISON Body: multi-file mode, feedback loops and implications of larger changes https://martinfowler.com/articles/exploring-gen-ai/11-multi-file-editing.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00371 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Relates reasoning choices to external loop feedback; this mapping is editorial, not a tested comparison. F_EDITORIAL_COMPARISON Body: reasoning models, software tasks and contextual/tool feedback https://martinfowler.com/articles/exploring-gen-ai/12-role-of-reasoning.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00372 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Shared author and overlapping practitioner concerns; do not count these accounts as independent confirmation. F_EDITORIAL_COMPARISON Body: missteps and the time-to-commit, iteration and codebase-lifetime perspectives https://martinfowler.com/articles/exploring-gen-ai/13-role-of-developer-skills.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00373 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Explaining code and preserving behavior are separable; the ByteBuffer dialogue is not a modernization benchmark. F_EDITORIAL_COMPARISON Body: header reading, position side effects and absolute access https://martinfowler.com/articles/exploring-gen-ai/14-guiding-llm-java-bytebuffer.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00374 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A successful learning narrative does not measure the retention outcome investigated in a learning study. F_EDITORIAL_COMPARISON Body: initial visualization, hexagon geometry and iterative refinement https://martinfowler.com/articles/exploring-gen-ai/15-building-tmt-mirror-visualization.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00375 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Threat analysis and adversarial workspace-injection research concern related boundaries, not the same prevalence estimate. F_EDITORIAL_COMPARISON Body: assistant inputs, tools, supply-chain exposure and defenses https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00376 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Supply-chain commentary connects to configuration exposure; neither establishes real-world exploitation frequency. F_EDITORIAL_COMPARISON Body: assistant inputs, tools, supply-chain exposure and defenses https://martinfowler.com/articles/exploring-gen-ai/software-supply-chain-attack-surface.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00377 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Compare maintained code and persistent project knowledge as context; no automatic effectiveness equivalence. F_EDITORIAL_COMPARISON Body: PlantUML extension, implementation iterations and code habitability https://martinfowler.com/articles/exploring-gen-ai/16-building-custom-tooling-with-llms.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00378 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Unattended task completion and acceptance evidence are different; the small Codex example is not a benchmark replication. F_EDITORIAL_COMPARISON Body: supervised/background distinction, task trace and repeated attempts https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00379 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Both make repository reuse relevant; an anecdote is not a second study of reuse rates. F_EDITORIAL_COMPARISON Body: supervised/background distinction, task trace and repeated attempts https://martinfowler.com/articles/exploring-gen-ai/autonomous-agents-codex-example.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00380 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Responsibility and understanding connect to the critique of authorship-based knowledge proxies; both remain qualified arguments. F_EDITORIAL_COMPARISON Body: operational responsibility and comparison with compilers https://martinfowler.com/articles/exploring-gen-ai/i-still-care-about-the-code.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00381 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Both question code-acceptance metrics; a discarded-code case differs from survey-based productivity measurement. F_EDITORIAL_COMPARISON Body: diagnosis, experiments, discarded proposals and final rewrite https://martinfowler.com/articles/exploring-gen-ai/partner-with-ai-and-throw-away-the-code.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00382 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Situational review heuristics can be compared with risk-ranked automation; the heuristic is not validated calibration. F_EDITORIAL_COMPARISON Body: risk factors and situational review decisions https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00383 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Compare review proportionality using the existing restricted-record summary, not a newly inspected subscriber article. F_EDITORIAL_COMPARISON Body: risk factors and situational review decisions https://martinfowler.com/articles/exploring-gen-ai/to-vibe-or-not-vibe.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00384 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A runnable reference and persistent instructions provide different contextual anchors; the link is a design comparison. F_EDITORIAL_COMPARISON Body: reference application, differences, report and update workflow https://martinfowler.com/articles/exploring-gen-ai/anchoring-to-reference.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00385 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Both discuss specification granularity; the article’s doubts must not be collapsed into endorsement of SDD. F_EDITORIAL_COMPARISON Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00386 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Compare the SDD taxonomy with the book’s pattern catalogue; they are different classifications and proposals. F_EDITORIAL_COMPARISON Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00387 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Brownfield fit and documentation overhead connect to the book’s limitations discussion, not proof of framework efficacy. F_EDITORIAL_COMPARISON Body: definitions of SDD; Kiro, spec-kit and Tessl explorations; reflections https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00388 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Both concern internal quality behind passing checks; the CCMenu anecdote remains a bounded account. F_EDITORIAL_COMPARISON Body: GitLab support, optional values, duplication and cache behavior https://martinfowler.com/articles/exploring-gen-ai/ccmenu-quality.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00389 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Two context-engineering framings; shared terminology is neither a citation assertion nor independent validation. F_EDITORIAL_COMPARISON Body: trigger-based feature overview and context configuration https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00390 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Context delivery and persistent memory can be compared while keeping configuration distinct from authoritative state. F_EDITORIAL_COMPARISON Body: trigger-based feature overview and context configuration https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00391 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Compare harness components and verification gaps; the original OpenAI account was not independently replicated here. F_EDITORIAL_COMPARISON Body: three categories; templates; runtime constraints; brownfield retrofit; final thoughts https://martinfowler.com/articles/exploring-gen-ai/harness-engineering-memo.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00392 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Both discuss human work above execution; analogous loop language does not imply identical governance. F_EDITORIAL_COMPARISON Body: why/how loops; humans outside, in and on the loop; flywheel https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00393 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Connects a proposed human role to organizational loop ownership, without claiming measured team improvement. F_EDITORIAL_COMPARISON Body: why/how loops; humans outside, in and on the loop; flywheel https://martinfowler.com/articles/exploring-gen-ai/humans-and-agents.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00394 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Local feasibility and a full local loop address different scopes; the memoir is not a production TCO benchmark. F_EDITORIAL_COMPARISON Scope; factors influencing viability; context size and harness; conclusions https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-factors.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00395 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Task and setup sensitivity provide a comparison for choosing a smaller mechanism, not a universal model ranking. F_EDITORIAL_COMPARISON Viability funnel; two task descriptions; manual/automated phases; day-to-day use https://martinfowler.com/articles/exploring-gen-ai/local-models-for-coding-experiences.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00396 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Estimated inference savings are narrower than accepted-change economics; setup, review and maintenance remain separate costs. F_EDITORIAL_COMPARISON Experiment in refactoring; results table; notes on process; further work https://martinfowler.com/articles/exploring-gen-ai/refactoring-economic-benefit.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00397 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Writing tests first does not establish oracle independence; this comparison spans different experimental designs. F_EDITORIAL_COMPARISON Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00398 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Human-led assisted TDD and TDD wholly within an agent are different interventions, not contradictory replications. F_EDITORIAL_COMPARISON Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00399 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Compares test-feedback mechanisms with quality gates; passing tests and reliable acceptance remain distinct. F_EDITORIAL_COMPARISON Setup; results; test-first and red-green goals; costs; conclusions https://martinfowler.com/articles/exploring-gen-ai/tdd-in-the-agent-loop.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00400 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Concurrent agents share coordination and review-capacity concerns; the Pulse-derived record is a different source context. F_EDITORIAL_COMPARISON Emergent behavior; shared plans; repository as blackboard; CI trade-off https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00401 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 An emergent blackboard and designed multi-agent orchestration are related approaches, not equivalent reliability results. F_EDITORIAL_COMPARISON Emergent behavior; shared plans; repository as blackboard; CI trade-off https://martinfowler.com/articles/exploring-gen-ai/an-accidental-blackboard.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00402 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 A small implementation experiment can inform a lifecycle-cost discussion but does not replicate the broader synthesis. F_EDITORIAL_COMPARISON Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00403 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Generation cost per attempt does not include the full economic costs described in the book. F_EDITORIAL_COMPARISON Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit f00404 comparison "MF_V12:F_EDITORIAL_COMPARISON" false Independent atlas integration of Exploring Gen AI, 2026-10-13 Conditional harness benefits offer a comparison for minimum-sufficient control selection, not validation of the book’s framework. F_EDITORIAL_COMPARISON Experiment setup; independent outer evaluation; model comparisons; economics; boundaries https://martinfowler.com/articles/are-harnesses-worth-the-cost.html Recorded atlas summary and limitations; no new W/O/P/B primary-source audit u20261018_00000 classification "UPDATE_20261018:PRIMARY_STREAM" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Verification is the central topic. PRIMARY_STREAM https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00001 classification "UPDATE_20261018:SECONDARY_STREAM" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Checks constrain code quality. SECONDARY_STREAM https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00002 classification "UPDATE_20261018:ADDRESSES_TOPIC" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Editorial fit to the existing topic. ADDRESSES_TOPIC https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00003 classification "UPDATE_20261018:ADDRESSES_TOPIC" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Editorial fit to the existing topic. ADDRESSES_TOPIC https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00004 classification "UPDATE_20261018:ADDRESSES_TOPIC" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Editorial fit to the existing topic. ADDRESSES_TOPIC https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00005 classification "UPDATE_20261018:ADDRESSES_TOPIC" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Editorial fit to the existing topic. ADDRESSES_TOPIC https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00006 mapping "UPDATE_20261018:INFORMS_CHAPTER" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Testing and oracle design. INFORMS_CHAPTER https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00007 mapping "UPDATE_20261018:INFORMS_CHAPTER" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Success criteria before implementation. INFORMS_CHAPTER https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00008 mapping "UPDATE_20261018:INFORMS_CHAPTER" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Behavioral parity during migrations. INFORMS_CHAPTER https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00009 mapping "UPDATE_20261018:INFORMS_CHAPTER" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Evidence for human acceptance. INFORMS_CHAPTER https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00010 comparison "UPDATE_20261018:EDITORIAL_COMPARISON_NOT_CITATION" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Connects selective review to concrete verification techniques. EDITORIAL_COMPARISON_NOT_CITATION https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00011 comparison "UPDATE_20261018:EDITORIAL_COMPARISON_NOT_CITATION" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Shared concern with behavioral compatibility in migrations. EDITORIAL_COMPARISON_NOT_CITATION https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00012 comparison "UPDATE_20261018:EDITORIAL_COMPARISON_NOT_CITATION" EDITORIAL_THEMATIC not_established false EDITORIAL_MATCH_UNSCORED Osmani incremental source review, 2026-10-18 Concrete testing techniques complement the earlier quality-gates argument. EDITORIAL_COMPARISON_NOT_CITATION https://addyo.substack.com/p/agentic-verification full primary article, byline and dateline inspected u20261018_00013 classification "UPDATE_20261018:PRIMARY_STREAM" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. PRIMARY_STREAM u20261018_00014 classification "UPDATE_20261018:SECONDARY_STREAM" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. SECONDARY_STREAM u20261018_00015 classification "UPDATE_20261018:SECONDARY_STREAM" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. SECONDARY_STREAM u20261018_00016 classification "UPDATE_20261018:ADDRESSES_TOPIC" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. ADDRESSES_TOPIC u20261018_00017 classification "UPDATE_20261018:ADDRESSES_TOPIC" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. ADDRESSES_TOPIC u20261018_00018 classification "UPDATE_20261018:ADDRESSES_TOPIC" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. ADDRESSES_TOPIC u20261018_00019 classification "UPDATE_20261018:ADDRESSES_TOPIC" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. ADDRESSES_TOPIC u20261018_00020 mapping "UPDATE_20261018:INFORMS_CHAPTER_PROPOSAL" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. INFORMS_CHAPTER_PROPOSAL u20261018_00021 mapping "UPDATE_20261018:INFORMS_CHAPTER_PROPOSAL" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. INFORMS_CHAPTER_PROPOSAL u20261018_00022 mapping "UPDATE_20261018:INFORMS_CHAPTER_PROPOSAL" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial reading for architecture, independent checks and operational economics; these links are not manuscript citations or validation of NDSE2. INFORMS_CHAPTER_PROPOSAL u20261018_00023 comparison "UPDATE_20261018:EDITORIAL_COMPARISON" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial comparison of AI evaluation guidance; distinct publications, no claim of independent corroboration. EDITORIAL_COMPARISON u20261018_00024 comparison "UPDATE_20261018:EDITORIAL_COMPARISON" false false Primary-source review and independent atlas mapping, 2026-10-18 Editorial comparison of operational architecture and cost tradeoffs in guest book excerpts; distinct book authors and source works. EDITORIAL_COMPARISON u20261018_00025 dependency "UPDATE_20261018:CITES_PARENT_ISSUE_OF" false false attributes.parent_issue_url https://newsletter.pragmaticengineer.com/i/201622200/3-reliability-fail-no-automated-zone-failover-for-coinbases-global-trading-service Primary-source review and independent atlas mapping, 2026-10-18 The article links the Pulse parent issue of the retained blog excerpt P106. It does not directly link the blog URL and does not provide an independent second incident report. CITES_PARENT_ISSUE_OF https://newsletter.pragmaticengineer.com/p/did-anthropics-new-model-just-boost?open=false Closing Takeaways: the Coinbase outage discussion u20261018_00026 provenance "UPDATE_20261018:F_AUTHORED_BY" false Primary source inspected 2026-10-18 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Primary article byline https://martinfowler.com/articles/practitioner-voice.html u20261018_00027 provenance "UPDATE_20261018:F_PUBLISHED_ON_SITE" false Primary source inspected 2026-10-18 Article published on martinfowler.com; not asserted to belong to the Exploring Generative AI series. F_PUBLISHED_ON_SITE Primary canonical URL https://martinfowler.com/articles/practitioner-voice.html u20261018_00028 provenance "UPDATE_20261018:F_AUTHORED_BY" false Primary source inspected 2026-10-18 Published byline; hosting on martinfowler.com does not assign authorship to Martin Fowler. F_AUTHORED_BY Primary article byline https://martinfowler.com/articles/software-meets-hardware.html u20261018_00029 provenance "UPDATE_20261018:F_PUBLISHED_ON_SITE" false Primary source inspected 2026-10-18 Article published on martinfowler.com; not asserted to belong to the Exploring Generative AI series. F_PUBLISHED_ON_SITE Primary canonical URL https://martinfowler.com/articles/software-meets-hardware.html u20261018_00030 comparison "UPDATE_20261018:F_EDITORIAL_COMPARISON" false Primary-source review and independent atlas mapping, 2026-10-18 Both invite attention to human thinking and learning beyond retained AI output; this is an editorial comparison, not a source citation or causal validation. F_EDITORIAL_COMPARISON false u20261018_00031 comparison "UPDATE_20261018:F_EDITORIAL_COMPARISON" false Primary-source review and independent atlas mapping, 2026-10-18 Both discuss using AI while learning an unfamiliar existing system; engineering observations still need validation in that system. F_EDITORIAL_COMPARISON false u20261018_00032 comparison "UPDATE_20261018:F_EDITORIAL_COMPARISON" false Primary-source review and independent atlas mapping, 2026-10-18 Both describe AI-assisted construction of supporting engineering tools; the comparison does not establish a general productivity effect. F_EDITORIAL_COMPARISON false u20261018_00033 classification "UPDATE_20261018:PRIMARY_STREAM" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. PRIMARY_STREAM u20261018_00034 classification "UPDATE_20261018:SECONDARY_STREAM" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. SECONDARY_STREAM u20261018_00035 classification "UPDATE_20261018:ADDRESSES_TOPIC" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. ADDRESSES_TOPIC u20261018_00036 classification "UPDATE_20261018:ADDRESSES_TOPIC" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. ADDRESSES_TOPIC u20261018_00037 classification "UPDATE_20261018:ADDRESSES_TOPIC" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. ADDRESSES_TOPIC u20261018_00038 mapping "UPDATE_20261018:INFORMS_CHAPTER" false Primary-source review and independent atlas mapping, 2026-10-18 Suggested companion reading; not an assertion of citation in the published book. INFORMS_CHAPTER u20261018_00039 mapping "UPDATE_20261018:INFORMS_CHAPTER" false Primary-source review and independent atlas mapping, 2026-10-18 Suggested companion reading; not an assertion of citation in the published book. INFORMS_CHAPTER u20261018_00040 mapping "UPDATE_20261018:INFORMS_CHAPTER" false Primary-source review and independent atlas mapping, 2026-10-18 Suggested companion reading; not an assertion of citation in the published book. INFORMS_CHAPTER u20261018_00041 classification "UPDATE_20261018:PRIMARY_STREAM" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. PRIMARY_STREAM u20261018_00042 classification "UPDATE_20261018:SECONDARY_STREAM" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. SECONDARY_STREAM u20261018_00043 classification "UPDATE_20261018:SECONDARY_STREAM" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. SECONDARY_STREAM u20261018_00044 classification "UPDATE_20261018:ADDRESSES_TOPIC" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. ADDRESSES_TOPIC u20261018_00045 classification "UPDATE_20261018:ADDRESSES_TOPIC" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. ADDRESSES_TOPIC u20261018_00046 classification "UPDATE_20261018:ADDRESSES_TOPIC" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. ADDRESSES_TOPIC u20261018_00047 classification "UPDATE_20261018:ADDRESSES_TOPIC" false Primary-source review and independent atlas mapping, 2026-10-18 Independent thematic classification from the reviewed primary article. ADDRESSES_TOPIC u20261018_00048 mapping "UPDATE_20261018:INFORMS_CHAPTER" false Primary-source review and independent atlas mapping, 2026-10-18 Suggested companion reading; not an assertion of citation in the published book. INFORMS_CHAPTER u20261018_00049 mapping "UPDATE_20261018:INFORMS_CHAPTER" false Primary-source review and independent atlas mapping, 2026-10-18 Suggested companion reading; not an assertion of citation in the published book. INFORMS_CHAPTER u20261018_00050 mapping "UPDATE_20261018:INFORMS_CHAPTER" false Primary-source review and independent atlas mapping, 2026-10-18 Suggested companion reading; not an assertion of citation in the published book. INFORMS_CHAPTER u20261018_00051 mapping "UPDATE_20261018:INFORMS_CHAPTER" false Primary-source review and independent atlas mapping, 2026-10-18 Suggested companion reading; not an assertion of citation in the published book. INFORMS_CHAPTER u20261018_00052 mapping "UPDATE_20261018:INFORMS_CHAPTER" false Primary-source review and independent atlas mapping, 2026-10-18 Suggested companion reading; not an assertion of citation in the published book. 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"e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca", "section_id": "NDSE2:S01.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00081 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C01 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter01.tex", "line": 116, "macro": "autocite", "bibkey": "W003", "sha256": "e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca", "section_id": "NDSE2:S01.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00082 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C01 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter01.tex", "line": 145, "macro": "autocite", "bibkey": "W010", "sha256": "e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca", "section_id": "NDSE2:S01.09"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00083 actual 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"sha256": "e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca", "section_id": "NDSE2:S01.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00086 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C01 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter01.tex", "line": 53, "macro": "autocite", "bibkey": "W122", "sha256": "e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca", "section_id": "NDSE2:S01.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00087 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C01 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter01.tex", "line": 55, "macro": "autocite", "bibkey": "W153", "sha256": "e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca", "section_id": "NDSE2:S01.03"}, {"file": "ITA/chapters/chapter01.tex", "line": 84, "macro": "autocite", "bibkey": "W153", "sha256": "e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca", "section_id": "NDSE2:S01.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00088 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C01 3 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter01.tex", "line": 18, "macro": "autocite", "bibkey": "W170", "sha256": "e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca", "section_id": "NDSE2:S01.01"}, {"file": "ITA/chapters/chapter01.tex", "line": 98, "macro": "autocite", "bibkey": "W170", "sha256": "e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca", "section_id": "NDSE2:S01.06"}, {"file": "ITA/chapters/chapter01.tex", "line": 134, "macro": "autocite", "bibkey": "W170", "sha256": "e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca", "section_id": "NDSE2:S01.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00089 actual 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"sha256": "e89175da618cfae5b422e16c8e01fd457d1da8308a5d9359a2b6aac592cf63ca", "section_id": "NDSE2:S01.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00092 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C01 1 EN true [{"bibkey": "W170", "source_id": "W170", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C01", "unit_id": "NDSE2:C01", "unit_kind": "chapter", "section_id": "NDSE2:S01.01", "section_title": "Software engineering begins before the code", "container": "body", "file": "EN/chapters/chapter01.tex", "line": 17, "sha256": "277ec2181a885dfee7268a6d504503c8c039a8cc6c8201bfd2a966515d5b2500", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00093 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C01 1 EN true [{"bibkey": "W176", "source_id": "W176", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C01", "unit_id": "NDSE2:C01", "unit_kind": "chapter", 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"EN/chapters/chapter02.tex", "line": 134, "macro": "autocite", "bibkey": "W020", "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "section_id": "NDSE2:S02.07"}, {"file": "EN/chapters/chapter02.tex", "line": 134, "macro": "autocite", "bibkey": "W020", "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "section_id": "NDSE2:S02.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00147 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C02 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter02.tex", "line": 49, "macro": "autocite", "bibkey": "W023", "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "section_id": "NDSE2:S02.03"}, {"file": "EN/chapters/chapter02.tex", "line": 134, "macro": "autocite", "bibkey": "W023", "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "section_id": "NDSE2:S02.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00148 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C02 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter02.tex", "line": 113, "macro": "autocite", "bibkey": "W054", "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "section_id": "NDSE2:S02.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00149 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 100, "macro": "osmanicite", "bibkey": "O029", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00150 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 100, "macro": "osmanicite", "bibkey": "O049", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00151 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 155, "macro": "oroszcite", "bibkey": "P061", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00152 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 78, "macro": "autocite", "bibkey": "W001", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00153 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 34, "macro": "autocite", "bibkey": "W003", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00154 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 78, "macro": "autocite", "bibkey": "W004", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.04"}, {"file": "ITA/chapters/chapter02.tex", "line": 113, "macro": "autocite", "bibkey": "W004", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00155 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 39, "macro": "autocite", "bibkey": "W008", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.02"}, {"file": "ITA/chapters/chapter02.tex", "line": 49, "macro": "autocite", "bibkey": "W008", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00156 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 19, "macro": "autocite", "bibkey": "W009", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00157 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 19, "macro": "autocite", "bibkey": "W010", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.01"}, {"file": "ITA/chapters/chapter02.tex", "line": 92, "macro": "autocite", "bibkey": "W010", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00158 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 134, "macro": "autocite", "bibkey": "W020", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.07"}, {"file": "ITA/chapters/chapter02.tex", "line": 134, "macro": "autocite", "bibkey": "W020", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00159 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 49, "macro": "autocite", "bibkey": "W023", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.03"}, {"file": "ITA/chapters/chapter02.tex", "line": 134, "macro": "autocite", "bibkey": "W023", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00160 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C02 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter02.tex", "line": 113, "macro": "autocite", "bibkey": "W054", "sha256": "2336ccabfd1817c7c21c8f4e06fec37bee109fee2b80718824482abd5f393ddb", "section_id": "NDSE2:S02.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00161 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C02 1 EN true [{"bibkey": "W009", "source_id": "W009", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C02", "unit_id": "NDSE2:C02", "unit_kind": "chapter", "section_id": "NDSE2:S02.01", "section_title": "The productivity denominator problem", "container": "body", "file": "EN/chapters/chapter02.tex", "line": 19, "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00162 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C02 1 EN true [{"bibkey": "W010", "source_id": "W010", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C02", "unit_id": "NDSE2:C02", "unit_kind": "chapter", "section_id": "NDSE2:S02.01", "section_title": "The productivity denominator problem", "container": "body", "file": "EN/chapters/chapter02.tex", "line": 19, "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00163 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C02 1 EN true [{"bibkey": "W003", "source_id": "W003", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C02", "unit_id": "NDSE2:C02", "unit_kind": "chapter", "section_id": "NDSE2:S02.02", "section_title": "How to read causal evidence", "container": "body", "file": "EN/chapters/chapter02.tex", "line": 34, "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00164 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C02 1 EN true [{"bibkey": "W008", "source_id": "W008", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C02", "unit_id": "NDSE2:C02", "unit_kind": "chapter", "section_id": "NDSE2:S02.02", "section_title": "How to read causal evidence", "container": "body", "file": "EN/chapters/chapter02.tex", "line": 39, "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00165 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C02 1 EN true [{"bibkey": "W008", "source_id": "W008", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C02", "unit_id": "NDSE2:C02", "unit_kind": "chapter", "section_id": "NDSE2:S02.03", "section_title": "Why controlled studies disagree", "container": "body", "file": "EN/chapters/chapter02.tex", "line": 49, "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00166 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C02 1 EN true [{"bibkey": "W023", "source_id": "W023", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C02", "unit_id": "NDSE2:C02", "unit_kind": "chapter", "section_id": "NDSE2:S02.03", "section_title": "Why controlled studies disagree", "container": "body", "file": "EN/chapters/chapter02.tex", "line": 49, "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00167 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C02 1 EN true [{"bibkey": "W001", "source_id": "W001", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C02", "unit_id": "NDSE2:C02", "unit_kind": "chapter", "section_id": "NDSE2:S02.04", "section_title": "Observational adoption and its confounders", "container": "body", "file": "EN/chapters/chapter02.tex", "line": 78, "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00168 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C02 1 EN true [{"bibkey": "W004", "source_id": "W004", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C02", "unit_id": "NDSE2:C02", "unit_kind": "chapter", "section_id": "NDSE2:S02.04", "section_title": "Observational adoption and its confounders", "container": "body", "file": "EN/chapters/chapter02.tex", "line": 78, "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00169 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C02 1 EN true [{"bibkey": "O029", "source_id": "O029", "resolution": "existing_graph_node", "macro": "osmanicite", "chapter_hub": "C:C02", "unit_id": "NDSE2:C02", "unit_kind": "chapter", "section_id": "NDSE2:S02.05", "section_title": "Writing code versus shipping code", "container": "body", "file": "EN/chapters/chapter02.tex", "line": 100, "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00170 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C02 1 EN true [{"bibkey": "O049", "source_id": "O049", "resolution": "existing_graph_node", "macro": "osmanicite", "chapter_hub": "C:C02", "unit_id": "NDSE2:C02", "unit_kind": "chapter", "section_id": "NDSE2:S02.05", "section_title": "Writing code versus shipping code", "container": "body", "file": "EN/chapters/chapter02.tex", "line": 100, "sha256": "2f513eeed43e6183a3b26ebcebaa19a35ab53dbf561260b015e69357b049a72f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00171 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C02 1 EN 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"ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00214 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 177, "macro": "autocite", "bibkey": "W011", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00215 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 16, "macro": "autocite", "bibkey": "W012", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.01"}, {"file": "EN/chapters/chapter03.tex", "line": 82, "macro": "autocite", "bibkey": "W012", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00216 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 177, "macro": "autocite", "bibkey": "W013", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00217 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 39, "macro": "autocite", "bibkey": "W034", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00218 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 16, "macro": "autocite", "bibkey": "W060", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00219 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 74, "macro": "autocite", "bibkey": "W071", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00220 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 147, "macro": "autocite", "bibkey": "W079", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00221 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 177, "macro": "autocite", "bibkey": "W095", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00222 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 157, "macro": "autocite", "bibkey": "W101", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.09"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00223 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 157, "macro": "autocite", "bibkey": "W111", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.09"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00224 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 82, "macro": "autocite", "bibkey": "W151", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00225 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 147, "macro": "autocite", "bibkey": "W152", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00226 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 74, "macro": "autocite", "bibkey": "W158", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00227 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 4 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 31, "macro": "autocite", "bibkey": "W191", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.02"}, {"file": "EN/chapters/chapter03.tex", "line": 39, "macro": "autocite", "bibkey": "W191", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.03"}, {"file": "EN/chapters/chapter03.tex", "line": 74, "macro": "autocite", "bibkey": "W191", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.05"}, {"file": "EN/chapters/chapter03.tex", "line": 82, "macro": "autocite", "bibkey": "W191", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00228 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C03 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter03.tex", "line": 39, "macro": "autocite", "bibkey": "W193", "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "section_id": "NDSE2:S03.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00229 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 14, "macro": "autocite", "bibkey": "F008", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00230 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 88, "macro": "osmanicite", "bibkey": "O006", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00231 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 43, "macro": "osmanicite", "bibkey": "O010", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00232 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 88, "macro": "osmanicite", "bibkey": "O012", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00233 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 110, "macro": "oroszcite", "bibkey": "P110", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00234 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 31, "macro": "autocite", "bibkey": "W002", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00235 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 177, "macro": "autocite", "bibkey": "W011", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00236 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 16, "macro": "autocite", "bibkey": "W012", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.01"}, {"file": "ITA/chapters/chapter03.tex", "line": 82, "macro": "autocite", "bibkey": "W012", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00237 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 177, "macro": "autocite", "bibkey": "W013", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00238 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 39, "macro": "autocite", "bibkey": "W034", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00239 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 16, "macro": "autocite", "bibkey": "W060", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00240 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 74, "macro": "autocite", "bibkey": "W071", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00241 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 147, "macro": "autocite", "bibkey": "W079", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00242 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 177, "macro": "autocite", "bibkey": "W095", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00243 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 157, "macro": "autocite", "bibkey": "W101", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.09"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00244 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 157, "macro": "autocite", "bibkey": "W111", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.09"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00245 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 82, "macro": "autocite", "bibkey": "W151", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00246 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 147, "macro": "autocite", "bibkey": "W152", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00247 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 74, "macro": "autocite", "bibkey": "W158", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00248 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 4 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 31, "macro": "autocite", "bibkey": "W191", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.02"}, {"file": "ITA/chapters/chapter03.tex", "line": 39, "macro": "autocite", "bibkey": "W191", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.03"}, {"file": "ITA/chapters/chapter03.tex", "line": 74, "macro": "autocite", "bibkey": "W191", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.05"}, {"file": "ITA/chapters/chapter03.tex", "line": 82, "macro": "autocite", "bibkey": "W191", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00249 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C03 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter03.tex", "line": 39, "macro": "autocite", "bibkey": "W193", "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "section_id": "NDSE2:S03.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00250 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C03 1 EN true [{"bibkey": "F008", "source_id": "F008", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.01", "section_title": "From suggestion to a permission-bounded agent", "container": "body", "file": "EN/chapters/chapter03.tex", "line": 14, "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00251 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C03 1 EN true [{"bibkey": "W012", "source_id": "W012", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.01", "section_title": "From suggestion to a permission-bounded agent", "container": "body", "file": "EN/chapters/chapter03.tex", "line": 16, "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00252 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C03 1 EN true [{"bibkey": "W060", "source_id": "W060", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.01", "section_title": "From suggestion to a permission-bounded agent", "container": "body", "file": "EN/chapters/chapter03.tex", "line": 16, "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00253 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C03 1 EN true [{"bibkey": "W002", "source_id": "W002", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.02", "section_title": "What an agent actually observes", "container": "body", "file": "EN/chapters/chapter03.tex", "line": 31, "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00254 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C03 1 EN true [{"bibkey": "W191", "source_id": "W191", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.02", "section_title": "What an agent actually observes", "container": "body", "file": "EN/chapters/chapter03.tex", "line": 31, "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00255 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C03 1 EN true [{"bibkey": "O010", "source_id": "O010", "resolution": "existing_graph_node", "macro": "osmanicite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.03", "section_title": "The task envelope", "container": "body", "file": "EN/chapters/chapter03.tex", "line": 43, "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00256 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C03 1 EN true [{"bibkey": "W034", "source_id": "W034", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.03", "section_title": "The task envelope", "container": "body", "file": "EN/chapters/chapter03.tex", "line": 39, "sha256": 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"line": 157, "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00271 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C03 1 EN true [{"bibkey": "W111", "source_id": "W111", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.09", "section_title": "Stopping rules versus acceptance authority", "container": "body", "file": "EN/chapters/chapter03.tex", "line": 157, "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00272 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C03 1 EN true [{"bibkey": "W011", "source_id": "W011", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.10", "section_title": "Agent capability as a testable hypothesis", "container": "body", "file": "EN/chapters/chapter03.tex", "line": 177, "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00273 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C03 1 EN true [{"bibkey": "W013", "source_id": "W013", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.10", "section_title": "Agent capability as a testable hypothesis", "container": "body", "file": "EN/chapters/chapter03.tex", "line": 177, "sha256": "ce0ca41e0ce359c1fd4752f2db1de6b1312c006510fc9c3ba364e3310916c2b1", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00274 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C03 1 EN true 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"macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.02", "section_title": "Che cosa osserva realmente un agent", "container": "body", "file": "ITA/chapters/chapter03.tex", "line": 31, "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00280 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C03 1 ITA true [{"bibkey": "O010", "source_id": "O010", "resolution": "existing_graph_node", "macro": "osmanicite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.03", "section_title": "Il perimetro del task", "container": "body", "file": "ITA/chapters/chapter03.tex", "line": 43, "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00281 actual 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"macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.06", "section_title": "Un loop delimitato propose–act–observe", "container": "body", "file": "ITA/chapters/chapter03.tex", "line": 82, "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00292 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C03 1 ITA true [{"bibkey": "W191", "source_id": "W191", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.06", "section_title": "Un loop delimitato propose–act–observe", "container": "body", "file": "ITA/chapters/chapter03.tex", "line": 82, "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00293 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C03 1 ITA true [{"bibkey": "W079", "source_id": "W079", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.08", "section_title": "Quando gli agent paralleli aiutano e quando peggiorano il risultato", "container": "body", "file": "ITA/chapters/chapter03.tex", "line": 147, "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00294 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C03 1 ITA true [{"bibkey": "W152", "source_id": "W152", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.08", "section_title": "Quando gli agent paralleli aiutano e quando peggiorano il risultato", "container": "body", "file": "ITA/chapters/chapter03.tex", "line": 147, "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00295 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C03 1 ITA true [{"bibkey": "W101", "source_id": "W101", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C03", "unit_id": "NDSE2:C03", "unit_kind": "chapter", "section_id": "NDSE2:S03.09", "section_title": "Regole di arresto e autorità di accettazione", "container": "body", "file": "ITA/chapters/chapter03.tex", "line": 157, "sha256": "2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00296 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C03 1 ITA true [{"bibkey": "W111", "source_id": "W111", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": 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"2c1ae14b69644084668fec3494a975a6f6be7822e77d7d96d1b21f654d2aa713", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00300 provenance "UPDATE_20261018:NDSE2_HAS_CHAPTER" 4 Atlas update, 2026-10-18 NDSE2_HAS_CHAPTER u20261018_00301 provenance "UPDATE_20261018:NDSE2_REPRESENTS_CHAPTER" Atlas update, 2026-10-18 NDSE2_REPRESENTS_CHAPTER u20261018_00302 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.1 EN/chapters/chapter04.tex 11 u20261018_00303 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.2 EN/chapters/chapter04.tex 50 u20261018_00304 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.3 EN/chapters/chapter04.tex 74 u20261018_00305 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.4 EN/chapters/chapter04.tex 102 u20261018_00306 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.5 EN/chapters/chapter04.tex 130 u20261018_00307 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.6 EN/chapters/chapter04.tex 145 u20261018_00308 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.7 EN/chapters/chapter04.tex 153 u20261018_00309 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.8 EN/chapters/chapter04.tex 160 u20261018_00310 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.9 EN/chapters/chapter04.tex 175 u20261018_00311 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.10 EN/chapters/chapter04.tex 183 u20261018_00312 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.11 EN/chapters/chapter04.tex 219 u20261018_00313 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.12 EN/didactics/worked04.tex 1 u20261018_00314 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 4.13 EN/exercises/exercise04.tex 2 u20261018_00315 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C04 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter04.tex", "line": 14, "macro": "autocite", "bibkey": "F023", "sha256": "f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "section_id": "NDSE2:S04.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00316 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C04 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter04.tex", "line": 32, "macro": "osmanicite", "bibkey": "O018", "sha256": "f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "section_id": "NDSE2:S04.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00317 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"sha256": "f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "section_id": "NDSE2:S04.01"}, {"file": "EN/chapters/chapter04.tex", "line": 193, "macro": "autocite", "bibkey": "W011", "sha256": "f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "section_id": "NDSE2:S04.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00320 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C04 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter04.tex", "line": 169, "macro": "autocite", "bibkey": "W071", "sha256": "f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "section_id": "NDSE2:S04.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00321 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C04 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter04.tex", "line": 90, "macro": "autocite", "bibkey": "W077", "sha256": "f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "section_id": "NDSE2:S04.03"}, {"file": "EN/chapters/chapter04.tex", "line": 132, "macro": "autocite", "bibkey": "W077", "sha256": "f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "section_id": "NDSE2:S04.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00322 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C04 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter04.tex", "line": 90, "macro": "autocite", "bibkey": "W097", "sha256": "f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "section_id": "NDSE2:S04.03"}, {"file": "EN/chapters/chapter04.tex", "line": 134, "macro": "autocite", "bibkey": "W097", "sha256": "f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "section_id": "NDSE2:S04.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00323 actual 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"f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "section_id": "NDSE2:S04.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00330 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C04 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter04.tex", "line": 14, "macro": "autocite", "bibkey": "F023", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00331 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C04 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter04.tex", "line": 32, "macro": "osmanicite", "bibkey": "O018", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00332 actual 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"sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.01"}, {"file": "ITA/chapters/chapter04.tex", "line": 193, "macro": "autocite", "bibkey": "W011", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00335 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C04 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter04.tex", "line": 169, "macro": "autocite", "bibkey": "W071", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00336 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C04 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter04.tex", "line": 90, "macro": "autocite", "bibkey": "W077", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.03"}, {"file": "ITA/chapters/chapter04.tex", "line": 132, "macro": "autocite", "bibkey": "W077", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00337 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C04 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter04.tex", "line": 90, "macro": "autocite", "bibkey": "W097", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.03"}, {"file": "ITA/chapters/chapter04.tex", "line": 134, "macro": "autocite", "bibkey": "W097", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00338 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C04 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter04.tex", "line": 151, "macro": "autocite", "bibkey": "W099", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00339 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C04 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter04.tex", "line": 151, "macro": "autocite", "bibkey": "W148", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00340 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C04 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter04.tex", "line": 60, "macro": "autocite", "bibkey": "W150", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00341 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C04 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter04.tex", "line": 193, "macro": "autocite", "bibkey": "W151", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00342 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C04 3 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter04.tex", "line": 60, "macro": "autocite", "bibkey": "W152", "sha256": "878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.02"}, {"file": "ITA/chapters/chapter04.tex", "line": 151, "macro": "autocite", "bibkey": "W152", "sha256": 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"878773f16a0704f3cb52d7547b3b7959cb5497eadfc30a93ad23816c8ac69ed5", "section_id": "NDSE2:S04.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00345 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C04 1 EN true [{"bibkey": "F023", "source_id": "F023", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C04", "unit_id": "NDSE2:C04", "unit_kind": "chapter", "section_id": "NDSE2:S04.01", "section_title": "Separate intention determination from design", "container": "body", "file": "EN/chapters/chapter04.tex", "line": 14, "sha256": "f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00346 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C04 1 EN true [{"bibkey": "O018", "source_id": "O018", "resolution": "existing_graph_node", "macro": "osmanicite", "chapter_hub": "C:C04", "unit_id": "NDSE2:C04", "unit_kind": "chapter", "section_id": 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true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00350 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C04 1 EN true [{"bibkey": "W191", "source_id": "W191", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C04", "unit_id": "NDSE2:C04", "unit_kind": "chapter", "section_id": "NDSE2:S04.01", "section_title": "Separate intention determination from design", "container": "body", "file": "EN/chapters/chapter04.tex", "line": 24, "sha256": "f9ba7148a44598fb3bb1a59888f37f376faadff0f300dafb908a98168176f7a7", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00351 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C04 1 EN true [{"bibkey": "W150", "source_id": "W150", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C04", "unit_id": "NDSE2:C04", "unit_kind": "chapter", "section_id": "NDSE2:S04.02", "section_title": "From a request to a versioned intention ledger", "container": 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"f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00400 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 46, "macro": "autocite", "bibkey": "W001", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.03"}, {"file": "EN/chapters/chapter05.tex", "line": 46, "macro": "autocite", "bibkey": "W001", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00401 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 46, "macro": "autocite", "bibkey": "W004", "sha256": 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"f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.06"}, {"file": "EN/chapters/chapter05.tex", "line": 85, "macro": "autocite", "bibkey": "W029", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.06"}, {"file": "EN/chapters/chapter05.tex", "line": 103, "macro": "autocite", "bibkey": "W029", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.07"}, {"file": "EN/chapters/chapter05.tex", "line": 105, "macro": "autocite", "bibkey": "W029", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00403 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 52, "macro": "autocite", "bibkey": "W031", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.04"}, {"file": "EN/chapters/chapter05.tex", "line": 66, "macro": "autocite", "bibkey": "W031", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00404 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 109, "macro": "autocite", "bibkey": "W034", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00405 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 3 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 85, "macro": "autocite", "bibkey": "W036", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.06"}, {"file": "EN/chapters/chapter05.tex", "line": 103, "macro": "autocite", "bibkey": "W036", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.07"}, {"file": "EN/chapters/chapter05.tex", "line": 103, "macro": "autocite", "bibkey": "W036", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00406 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 4 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 18, "macro": "autocite", "bibkey": "W039", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.01"}, {"file": "EN/chapters/chapter05.tex", "line": 18, "macro": "workposs", "bibkey": "W039", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.01"}, {"file": "EN/chapters/chapter05.tex", "line": 34, "macro": "autocite", "bibkey": "W039", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.02"}, {"file": "EN/chapters/chapter05.tex", "line": 34, "macro": "autocite", "bibkey": "W039", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00407 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 52, "macro": "autocite", "bibkey": "W044", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00408 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 4 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 18, "macro": "autocite", "bibkey": "W052", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.01"}, {"file": "EN/chapters/chapter05.tex", "line": 18, "macro": "workposs", "bibkey": "W052", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.01"}, {"file": "EN/chapters/chapter05.tex", "line": 34, "macro": "autocite", "bibkey": "W052", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.02"}, {"file": "EN/chapters/chapter05.tex", "line": 34, "macro": "autocite", "bibkey": "W052", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00409 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 7 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 30, "macro": "autocite", "bibkey": "W054", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.02"}, {"file": "EN/chapters/chapter05.tex", "line": 30, "macro": "autocite", "bibkey": "W054", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.02"}, {"file": "EN/chapters/chapter05.tex", "line": 80, "macro": "autocite", "bibkey": "W054", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.06"}, {"file": "EN/chapters/chapter05.tex", "line": 85, "macro": "autocite", "bibkey": "W054", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.06"}, {"file": "EN/chapters/chapter05.tex", "line": 103, "macro": "autocite", "bibkey": "W054", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.07"}, {"file": "EN/chapters/chapter05.tex", "line": 105, "macro": "autocite", "bibkey": "W054", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.07"}, {"file": "EN/chapters/chapter05.tex", "line": 109, "macro": "autocite", "bibkey": "W054", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00410 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 46, "macro": "autocite", "bibkey": "W055", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00411 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 109, "macro": "autocite", "bibkey": "W057", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00412 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 117, "macro": "autocite", "bibkey": "W058", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00413 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 66, "macro": "autocite", "bibkey": "W059", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00414 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 66, "macro": "autocite", "bibkey": "W175", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00415 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 117, "macro": "autocite", "bibkey": "W182", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00416 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C05 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter05.tex", "line": 117, "macro": "autocite", "bibkey": "W189", "sha256": "f6e123ae06931297b82554424c5b9b9c4b6bdb00e897814d515d11203e684075", "section_id": "NDSE2:S05.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00417 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 14, "macro": "autocite", "bibkey": "F024", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00418 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 46, "macro": "autocite", "bibkey": "W001", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.03"}, {"file": "ITA/chapters/chapter05.tex", "line": 46, "macro": "autocite", "bibkey": "W001", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00419 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 46, "macro": "autocite", "bibkey": "W004", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.03"}, {"file": "ITA/chapters/chapter05.tex", "line": 46, "macro": "autocite", "bibkey": "W004", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00420 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 6 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 28, "macro": "autocite", "bibkey": "W029", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.02"}, {"file": "ITA/chapters/chapter05.tex", "line": 28, "macro": "autocite", "bibkey": "W029", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.02"}, {"file": "ITA/chapters/chapter05.tex", "line": 80, "macro": "workposs", "bibkey": "W029", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.06"}, {"file": "ITA/chapters/chapter05.tex", "line": 85, "macro": "autocite", "bibkey": "W029", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.06"}, {"file": "ITA/chapters/chapter05.tex", "line": 103, "macro": "autocite", "bibkey": "W029", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.07"}, {"file": "ITA/chapters/chapter05.tex", "line": 105, "macro": "autocite", "bibkey": "W029", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00421 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 52, "macro": "autocite", "bibkey": "W031", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.04"}, {"file": "ITA/chapters/chapter05.tex", "line": 66, "macro": "autocite", "bibkey": "W031", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00422 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 109, "macro": "autocite", "bibkey": "W034", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00423 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 3 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 85, "macro": "autocite", "bibkey": "W036", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.06"}, {"file": "ITA/chapters/chapter05.tex", "line": 103, "macro": "autocite", "bibkey": "W036", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.07"}, {"file": "ITA/chapters/chapter05.tex", "line": 103, "macro": "autocite", "bibkey": "W036", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00424 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 4 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 18, "macro": "autocite", "bibkey": "W039", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.01"}, {"file": "ITA/chapters/chapter05.tex", "line": 18, "macro": "workposs", "bibkey": "W039", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.01"}, {"file": "ITA/chapters/chapter05.tex", "line": 34, "macro": "autocite", "bibkey": "W039", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.02"}, {"file": "ITA/chapters/chapter05.tex", "line": 34, "macro": "autocite", "bibkey": "W039", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00425 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 52, "macro": "autocite", "bibkey": "W044", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00426 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 4 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 18, "macro": "autocite", "bibkey": "W052", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.01"}, {"file": "ITA/chapters/chapter05.tex", "line": 18, "macro": "workposs", "bibkey": "W052", "sha256": 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"31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00428 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 46, "macro": "autocite", "bibkey": "W055", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00429 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 109, "macro": "autocite", "bibkey": "W057", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00430 actual 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"sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00433 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 117, "macro": "autocite", "bibkey": "W182", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00434 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C05 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter05.tex", "line": 117, "macro": "autocite", "bibkey": "W189", "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "section_id": "NDSE2:S05.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00435 actual 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2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00473 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C05 1 ITA true [{"bibkey": "W031", "source_id": "W031", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C05", "unit_id": "NDSE2:C05", "unit_kind": "chapter", "section_id": "NDSE2:S05.05", "section_title": "Coerenza architetturale in un codebase in evoluzione", "container": "body", "file": "ITA/chapters/chapter05.tex", "line": 66, "sha256": "31ceb5547ea22913089d9eba92093a622b30f98f3052e9a0f793dee86df8938e", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00474 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C05 1 ITA true [{"bibkey": "W059", "source_id": "W059", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C05", "unit_id": "NDSE2:C05", "unit_kind": "chapter", "section_id": "NDSE2:S05.05", "section_title": "Coerenza architetturale in un codebase in evoluzione", "container": 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NDSE2_SECTION_CITES 13.7.1 u20261018_00487 provenance "UPDATE_20261018:NDSE2_HAS_CHAPTER" 6 Atlas update, 2026-10-18 NDSE2_HAS_CHAPTER u20261018_00488 provenance "UPDATE_20261018:NDSE2_REPRESENTS_CHAPTER" Atlas update, 2026-10-18 NDSE2_REPRESENTS_CHAPTER u20261018_00489 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 6.1 EN/chapters/chapter06.tex 10 u20261018_00490 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 6.2 EN/chapters/chapter06.tex 36 u20261018_00491 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 6.3 EN/chapters/chapter06.tex 48 u20261018_00492 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 6.4 EN/chapters/chapter06.tex 60 u20261018_00493 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 6.5 EN/chapters/chapter06.tex 76 u20261018_00494 provenance 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"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a", "section_id": "NDSE2:S06.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00506 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C06 5 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter06.tex", "line": 44, "macro": "autocite", "bibkey": "W045", "sha256": "3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a", "section_id": "NDSE2:S06.02"}, {"file": "EN/chapters/chapter06.tex", "line": 44, "macro": "autocite", "bibkey": "W045", "sha256": "3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a", "section_id": "NDSE2:S06.02"}, {"file": "EN/chapters/chapter06.tex", "line": 44, "macro": "autocite", "bibkey": "W045", "sha256": "3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a", "section_id": "NDSE2:S06.02"}, {"file": "EN/chapters/chapter06.tex", "line": 50, "macro": "workposs", "bibkey": "W045", "sha256": 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"3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a", "section_id": "NDSE2:S06.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00508 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C06 3 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter06.tex", "line": 20, "macro": "autocite", "bibkey": "W053", "sha256": "3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a", "section_id": "NDSE2:S06.01"}, {"file": "EN/chapters/chapter06.tex", "line": 20, "macro": "autocite", "bibkey": "W053", "sha256": "3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a", "section_id": "NDSE2:S06.01"}, {"file": "EN/chapters/chapter06.tex", "line": 111, "macro": "autocite", "bibkey": "W053", "sha256": "3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a", "section_id": "NDSE2:S06.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00509 actual 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"sha256": "f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.04"}, {"file": "ITA/chapters/chapter06.tex", "line": 68, "macro": "autocite", "bibkey": "W038", "sha256": "f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.04"}, {"file": "ITA/chapters/chapter06.tex", "line": 68, "macro": "autocite", "bibkey": "W038", "sha256": "f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00514 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C06 3 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter06.tex", "line": 50, "macro": "autocite", "bibkey": "W041", "sha256": "f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.03"}, {"file": "ITA/chapters/chapter06.tex", "line": 52, "macro": "workposs", "bibkey": "W041", "sha256": 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"f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00516 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C06 5 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter06.tex", "line": 44, "macro": "autocite", "bibkey": "W045", "sha256": "f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.02"}, {"file": "ITA/chapters/chapter06.tex", "line": 44, "macro": "autocite", "bibkey": "W045", "sha256": "f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.02"}, {"file": "ITA/chapters/chapter06.tex", "line": 44, "macro": "autocite", "bibkey": "W045", "sha256": "f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.02"}, {"file": "ITA/chapters/chapter06.tex", "line": 50, "macro": "workposs", "bibkey": "W045", "sha256": 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"f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00518 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C06 3 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter06.tex", "line": 20, "macro": "autocite", "bibkey": "W053", "sha256": "f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.01"}, {"file": "ITA/chapters/chapter06.tex", "line": 20, "macro": "autocite", "bibkey": "W053", "sha256": "f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.01"}, {"file": "ITA/chapters/chapter06.tex", "line": 111, "macro": "autocite", "bibkey": "W053", "sha256": "f4a3e1c62eae1528ce10817e76376558b41cdc7a6d337397c394cc5cb840ea9e", "section_id": "NDSE2:S06.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00519 actual 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22, "sha256": "3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00524 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C06 3 EN true [{"bibkey": "W045", "source_id": "W045", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C06", "unit_id": "NDSE2:C06", "unit_kind": "chapter", "section_id": "NDSE2:S06.02", "section_title": "Functional correctness is not security", "container": "body", "file": "EN/chapters/chapter06.tex", "line": 44, "sha256": "3af782fd4b06529539e8b78e95b77ad3911980472e272fe111ddcfcc82ce777a", "loaded_in_bibliography": true}, {"bibkey": "W045", "source_id": "W045", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C06", "unit_id": "NDSE2:C06", "unit_kind": "chapter", "section_id": "NDSE2:S06.02", "section_title": "Functional correctness is not security", "container": "body", "file": 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Atlas update, 2026-10-18 NDSE2_HAS_SECTION 7.5 EN/chapters/chapter07.tex 65 u20261018_00554 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 7.6 EN/chapters/chapter07.tex 83 u20261018_00555 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 7.7 EN/chapters/chapter07.tex 94 u20261018_00556 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 7.8 EN/chapters/chapter07.tex 128 u20261018_00557 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 7.9 EN/chapters/chapter07.tex 145 u20261018_00558 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 7.10 EN/didactics/worked07.tex 1 u20261018_00559 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 7.11 EN/exercises/exercise07.tex 2 u20261018_00560 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 1 Literal 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"0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00563 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 87, "macro": "autocite", "bibkey": "W068", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00564 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 87, "macro": "autocite", "bibkey": "W071", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00565 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 3 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 17, "macro": "autocite", "bibkey": "W077", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.01"}, {"file": "EN/chapters/chapter07.tex", "line": 39, "macro": "autocite", "bibkey": "W077", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.03"}, {"file": "EN/chapters/chapter07.tex", "line": 59, "macro": "workposs", "bibkey": "W077", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00566 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 98, "macro": "autocite", "bibkey": "W079", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00567 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 31, "macro": "autocite", "bibkey": "W080", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.02"}, {"file": "EN/chapters/chapter07.tex", "line": 59, "macro": "workposs", "bibkey": "W080", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00568 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 98, "macro": "autocite", "bibkey": "W082", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00569 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 31, "macro": "autocite", "bibkey": "W095", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.02"}, {"file": "EN/chapters/chapter07.tex", "line": 136, "macro": "autocite", "bibkey": "W095", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00570 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 19, "macro": "autocite", "bibkey": "W097", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.01"}, {"file": "EN/chapters/chapter07.tex", "line": 96, "macro": "autocite", "bibkey": "W097", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00571 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 160, "macro": "workposs", "bibkey": "W099", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.09"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00572 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 43, "macro": "workposs", "bibkey": "W101", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.03"}, {"file": "EN/chapters/chapter07.tex", "line": 136, "macro": "autocite", "bibkey": "W101", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00573 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 3 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 31, "macro": "autocite", "bibkey": "W111", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.02"}, {"file": "EN/chapters/chapter07.tex", "line": 87, "macro": "autocite", "bibkey": "W111", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.06"}, {"file": "EN/chapters/chapter07.tex", "line": 160, "macro": "autocite", "bibkey": "W111", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.09"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00574 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 59, "macro": "workposs", "bibkey": "W148", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00575 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 160, "macro": "workposs", "bibkey": "W150", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.09"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00576 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 136, "macro": "autocite", "bibkey": "W151", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00577 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 87, "macro": "workposs", "bibkey": "W192", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00578 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C07 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter07.tex", "line": 88, "macro": "workposs", "bibkey": "W193", "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "section_id": "NDSE2:S07.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00579 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C07 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter07.tex", "line": 74, "macro": "oroszcite", "bibkey": "P006", "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00580 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C07 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter07.tex", "line": 81, "macro": "autocite", "bibkey": "W038", "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00581 actual 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"sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00584 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C07 3 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter07.tex", "line": 17, "macro": "autocite", "bibkey": "W077", "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.01"}, {"file": "ITA/chapters/chapter07.tex", "line": 39, "macro": "autocite", "bibkey": "W077", "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.03"}, {"file": "ITA/chapters/chapter07.tex", "line": 59, "macro": "workposs", "bibkey": "W077", "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00585 actual 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"sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.06"}, {"file": "ITA/chapters/chapter07.tex", "line": 160, "macro": "autocite", "bibkey": "W111", "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.09"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00593 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C07 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter07.tex", "line": 59, "macro": "workposs", "bibkey": "W148", "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00594 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C07 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter07.tex", "line": 160, "macro": "workposs", "bibkey": "W150", "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.09"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00595 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C07 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter07.tex", "line": 136, "macro": "autocite", "bibkey": "W151", "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00596 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C07 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter07.tex", "line": 87, "macro": "workposs", "bibkey": "W192", "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "section_id": "NDSE2:S07.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00597 actual 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"0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00601 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C07 1 EN true [{"bibkey": "W095", "source_id": "W095", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C07", "unit_id": "NDSE2:C07", "unit_kind": "chapter", "section_id": "NDSE2:S07.02", "section_title": "A hierarchy of evidence", "container": "body", "file": "EN/chapters/chapter07.tex", "line": 31, "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00602 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C07 1 EN true [{"bibkey": "W111", "source_id": "W111", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C07", "unit_id": "NDSE2:C07", "unit_kind": "chapter", "section_id": "NDSE2:S07.02", 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NDSE2_SECTION_CITES 13.7.1 u20261018_00606 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C07 1 EN true [{"bibkey": "W080", "source_id": "W080", "resolution": "existing_graph_node", "macro": "workposs", "chapter_hub": "C:C07", "unit_id": "NDSE2:C07", "unit_kind": "chapter", "section_id": "NDSE2:S07.04", "section_title": "Regression tests for existing and changed behavior", "container": "body", "file": "EN/chapters/chapter07.tex", "line": 59, "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00607 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C07 1 EN true [{"bibkey": "W148", "source_id": "W148", "resolution": "existing_graph_node", "macro": "workposs", "chapter_hub": "C:C07", "unit_id": "NDSE2:C07", "unit_kind": "chapter", "section_id": "NDSE2:S07.04", "section_title": "Regression tests for existing and changed behavior", "container": "body", "file": 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"0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00613 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C07 1 EN true [{"bibkey": "W111", "source_id": "W111", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C07", "unit_id": "NDSE2:C07", "unit_kind": "chapter", "section_id": "NDSE2:S07.06", "section_title": "Benchmark success versus merge readiness", "container": "body", "file": "EN/chapters/chapter07.tex", "line": 87, "sha256": "0990c2265ce14a6e4f7274c64952b424d7b29678a995352ab6ec2258ca7dfe00", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00614 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C07 1 EN true [{"bibkey": "W192", "source_id": "W192", "resolution": "existing_graph_node", "macro": "workposs", "chapter_hub": "C:C07", "unit_id": "NDSE2:C07", "unit_kind": "chapter", "section_id": 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"7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00649 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C07 1 ITA true [{"bibkey": "W099", "source_id": "W099", "resolution": "existing_graph_node", "macro": "workposs", "chapter_hub": "C:C07", "unit_id": "NDSE2:C07", "unit_kind": "chapter", "section_id": "NDSE2:S07.09", "section_title": "Il dossier delle evidenze per l'accettazione", "container": "body", "file": "ITA/chapters/chapter07.tex", "line": 160, "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00650 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C07 1 ITA true [{"bibkey": "W111", "source_id": "W111", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C07", "unit_id": "NDSE2:C07", "unit_kind": "chapter", "section_id": "NDSE2:S07.09", "section_title": "Il dossier delle evidenze per l'accettazione", "container": "body", "file": "ITA/chapters/chapter07.tex", "line": 160, "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00651 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C07 1 ITA true [{"bibkey": "W150", "source_id": "W150", "resolution": "existing_graph_node", "macro": "workposs", "chapter_hub": "C:C07", "unit_id": "NDSE2:C07", "unit_kind": "chapter", "section_id": "NDSE2:S07.09", "section_title": "Il dossier delle evidenze per l'accettazione", "container": "body", "file": "ITA/chapters/chapter07.tex", "line": 160, "sha256": "7de646cec6272bbb7bdfb1f1ba7d6aa762680382fd4efac383bc341e8f394739", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00652 provenance "UPDATE_20261018:NDSE2_HAS_CHAPTER" 8 Atlas update, 2026-10-18 NDSE2_HAS_CHAPTER u20261018_00653 provenance "UPDATE_20261018:NDSE2_REPRESENTS_CHAPTER" Atlas update, 2026-10-18 NDSE2_REPRESENTS_CHAPTER u20261018_00654 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.1 EN/chapters/chapter08.tex 11 u20261018_00655 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.2 EN/chapters/chapter08.tex 29 u20261018_00656 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.3 EN/chapters/chapter08.tex 39 u20261018_00657 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.4 EN/chapters/chapter08.tex 47 u20261018_00658 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.5 EN/chapters/chapter08.tex 61 u20261018_00659 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.6 EN/chapters/chapter08.tex 89 u20261018_00660 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.7 EN/chapters/chapter08.tex 115 u20261018_00661 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.8 EN/chapters/chapter08.tex 127 u20261018_00662 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.9 EN/chapters/chapter08.tex 155 u20261018_00663 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.10 EN/chapters/chapter08.tex 175 u20261018_00664 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.11 EN/didactics/worked08.tex 1 u20261018_00665 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 8.12 EN/exercises/exercise08.tex 2 u20261018_00666 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": 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NDSE2_CHAPTER_CITES 13.7.1 u20261018_00669 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 15, "macro": "autocite", "bibkey": "W010", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00670 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 15, "macro": "autocite", "bibkey": "W063", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00671 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 65, "macro": "autocite", "bibkey": "W064", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00672 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 41, "macro": "autocite", "bibkey": "W065", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00673 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 31, "macro": "autocite", "bibkey": "W069", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.02"}, {"file": "EN/chapters/chapter08.tex", "line": 35, "macro": "autocite", "bibkey": "W069", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00674 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 35, "macro": "autocite", "bibkey": "W073", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00675 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 49, "macro": "autocite", "bibkey": "W074", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00676 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 49, "macro": "autocite", "bibkey": "W076", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00677 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 99, "macro": "autocite", "bibkey": "W079", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00678 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 51, "macro": "autocite", "bibkey": "W081", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00679 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 119, "macro": "autocite", "bibkey": "W083", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00680 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 35, "macro": "autocite", "bibkey": "W088", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.02"}, {"file": "EN/chapters/chapter08.tex", "line": 119, "macro": "autocite", "bibkey": "W088", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00681 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 119, "macro": "autocite", "bibkey": "W091", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00682 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 133, "macro": "autocite", "bibkey": "W093", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00683 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 15, "macro": "autocite", "bibkey": "W094", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00684 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 65, "macro": "autocite", "bibkey": "W096", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00685 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 65, "macro": "autocite", "bibkey": "W098", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00686 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 133, "macro": "autocite", "bibkey": "W099", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00687 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 91, "macro": "autocite", "bibkey": "W102", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00688 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 133, "macro": "autocite", "bibkey": "W104", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00689 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 179, "macro": "autocite", "bibkey": "W105", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00690 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 51, "macro": "autocite", "bibkey": "W106", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00691 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 179, "macro": "autocite", "bibkey": "W107", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00692 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 99, "macro": "autocite", "bibkey": "W109", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00693 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C08 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter08.tex", "line": 179, "macro": "autocite", "bibkey": "W111", "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "section_id": "NDSE2:S08.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00694 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 149, "macro": "osmanicite", "bibkey": "O001", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00695 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 149, "macro": "osmanicite", "bibkey": "O023", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00696 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 70, "macro": "oroszcite", "bibkey": "P118", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00697 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 15, "macro": "autocite", "bibkey": "W010", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00698 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 15, "macro": "autocite", "bibkey": "W063", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00699 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 65, "macro": "autocite", "bibkey": "W064", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00700 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 41, "macro": "autocite", "bibkey": "W065", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00701 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 31, "macro": "autocite", "bibkey": "W069", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.02"}, {"file": "ITA/chapters/chapter08.tex", "line": 35, "macro": "autocite", "bibkey": "W069", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00702 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 35, "macro": "autocite", "bibkey": "W073", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00703 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 49, "macro": "autocite", "bibkey": "W074", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00704 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 49, "macro": "autocite", "bibkey": "W076", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00705 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 99, "macro": "autocite", "bibkey": "W079", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00706 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 51, "macro": "autocite", "bibkey": "W081", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00707 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 119, "macro": "autocite", "bibkey": "W083", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00708 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 35, "macro": "autocite", "bibkey": "W088", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.02"}, {"file": "ITA/chapters/chapter08.tex", "line": 119, "macro": "autocite", "bibkey": "W088", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00709 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 119, "macro": "autocite", "bibkey": "W091", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00710 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 133, "macro": "autocite", "bibkey": "W093", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00711 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 15, "macro": "autocite", "bibkey": "W094", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00712 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 65, "macro": "autocite", "bibkey": "W096", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00713 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 65, "macro": "autocite", "bibkey": "W098", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00714 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 133, "macro": "autocite", "bibkey": "W099", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00715 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 91, "macro": "autocite", "bibkey": "W102", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00716 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 133, "macro": "autocite", "bibkey": "W104", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00717 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 179, "macro": "autocite", "bibkey": "W105", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00718 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 51, "macro": "autocite", "bibkey": "W106", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00719 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 179, "macro": "autocite", "bibkey": "W107", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00720 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 99, "macro": "autocite", "bibkey": "W109", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00721 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C08 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter08.tex", "line": 179, "macro": "autocite", "bibkey": "W111", "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "section_id": "NDSE2:S08.10"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00722 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C08 1 EN true [{"bibkey": "W010", "source_id": "W010", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.01", "section_title": "Why review becomes the scarce resource", "container": "body", "file": "EN/chapters/chapter08.tex", "line": 15, "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00723 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C08 1 EN true [{"bibkey": "W063", "source_id": "W063", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.01", "section_title": "Why review becomes the scarce resource", "container": "body", "file": "EN/chapters/chapter08.tex", "line": 15, "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00724 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C08 1 EN true [{"bibkey": "W094", "source_id": "W094", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.01", "section_title": "Why review becomes the scarce resource", "container": "body", "file": "EN/chapters/chapter08.tex", "line": 15, "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00725 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C08 2 EN true [{"bibkey": "W069", "source_id": "W069", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": 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C:C08 1 EN true [{"bibkey": "W065", "source_id": "W065", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.03", "section_title": "Human intervention in agent pull requests", "container": "body", "file": "EN/chapters/chapter08.tex", "line": 41, "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00729 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C08 1 EN true [{"bibkey": "W074", "source_id": "W074", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.04", "section_title": "What AI reviewers catch—and miss", "container": "body", "file": "EN/chapters/chapter08.tex", "line": 49, "sha256": "b542b5aa04f66dd3fb402a4780f9ed7dacf076a6f2827d7b083887467b50e92a", 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"body", "file": "ITA/chapters/chapter08.tex", "line": 51, "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00762 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C08 1 ITA true [{"bibkey": "P118", "source_id": "P118", "resolution": "existing_graph_node", "macro": "oroszcite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.05", "section_title": "Falsi positivi, verbosità e risposta degli sviluppatori", "container": "body", "file": "ITA/chapters/chapter08.tex", "line": 70, "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00763 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C08 1 ITA true [{"bibkey": "W064", "source_id": "W064", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.05", "section_title": "Falsi positivi, verbosità e risposta degli sviluppatori", "container": "body", "file": "ITA/chapters/chapter08.tex", "line": 65, "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00764 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C08 1 ITA true [{"bibkey": "W096", "source_id": "W096", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.05", "section_title": "Falsi positivi, verbosità e risposta degli sviluppatori", "container": "body", "file": "ITA/chapters/chapter08.tex", "line": 65, "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00765 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C08 1 ITA true [{"bibkey": "W098", "source_id": "W098", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.05", "section_title": "Falsi positivi, verbosità e risposta degli sviluppatori", "container": "body", "file": "ITA/chapters/chapter08.tex", "line": 65, "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00766 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C08 1 ITA true [{"bibkey": "W079", "source_id": "W079", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.06", "section_title": "Self-review, review tra modelli diversi e punti ciechi condivisi", "container": "body", "file": 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"chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.06", "section_title": "Self-review, review tra modelli diversi e punti ciechi condivisi", "container": "body", "file": "ITA/chapters/chapter08.tex", "line": 99, "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00769 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C08 1 ITA true [{"bibkey": "W083", "source_id": "W083", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.07", "section_title": "Automation bias nella code review", "container": "body", "file": "ITA/chapters/chapter08.tex", "line": 119, "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00770 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C08 1 ITA true [{"bibkey": "W088", "source_id": "W088", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.07", "section_title": "Automation bias nella code review", "container": "body", "file": "ITA/chapters/chapter08.tex", "line": 119, "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00771 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C08 1 ITA true [{"bibkey": "W091", "source_id": "W091", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.07", "section_title": "Automation bias nella code review", "container": "body", "file": "ITA/chapters/chapter08.tex", "line": 119, "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00772 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C08 1 ITA true [{"bibkey": "O001", "source_id": "O001", "resolution": "existing_graph_node", "macro": "osmanicite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": "NDSE2:S08.08", "section_title": "Assegnare la review in base al rischio", "container": "body", "file": "ITA/chapters/chapter08.tex", "line": 149, "sha256": "698ba9efd6ff328bcf2e7bfeb9f9136b14e933dad466c0b23d1fcbc789928824", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00773 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C08 1 ITA true [{"bibkey": "O023", "source_id": "O023", "resolution": "existing_graph_node", "macro": "osmanicite", "chapter_hub": "C:C08", "unit_id": "NDSE2:C08", "unit_kind": "chapter", "section_id": 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NDSE2_REPRESENTS_CHAPTER u20261018_00782 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.1 EN/chapters/chapter09.tex 11 u20261018_00783 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.2 EN/chapters/chapter09.tex 57 u20261018_00784 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.3 EN/chapters/chapter09.tex 65 u20261018_00785 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.4 EN/chapters/chapter09.tex 73 u20261018_00786 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.5 EN/chapters/chapter09.tex 90 u20261018_00787 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.6 EN/chapters/chapter09.tex 104 u20261018_00788 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.7 EN/chapters/chapter09.tex 138 u20261018_00789 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.8 EN/chapters/chapter09.tex 152 u20261018_00790 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.9 EN/chapters/chapter09.tex 164 u20261018_00791 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.9.1 EN/chapters/chapter09.tex 171 u20261018_00792 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.10 EN/didactics/worked09.tex 1 u20261018_00793 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 9.11 EN/exercises/exercise09.tex 2 u20261018_00794 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C09 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter09.tex", "line": 25, "macro": "autocite", "bibkey": "F025", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00795 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C09 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter09.tex", "line": 39, "macro": "osmanicite", "bibkey": "O002", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00796 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C09 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter09.tex", "line": 118, "macro": "osmanicite", "bibkey": "O004", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00797 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" 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"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00800 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C09 3 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter09.tex", "line": 94, "macro": "autocite", "bibkey": "W157", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.05"}, {"file": "EN/chapters/chapter09.tex", "line": 94, "macro": "autocite", "bibkey": "W157", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.05"}, {"file": "EN/chapters/chapter09.tex", "line": 108, "macro": "autocite", "bibkey": "W157", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00801 actual 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"ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.05"}, {"file": "EN/chapters/chapter09.tex", "line": 142, "macro": "autocite", "bibkey": "W160", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00804 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C09 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter09.tex", "line": 108, "macro": "autocite", "bibkey": "W168", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00805 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C09 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter09.tex", "line": 29, "macro": "autocite", "bibkey": "W170", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00806 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C09 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter09.tex", "line": 154, "macro": "autocite", "bibkey": "W173", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00807 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C09 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter09.tex", "line": 67, "macro": "autocite", "bibkey": "W182", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00808 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C09 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter09.tex", "line": 154, "macro": "autocite", "bibkey": "W185", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00809 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C09 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter09.tex", "line": 59, "macro": "autocite", "bibkey": "W186", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00810 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C09 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter09.tex", "line": 67, "macro": "autocite", "bibkey": "W189", "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "section_id": "NDSE2:S09.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00811 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 25, "macro": "autocite", "bibkey": "F025", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00812 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 39, "macro": "osmanicite", "bibkey": "O002", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00813 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 118, "macro": "osmanicite", "bibkey": "O004", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00814 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 118, "macro": "osmanicite", "bibkey": "O013", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00815 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 118, "macro": "osmanicite", "bibkey": "O031", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00816 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 75, "macro": "autocite", "bibkey": "W155", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00817 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 3 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 94, "macro": "autocite", "bibkey": "W157", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.05"}, {"file": "ITA/chapters/chapter09.tex", "line": 94, "macro": "autocite", "bibkey": "W157", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.05"}, {"file": "ITA/chapters/chapter09.tex", "line": 108, "macro": "autocite", "bibkey": "W157", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00818 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 75, "macro": "autocite", "bibkey": "W158", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00819 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 94, "macro": "autocite", "bibkey": "W159", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00820 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 94, "macro": "autocite", "bibkey": "W160", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.05"}, {"file": "ITA/chapters/chapter09.tex", "line": 142, "macro": "autocite", "bibkey": "W160", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00821 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 108, "macro": "autocite", "bibkey": "W168", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00822 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 29, "macro": "autocite", "bibkey": "W170", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00823 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 154, "macro": "autocite", "bibkey": "W173", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00824 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 67, "macro": "autocite", "bibkey": "W182", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00825 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 154, "macro": "autocite", "bibkey": "W185", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00826 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 59, "macro": "autocite", "bibkey": "W186", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00827 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C09 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter09.tex", "line": 67, "macro": "autocite", "bibkey": "W189", "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "section_id": "NDSE2:S09.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00828 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C09 1 EN true [{"bibkey": "F025", "source_id": "F025", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.01", "section_title": "Why comprehension dominates brownfield work", "container": "body", "file": "EN/chapters/chapter09.tex", "line": 25, "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00829 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C09 1 EN true [{"bibkey": "O002", "source_id": "O002", "resolution": "existing_graph_node", "macro": "osmanicite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.01", "section_title": "Why comprehension dominates brownfield work", "container": "body", "file": "EN/chapters/chapter09.tex", "line": 39, "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00830 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C09 1 EN true [{"bibkey": "W170", "source_id": "W170", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": 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"source_id": "W182", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.03", "section_title": "Authorship, ownership and stewardship", "container": "body", "file": "EN/chapters/chapter09.tex", "line": 67, "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00833 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C09 1 EN true [{"bibkey": "W189", "source_id": "W189", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.03", "section_title": "Authorship, ownership and stewardship", "container": "body", "file": "EN/chapters/chapter09.tex", "line": 67, "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00834 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C09 1 EN true [{"bibkey": "W155", "source_id": "W155", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.04", "section_title": "Context assembly for an agent", "container": "body", "file": "EN/chapters/chapter09.tex", "line": 75, "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00835 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C09 1 EN true [{"bibkey": "W158", "source_id": "W158", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.04", "section_title": "Context assembly for an agent", "container": "body", "file": "EN/chapters/chapter09.tex", "line": 75, "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00836 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C09 2 EN true [{"bibkey": "W157", "source_id": "W157", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.05", "section_title": "Different forms of persistent memory", "container": "body", "file": "EN/chapters/chapter09.tex", "line": 94, "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "loaded_in_bibliography": true}, {"bibkey": "W157", "source_id": "W157", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.05", "section_title": "Different forms of persistent memory", "container": "body", "file": 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C:C09 1 EN true [{"bibkey": "O013", "source_id": "O013", "resolution": "existing_graph_node", "macro": "osmanicite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.06", "section_title": "Memory consistency, decay and invalidation", "container": "body", "file": "EN/chapters/chapter09.tex", "line": 118, "sha256": "ab431c886c607f8a192a36336c3409fa0bf9b828d20ab6d16ffd74c162641029", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00841 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C09 1 EN true [{"bibkey": "O031", "source_id": "O031", "resolution": "existing_graph_node", "macro": "osmanicite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.06", "section_title": "Memory consistency, decay and invalidation", "container": "body", "file": "EN/chapters/chapter09.tex", "line": 118, "sha256": 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"container": "body", "file": "ITA/chapters/chapter09.tex", "line": 75, "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00854 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C09 1 ITA true [{"bibkey": "W158", "source_id": "W158", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.04", "section_title": "Comporre il context di un agent", "container": "body", "file": "ITA/chapters/chapter09.tex", "line": 75, "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00855 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C09 2 ITA true [{"bibkey": "W157", "source_id": "W157", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": 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118, "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00860 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C09 1 ITA true [{"bibkey": "O031", "source_id": "O031", "resolution": "existing_graph_node", "macro": "osmanicite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.06", "section_title": "Coerenza, decadimento e invalidation della memoria", "container": "body", "file": "ITA/chapters/chapter09.tex", "line": 118, "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00861 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C09 1 ITA true [{"bibkey": "W157", "source_id": "W157", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": 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C:C09 1 ITA true [{"bibkey": "W160", "source_id": "W160", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.07", "section_title": "Un grafo tipizzato per la conoscenza del software", "container": "body", "file": "ITA/chapters/chapter09.tex", "line": 142, "sha256": "87fbeee59f022f508080e38b413de15ce2b11b53515d7605560ddc60cb5244ea", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00864 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C09 1 ITA true [{"bibkey": "W173", "source_id": "W173", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C09", "unit_id": "NDSE2:C09", "unit_kind": "chapter", "section_id": "NDSE2:S09.08", "section_title": "Turnover, successione e manutenzione di lungo periodo", "container": "body", "file": "ITA/chapters/chapter09.tex", "line": 154, "sha256": 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"UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 10.1 EN/chapters/chapter10.tex 11 u20261018_00869 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 10.2 EN/chapters/chapter10.tex 28 u20261018_00870 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 10.3 EN/chapters/chapter10.tex 44 u20261018_00871 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 10.4 EN/chapters/chapter10.tex 55 u20261018_00872 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 10.5 EN/chapters/chapter10.tex 66 u20261018_00873 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 10.6 EN/chapters/chapter10.tex 79 u20261018_00874 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 10.7 EN/chapters/chapter10.tex 88 u20261018_00875 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 10.8 EN/chapters/chapter10.tex 106 u20261018_00876 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 10.9 EN/chapters/chapter10.tex 136 u20261018_00877 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 10.10 EN/didactics/worked10.tex 1 u20261018_00878 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 10.11 EN/exercises/exercise10.tex 2 u20261018_00879 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 113, "macro": "autocite", "bibkey": "W162Corrigendum2026", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00880 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 14, "macro": "autocite", "bibkey": "F013", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00881 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 126, "macro": "osmanicite", "bibkey": "O003", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00882 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 126, "macro": "osmanicite", "bibkey": "O017", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00883 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 130, "macro": "oroszcite", "bibkey": "P123", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00884 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 52, "macro": "autocite", "bibkey": "W067", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00885 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 52, "macro": "autocite", "bibkey": "W112", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00886 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 48, "macro": "autocite", "bibkey": "W113", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00887 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 114, "macro": "autocite", "bibkey": "W114", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00888 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 59, "macro": "autocite", "bibkey": "W116", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00889 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 59, "macro": "autocite", "bibkey": "W117", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00890 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 18, "macro": "autocite", "bibkey": "W118", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00891 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 92, "macro": "autocite", "bibkey": "W119", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00892 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 59, "macro": "autocite", "bibkey": "W121", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00893 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 32, "macro": "autocite", "bibkey": "W154", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00894 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 34, "macro": "autocite", "bibkey": "W155", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00895 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 70, "macro": "autocite", "bibkey": "W156", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00896 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 113, "macro": "autocite", "bibkey": "W162", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00897 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 74, "macro": "autocite", "bibkey": "W163", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00898 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 113, "macro": "autocite", "bibkey": "W170", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00899 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 85, "macro": "autocite", "bibkey": "W178", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00900 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 85, "macro": "autocite", "bibkey": "W184", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00901 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C10 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter10.tex", "line": 85, "macro": "autocite", "bibkey": "W187", "sha256": "8c1523efe9ff14e391995db26334a679c629258003f891389e55b9183e57f36f", "section_id": "NDSE2:S10.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00902 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 113, "macro": "autocite", "bibkey": "W162Corrigendum2026", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00903 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 14, "macro": "autocite", "bibkey": "F013", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00904 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 126, "macro": "osmanicite", "bibkey": "O003", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00905 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 126, "macro": "osmanicite", "bibkey": "O017", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00906 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 130, "macro": "oroszcite", "bibkey": "P123", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00907 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 52, "macro": "autocite", "bibkey": "W067", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00908 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 52, "macro": "autocite", "bibkey": "W112", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00909 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 48, "macro": "autocite", "bibkey": "W113", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00910 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 114, "macro": "autocite", "bibkey": "W114", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00911 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 59, "macro": "autocite", "bibkey": "W116", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00912 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 59, "macro": "autocite", "bibkey": "W117", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00913 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 18, "macro": "autocite", "bibkey": "W118", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00914 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 92, "macro": "autocite", "bibkey": "W119", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00915 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 59, "macro": "autocite", "bibkey": "W121", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00916 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 32, "macro": "autocite", "bibkey": "W154", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00917 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 34, "macro": "autocite", "bibkey": "W155", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00918 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 70, "macro": "autocite", "bibkey": "W156", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00919 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 113, "macro": "autocite", "bibkey": "W162", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00920 actual 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"sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00923 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 85, "macro": "autocite", "bibkey": "W184", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00924 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C10 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter10.tex", "line": 85, "macro": "autocite", "bibkey": "W187", "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "section_id": "NDSE2:S10.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00925 actual 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"sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00954 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C10 1 ITA true [{"bibkey": "W113", "source_id": "W113", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C10", "unit_id": "NDSE2:C10", "unit_kind": "chapter", "section_id": "NDSE2:S10.03", "section_title": "Principianti, fraintendimenti e difficoltà di verifica", "container": "body", "file": "ITA/chapters/chapter10.tex", "line": 48, "sha256": "6222bf93c5aaff838c33613a03d0e0cbf6bd5a8ac293616b215d9ee5fd534e7f", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_00955 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C10 1 ITA true [{"bibkey": "W116", "source_id": "W116", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C10", "unit_id": "NDSE2:C10", "unit_kind": 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NDSE2_HAS_SECTION 11.4 EN/chapters/chapter11.tex 100 u20261018_00977 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 11.5 EN/chapters/chapter11.tex 121 u20261018_00978 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 11.6 EN/chapters/chapter11.tex 152 u20261018_00979 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 11.7 EN/chapters/chapter11.tex 172 u20261018_00980 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 11.8 EN/chapters/chapter11.tex 184 u20261018_00981 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 11.9 EN/chapters/chapter11.tex 193 u20261018_00982 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 11.10 EN/didactics/worked11.tex 1 u20261018_00983 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 11.11 EN/exercises/exercise11.tex 2 u20261018_00984 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 16, "macro": "autocite", "bibkey": "F027", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00985 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 161, "macro": "osmanicite", "bibkey": "O009", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00986 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 1 Literal manuscript use; not validation of the source claim EN true [{"file": 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NDSE2_CHAPTER_CITES 13.7.1 u20261018_00989 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 178, "macro": "autocite", "bibkey": "W058", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00990 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 130, "macro": "autocite", "bibkey": "W071", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00991 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 3 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 18, "macro": "autocite", "bibkey": "W094", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.01"}, {"file": "EN/chapters/chapter11.tex", "line": 24, "macro": "autocite", "bibkey": "W094", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.01"}, {"file": "EN/chapters/chapter11.tex", "line": 178, "macro": "autocite", "bibkey": "W094", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00992 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 178, "macro": "autocite", "bibkey": "W112", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00993 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 3 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 81, "macro": "autocite", "bibkey": "W147", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.03"}, {"file": "EN/chapters/chapter11.tex", "line": 81, "macro": "autocite", "bibkey": "W147", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.03"}, {"file": "EN/chapters/chapter11.tex", "line": 90, "macro": "autocite", "bibkey": "W147", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00994 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 130, "macro": "autocite", "bibkey": "W148", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00995 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 174, "macro": "autocite", "bibkey": "W149", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.07"}, {"file": "EN/chapters/chapter11.tex", "line": 174, "macro": "autocite", "bibkey": "W149", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00996 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 3 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 83, "macro": "autocite", "bibkey": "W150", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.03"}, {"file": "EN/chapters/chapter11.tex", "line": 83, "macro": "autocite", "bibkey": "W150", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.03"}, {"file": "EN/chapters/chapter11.tex", "line": 90, "macro": "autocite", "bibkey": "W150", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00997 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 110, "macro": "autocite", "bibkey": "W151", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_00998 actual 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"18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01001 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 186, "macro": "autocite", "bibkey": "W185", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01002 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C11 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter11.tex", "line": 186, "macro": "autocite", "bibkey": "W189", "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "section_id": "NDSE2:S11.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01003 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 16, "macro": "autocite", "bibkey": "F027", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01004 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 161, "macro": "osmanicite", "bibkey": "O009", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01005 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 27, "macro": "oroszcite", "bibkey": "P078", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01006 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 24, "macro": "autocite", "bibkey": "W010", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01007 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 110, "macro": "autocite", "bibkey": "W011", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01008 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 178, "macro": "autocite", "bibkey": "W058", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01009 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 130, "macro": "autocite", "bibkey": "W071", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01010 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 3 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 18, "macro": "autocite", "bibkey": "W094", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.01"}, {"file": "ITA/chapters/chapter11.tex", "line": 24, "macro": "autocite", "bibkey": "W094", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.01"}, {"file": "ITA/chapters/chapter11.tex", "line": 178, "macro": "autocite", "bibkey": "W094", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01011 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 178, "macro": "autocite", "bibkey": "W112", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01012 actual 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"sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01014 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 174, "macro": "autocite", "bibkey": "W149", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.07"}, {"file": "ITA/chapters/chapter11.tex", "line": 174, "macro": "autocite", "bibkey": "W149", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01015 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 3 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 83, "macro": "autocite", "bibkey": "W150", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.03"}, {"file": "ITA/chapters/chapter11.tex", "line": 83, "macro": "autocite", "bibkey": "W150", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.03"}, {"file": "ITA/chapters/chapter11.tex", "line": 90, "macro": "autocite", "bibkey": "W150", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01016 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 110, "macro": "autocite", "bibkey": "W151", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01017 actual 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"sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01020 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 186, "macro": "autocite", "bibkey": "W185", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01021 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C11 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter11.tex", "line": 186, "macro": "autocite", "bibkey": "W189", "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "section_id": "NDSE2:S11.08"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01022 actual 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"18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01024 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C11 1 EN true [{"bibkey": "W010", "source_id": "W010", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C11", "unit_id": "NDSE2:C11", "unit_kind": "chapter", "section_id": "NDSE2:S11.01", "section_title": "From individual productivity to team throughput", "container": "body", "file": "EN/chapters/chapter11.tex", "line": 24, "sha256": "18eb375b24343b3106d1530b9ca03a4a3dd0b88a58a34459858cd1f93cace300", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01025 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C11 2 EN true [{"bibkey": "W094", "source_id": "W094", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C11", "unit_id": "NDSE2:C11", "unit_kind": "chapter", "section_id": 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C:C11 1 ITA true [{"bibkey": "W094", "source_id": "W094", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C11", "unit_id": "NDSE2:C11", "unit_kind": "chapter", "section_id": "NDSE2:S11.07", "section_title": "Carico dei maintainer e partecipazione dei nuovi contributori", "container": "body", "file": "ITA/chapters/chapter11.tex", "line": 178, "sha256": "d6d2c7ee5c616cbd5012cd7d666e360aaab4413958e73e0e92ef71db50b9edb1", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01057 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C11 1 ITA true [{"bibkey": "W112", "source_id": "W112", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C11", "unit_id": "NDSE2:C11", "unit_kind": "chapter", "section_id": "NDSE2:S11.07", "section_title": "Carico dei maintainer e partecipazione dei nuovi contributori", "container": "body", "file": "ITA/chapters/chapter11.tex", "line": 178, "sha256": 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u20261018_01062 provenance "UPDATE_20261018:NDSE2_HAS_CHAPTER" 12 Atlas update, 2026-10-18 NDSE2_HAS_CHAPTER u20261018_01063 provenance "UPDATE_20261018:NDSE2_REPRESENTS_CHAPTER" Atlas update, 2026-10-18 NDSE2_REPRESENTS_CHAPTER u20261018_01064 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 12.1 EN/chapters/chapter12.tex 16 u20261018_01065 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 12.2 EN/chapters/chapter12.tex 48 u20261018_01066 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 12.3 EN/chapters/chapter12.tex 64 u20261018_01067 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 12.4 EN/chapters/chapter12.tex 86 u20261018_01068 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 12.5 EN/chapters/chapter12.tex 126 u20261018_01069 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 12.6 EN/chapters/chapter12.tex 138 u20261018_01070 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 12.7 EN/chapters/chapter12.tex 150 u20261018_01071 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 12.8 EN/chapters/chapter12.tex 166 u20261018_01072 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 12.9 EN/chapters/chapter12.tex 178 u20261018_01073 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 12.10 EN/didactics/worked12.tex 1 u20261018_01074 provenance "UPDATE_20261018:NDSE2_HAS_SECTION" Atlas update, 2026-10-18 NDSE2_HAS_SECTION 12.11 EN/exercises/exercise12.tex 2 u20261018_01075 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter12.tex", "line": 19, "macro": "autocite", "bibkey": 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"86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01081 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter12.tex", "line": 52, "macro": "autocite", "bibkey": "W010", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01082 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter12.tex", "line": 68, "macro": "autocite", "bibkey": "W017", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01083 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 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"NDSE2:S12.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01090 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter12.tex", "line": 132, "macro": "autocite", "bibkey": "W128", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01091 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter12.tex", "line": 132, "macro": "autocite", "bibkey": "W129", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.05"}, {"file": "EN/chapters/chapter12.tex", "line": 132, "macro": "autocite", "bibkey": "W129", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01092 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter12.tex", "line": 144, "macro": "autocite", "bibkey": "W131", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01093 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter12.tex", "line": 156, "macro": "autocite", "bibkey": "W136", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01094 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter12.tex", "line": 144, "macro": "autocite", "bibkey": "W139", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01095 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter12.tex", "line": 144, "macro": "autocite", "bibkey": "W140", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01096 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter12.tex", "line": 144, "macro": "autocite", "bibkey": "W142", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01097 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C12 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter12.tex", "line": 26, "macro": "workposs", "bibkey": "W145", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.01"}, {"file": "EN/chapters/chapter12.tex", "line": 93, "macro": "autocite", "bibkey": "W145", "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "section_id": "NDSE2:S12.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01098 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 19, "macro": "autocite", "bibkey": "F033", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01099 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 100, "macro": "oroszcite", "bibkey": "P084", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01100 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 102, "macro": "oroszcite", "bibkey": "P111", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01101 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 54, "macro": "autocite", "bibkey": "W001", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01102 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 90, "macro": "autocite", "bibkey": "W003", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01103 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 54, "macro": "autocite", "bibkey": "W004", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01104 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 52, "macro": "autocite", "bibkey": "W010", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.02"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01105 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 68, "macro": "autocite", "bibkey": "W017", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01106 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 93, "macro": "autocite", "bibkey": "W020", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01107 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 68, "macro": "autocite", "bibkey": "W028", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.03"}, {"file": "ITA/chapters/chapter12.tex", "line": 93, "macro": "autocite", "bibkey": "W028", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01108 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 26, "macro": "workposs", "bibkey": "W095", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.01"}, {"file": "ITA/chapters/chapter12.tex", "line": 68, "macro": "autocite", "bibkey": "W095", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.03"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01109 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 154, "macro": "autocite", "bibkey": "W119", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01110 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 156, "macro": "autocite", "bibkey": "W120", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01111 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 132, "macro": "autocite", "bibkey": "W123", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01112 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 130, "macro": "autocite", "bibkey": "W125", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01113 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 132, "macro": "autocite", "bibkey": "W128", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01114 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 132, "macro": "autocite", "bibkey": "W129", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.05"}, {"file": "ITA/chapters/chapter12.tex", "line": 132, "macro": "autocite", "bibkey": "W129", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.05"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01115 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 144, "macro": "autocite", "bibkey": "W131", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01116 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 156, "macro": "autocite", "bibkey": "W136", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.07"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01117 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 144, "macro": "autocite", "bibkey": "W139", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01118 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 144, "macro": "autocite", "bibkey": "W140", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01119 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 144, "macro": "autocite", "bibkey": "W142", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01120 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C12 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter12.tex", "line": 26, "macro": "workposs", "bibkey": "W145", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.01"}, {"file": "ITA/chapters/chapter12.tex", "line": 93, "macro": "autocite", "bibkey": "W145", "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "section_id": "NDSE2:S12.04"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01121 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C12 1 EN true [{"bibkey": "F033", "source_id": "F033", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.01", "section_title": "Economics of the entire engineering loop", "container": "body", "file": "EN/chapters/chapter12.tex", "line": 19, "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01122 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C12 1 EN true [{"bibkey": "W095", "source_id": "W095", "resolution": "existing_graph_node", "macro": "workposs", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.01", "section_title": "Economics of the entire engineering loop", "container": "body", "file": "EN/chapters/chapter12.tex", "line": 26, "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01123 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C12 1 EN true [{"bibkey": "W145", "source_id": "W145", "resolution": "existing_graph_node", "macro": "workposs", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.01", "section_title": "Economics of the entire engineering loop", "container": "body", "file": "EN/chapters/chapter12.tex", "line": 26, "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01124 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C12 1 EN true [{"bibkey": "W001", "source_id": "W001", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.02", "section_title": "Why cheap generation may increase total cost", "container": "body", "file": "EN/chapters/chapter12.tex", "line": 54, "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01125 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C12 1 EN true [{"bibkey": "W004", "source_id": "W004", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.02", "section_title": "Why cheap generation may increase total cost", "container": "body", "file": "EN/chapters/chapter12.tex", "line": 54, "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01126 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C12 1 EN true [{"bibkey": "W010", "source_id": "W010", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.02", "section_title": "Why cheap generation may increase total cost", "container": "body", "file": "EN/chapters/chapter12.tex", "line": 52, "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01127 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C12 1 EN true [{"bibkey": "W017", "source_id": "W017", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.03", "section_title": "Choosing the least-cost adequate level of autonomy", "container": "body", "file": "EN/chapters/chapter12.tex", "line": 68, "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01128 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C12 1 EN true [{"bibkey": "W028", "source_id": "W028", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.03", "section_title": "Choosing the least-cost adequate level of autonomy", "container": "body", "file": "EN/chapters/chapter12.tex", "line": 68, "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01129 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C12 1 EN true [{"bibkey": "W095", "source_id": "W095", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.03", "section_title": "Choosing the least-cost adequate level of autonomy", "container": "body", "file": "EN/chapters/chapter12.tex", "line": 68, "sha256": "86c0ede476fd2a1b32d32f4ea86297429dd24aad34db3f6c7540431e1190ccbe", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01130 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C12 1 EN true [{"bibkey": "P084", "source_id": "P084", "resolution": "existing_graph_node", "macro": "oroszcite", 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"C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.03", "section_title": "Scegliere il livello di autonomia adeguato al costo minimo", "container": "body", "file": "ITA/chapters/chapter12.tex", "line": 68, "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01154 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C12 1 ITA true [{"bibkey": "W028", "source_id": "W028", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.03", "section_title": "Scegliere il livello di autonomia adeguato al costo minimo", "container": "body", "file": "ITA/chapters/chapter12.tex", "line": 68, "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01155 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C12 1 ITA true [{"bibkey": "W095", "source_id": "W095", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.03", "section_title": "Scegliere il livello di autonomia adeguato al costo minimo", "container": "body", "file": "ITA/chapters/chapter12.tex", "line": 68, "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01156 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C12 1 ITA true [{"bibkey": "P084", "source_id": "P084", "resolution": "existing_graph_node", "macro": "oroszcite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.04", "section_title": "Stimare il ritorno senza inventare certezze", "container": "body", "file": 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update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01166 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C12 1 ITA true [{"bibkey": "W131", "source_id": "W131", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.06", "section_title": "Cause alternative del cambiamento nel mercato junior", "container": "body", "file": "ITA/chapters/chapter12.tex", "line": 144, "sha256": "d1598543866ce040908920e04662bc2ffa6ff1831a4cf984240911bf9cd54924", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01167 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C12 1 ITA true [{"bibkey": "W139", "source_id": "W139", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C12", "unit_id": "NDSE2:C12", "unit_kind": "chapter", "section_id": "NDSE2:S12.06", "section_title": "Cause alternative del cambiamento nel mercato junior", 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"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa", "section_id": "NDSE2:S13.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01185 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C13 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter13.tex", "line": 72, "macro": "autocite", "bibkey": "V01", "sha256": "3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa", "section_id": "NDSE2:S13.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01186 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C13 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/chapters/chapter13.tex", "line": 72, "macro": "autocite", "bibkey": "V02", "sha256": "3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa", "section_id": "NDSE2:S13.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01187 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:EN" C:C13 1 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"3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa", "section_id": "NDSE2:S13.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01190 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C13 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter13.tex", "line": 19, "macro": "autocite", "bibkey": "F026", "sha256": "fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b", "section_id": "NDSE2:S13.01"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01191 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C13 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter13.tex", "line": 72, "macro": "autocite", "bibkey": "V01", "sha256": "fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b", "section_id": "NDSE2:S13.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01192 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" 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"fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b", "section_id": "NDSE2:S13.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01195 actual "UPDATE_20261018:NDSE2_CHAPTER_CITES:ITA" C:C13 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/chapters/chapter13.tex", "line": 72, "macro": "autocite", "bibkey": "V05", "sha256": "fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b", "section_id": "NDSE2:S13.06"}] Atlas update, 2026-10-18 NDSE2_CHAPTER_CITES 13.7.1 u20261018_01196 actual "UPDATE_20261018:NDSE2_SECTION_CITES:EN" C:C13 1 EN true [{"bibkey": "F026", "source_id": "F026", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C13", "unit_id": "NDSE2:C13", "unit_kind": "chapter", "section_id": "NDSE2:S13.01", "section_title": "Five decisions, one accountable outcome", "container": "body", "file": "EN/chapters/chapter13.tex", "line": 19, "sha256": 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"line": 72, "sha256": "3fc3434f5ac2348bb0e7a15d100650848db78e857201849955543d4b08405bfa", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01202 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C13 1 ITA true [{"bibkey": "F026", "source_id": "F026", "resolution": "existing_graph_node", "macro": "autocite", "chapter_hub": "C:C13", "unit_id": "NDSE2:C13", "unit_kind": "chapter", "section_id": "NDSE2:S13.01", "section_title": "Cinque decisioni, un unico risultato di cui rispondere", "container": "body", "file": "ITA/chapters/chapter13.tex", "line": 19, "sha256": "fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01203 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C13 1 ITA true [{"bibkey": "V01", "source_id": "PUB:V11:V01", "resolution": "earlier_published_volume", "macro": "autocite", "chapter_hub": "C:C13", "unit_id": 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"sha256": "fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01207 actual "UPDATE_20261018:NDSE2_SECTION_CITES:ITA" C:C13 1 ITA true [{"bibkey": "V05", "source_id": "PUB:V11:V05", "resolution": "earlier_published_volume", "macro": "autocite", "chapter_hub": "C:C13", "unit_id": "NDSE2:C13", "unit_kind": "chapter", "section_id": "NDSE2:S13.06", "section_title": "Per approfondire: la serie Non-Deterministic", "container": "body", "file": "ITA/chapters/chapter13.tex", "line": 72, "sha256": "fc97b394346165efc6abeeaf66622b340180b38446227e61b7ae9e8bf3c58d0b", "loaded_in_bibliography": true}] Atlas update, 2026-10-18 NDSE2_SECTION_CITES 13.7.1 u20261018_01208 provenance "UPDATE_20261018:NDSE2_HAS_DOCUMENT" Atlas update, 2026-10-18 NDSE2_HAS_DOCUMENT u20261018_01209 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true 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the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 269, "macro": "autocite", "bibkey": "F013", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01224 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 273, "macro": "autocite", "bibkey": "F016", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01225 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 271, "macro": "autocite", "bibkey": "F023", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", 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"section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01290 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 219, "macro": "autocite", "bibkey": "W087", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01291 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 167, "macro": "autocite", "bibkey": "W095", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01292 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 175, "macro": "autocite", "bibkey": "W099", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}, {"file": "EN/appendices/methodology.tex", "line": 219, "macro": "autocite", "bibkey": "W099", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01293 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 135, "macro": "autocite", "bibkey": "W101", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.02.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01294 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 205, "macro": "autocite", "bibkey": "W102", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01295 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 167, "macro": "autocite", "bibkey": "W111", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}, {"file": "EN/appendices/methodology.tex", "line": 203, "macro": "autocite", "bibkey": "W111", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01296 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W115", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01297 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 233, "macro": "autocite", "bibkey": "W118", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}, {"file": "EN/appendices/methodology.tex", "line": 235, "macro": "autocite", "bibkey": "W118", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01298 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 237, "macro": "autocite", "bibkey": "W120", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}, {"file": "EN/appendices/methodology.tex", "line": 347, "macro": "autocite", "bibkey": "W120", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.07"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01299 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 259, "macro": "autocite", "bibkey": "W126", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01300 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source 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"W152", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01311 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 175, "macro": "autocite", "bibkey": "W153", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}, {"file": "EN/appendices/methodology.tex", "line": 247, "macro": "autocite", "bibkey": "W153", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01312 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W161", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01313 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W163", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01314 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W164", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01315 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W166", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01316 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W167", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01317 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W169", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01318 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 5 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 145, "macro": "autocite", "bibkey": "W170", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}, {"file": "EN/appendices/methodology.tex", "line": 147, "macro": "autocite", "bibkey": "W170", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}, {"file": "EN/appendices/methodology.tex", "line": 225, "macro": "autocite", "bibkey": "W170", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}, {"file": "EN/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W170", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}, {"file": "EN/appendices/methodology.tex", "line": 345, "macro": "autocite", "bibkey": "W170", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.07"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01319 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 145, "macro": "autocite", "bibkey": "W176", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01320 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 225, "macro": "autocite", "bibkey": "W185", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01321 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 2 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 189, "macro": "autocite", "bibkey": "W189", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}, {"file": "EN/appendices/methodology.tex", "line": 225, "macro": "autocite", "bibkey": "W189", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01322 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 165, "macro": "autocite", "bibkey": "W192", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01323 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:EN" 1 Literal manuscript use; not validation of the source claim EN true [{"file": "EN/appendices/methodology.tex", "line": 167, "macro": "autocite", "bibkey": "W193", "sha256": "88add9cd9c6939c7f335ed52ecfbd368c7ca08885fb237dc2ec080c3fcaafe29", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01324 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 61, "macro": "autocite", "bibkey": "SEPolimiAnnotated2026", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.02.01"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01325 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 269, "macro": "autocite", "bibkey": "F008", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01326 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 269, "macro": "autocite", "bibkey": "F013", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01327 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 273, "macro": "autocite", "bibkey": "F016", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01328 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 271, "macro": "autocite", "bibkey": "F023", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01329 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 273, "macro": "autocite", "bibkey": "F024", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01330 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 271, "macro": "autocite", "bibkey": "F025", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01331 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 271, "macro": "autocite", "bibkey": "F026", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01332 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 271, "macro": "autocite", "bibkey": "F027", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01333 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 275, "macro": "autocite", "bibkey": "F030", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01334 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 275, "macro": "autocite", "bibkey": "F031", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01335 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 275, "macro": "autocite", "bibkey": "F033", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.04"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01336 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 295, "macro": "osmanicite", "bibkey": "O001", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01337 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 297, "macro": "osmanicite", "bibkey": "O002", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01338 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 299, "macro": "osmanicite", "bibkey": "O003", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01339 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 297, "macro": "osmanicite", "bibkey": "O004", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01340 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 289, "macro": "osmanicite", "bibkey": "O006", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01341 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 301, "macro": "osmanicite", "bibkey": "O009", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01342 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 287, "macro": "osmanicite", "bibkey": "O010", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01343 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 289, "macro": "osmanicite", "bibkey": "O012", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01344 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 297, "macro": "osmanicite", "bibkey": "O013", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01345 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 299, "macro": "osmanicite", "bibkey": "O017", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01346 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 291, "macro": "osmanicite", "bibkey": "O018", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01347 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 295, "macro": "osmanicite", "bibkey": "O023", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01348 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 291, "macro": "osmanicite", "bibkey": "O028", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01349 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 283, "macro": "osmanicite", "bibkey": "O029", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01350 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 297, "macro": "osmanicite", "bibkey": "O031", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01351 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 44, "macro": "osmanicite", "bibkey": "O049", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.01.03"}, {"file": "ITA/appendices/methodology.tex", "line": 283, "macro": "osmanicite", "bibkey": "O049", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.05"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01352 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 321, "macro": "oroszcite", "bibkey": "P006", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01353 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 44, "macro": "oroszcite", "bibkey": "P014", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.01.03"}, {"file": "ITA/appendices/methodology.tex", "line": 335, "macro": "oroszcite", "bibkey": "P014", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01354 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 335, "macro": "oroszcite", "bibkey": "P052", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01355 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 311, "macro": "oroszcite", "bibkey": "P061", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01356 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 329, "macro": "oroszcite", "bibkey": "P078", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01357 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 319, "macro": "oroszcite", "bibkey": "P082", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01358 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 331, "macro": "oroszcite", "bibkey": "P084", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01359 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 337, "macro": "oroszcite", "bibkey": "P089", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01360 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 337, "macro": "oroszcite", "bibkey": "P095", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01361 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 337, "macro": "oroszcite", "bibkey": "P101", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01362 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 313, "macro": "oroszcite", "bibkey": "P110", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01363 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 331, "macro": "oroszcite", "bibkey": "P111", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01364 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 323, "macro": "oroszcite", "bibkey": "P118", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01365 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 327, "macro": "oroszcite", "bibkey": "P123", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01366 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 183, "macro": "autocite", "bibkey": "W001", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01367 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 5 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 41, "macro": "autocite", "bibkey": "W003", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.01.03"}, {"file": "ITA/appendices/methodology.tex", "line": 149, "macro": "autocite", "bibkey": "W003", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 153, "macro": "autocite", "bibkey": "W003", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 255, "macro": "autocite", "bibkey": "W003", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 345, "macro": "autocite", "bibkey": "W003", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.07"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01368 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 183, "macro": "autocite", "bibkey": "W004", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01369 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 157, "macro": "autocite", "bibkey": "W007", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01370 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 255, "macro": "autocite", "bibkey": "W010", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01371 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 261, "macro": "autocite", "bibkey": "W019", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01372 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 157, "macro": "autocite", "bibkey": "W021", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01373 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 157, "macro": "autocite", "bibkey": "W022", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01374 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 41, "macro": "autocite", "bibkey": "W023", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.01.03"}, {"file": "ITA/appendices/methodology.tex", "line": 155, "macro": "autocite", "bibkey": "W023", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01375 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 249, "macro": "autocite", "bibkey": "W024", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01376 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 261, "macro": "autocite", "bibkey": "W025", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01377 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 249, "macro": "autocite", "bibkey": "W026", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01378 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 249, "macro": "autocite", "bibkey": "W028", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01379 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 187, "macro": "autocite", "bibkey": "W029", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01380 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 185, "macro": "autocite", "bibkey": "W031", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01381 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 215, "macro": "autocite", "bibkey": "W036", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01382 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 195, "macro": "autocite", "bibkey": "W041", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01383 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 187, "macro": "autocite", "bibkey": "W054", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01384 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 195, "macro": "autocite", "bibkey": "W061", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01385 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 215, "macro": "autocite", "bibkey": "W065", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01386 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 209, "macro": "autocite", "bibkey": "W066", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01387 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 4 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 165, "macro": "autocite", "bibkey": "W068", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 215, "macro": "autocite", "bibkey": "W068", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 217, "macro": "autocite", "bibkey": "W068", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 345, "macro": "autocite", "bibkey": "W068", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.07"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01388 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 165, "macro": "autocite", "bibkey": "W071", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 215, "macro": "autocite", "bibkey": "W071", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01389 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 217, "macro": "autocite", "bibkey": "W072", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01390 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 135, "macro": "autocite", "bibkey": "W077", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.02.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01391 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 133, "macro": "autocite", "bibkey": "W079", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.02.06"}, {"file": "ITA/appendices/methodology.tex", "line": 203, "macro": "autocite", "bibkey": "W079", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01392 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 219, "macro": "autocite", "bibkey": "W085", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01393 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 219, "macro": "autocite", "bibkey": "W087", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01394 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 167, "macro": "autocite", "bibkey": "W095", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01395 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 175, "macro": "autocite", "bibkey": "W099", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 219, "macro": "autocite", "bibkey": "W099", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01396 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 135, "macro": "autocite", "bibkey": "W101", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.02.06"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01397 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 205, "macro": "autocite", "bibkey": "W102", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01398 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 167, "macro": "autocite", "bibkey": "W111", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 203, "macro": "autocite", "bibkey": "W111", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01399 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W115", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01400 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 233, "macro": "autocite", "bibkey": "W118", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 235, "macro": "autocite", "bibkey": "W118", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01401 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 237, "macro": "autocite", "bibkey": "W120", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 347, "macro": "autocite", "bibkey": "W120", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.07"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01402 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 259, "macro": "autocite", "bibkey": "W126", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01403 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 261, "macro": "autocite", "bibkey": "W127", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01404 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 261, "macro": "autocite", "bibkey": "W130", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01405 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 261, "macro": "autocite", "bibkey": "W135", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01406 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 255, "macro": "autocite", "bibkey": "W136", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 257, "macro": "autocite", "bibkey": "W136", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01407 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 261, "macro": "autocite", "bibkey": "W138", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01408 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 261, "macro": "autocite", "bibkey": "W142", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01409 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 249, "macro": "autocite", "bibkey": "W145", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01410 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 3 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 173, "macro": "autocite", "bibkey": "W148", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 203, "macro": "autocite", "bibkey": "W148", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 247, "macro": "autocite", "bibkey": "W148", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01411 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 4 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 175, "macro": "autocite", "bibkey": "W150", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 197, "macro": "autocite", "bibkey": "W150", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 245, "macro": "autocite", "bibkey": "W150", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 347, "macro": "autocite", "bibkey": "W150", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.07"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01412 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 3 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 177, "macro": "autocite", "bibkey": "W151", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 207, "macro": "autocite", "bibkey": "W151", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 347, "macro": "autocite", "bibkey": "W151", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.07"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01413 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 175, "macro": "autocite", "bibkey": "W152", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 247, "macro": "autocite", "bibkey": "W152", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01414 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 175, "macro": "autocite", "bibkey": "W153", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 247, "macro": "autocite", "bibkey": "W153", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01415 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W161", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01416 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W163", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01417 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W164", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01418 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W166", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01419 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W167", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01420 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W169", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01421 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 5 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 145, "macro": "autocite", "bibkey": "W170", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 147, "macro": "autocite", "bibkey": "W170", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 225, "macro": "autocite", "bibkey": "W170", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 239, "macro": "autocite", "bibkey": "W170", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 345, "macro": "autocite", "bibkey": "W170", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.07"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01422 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 145, "macro": "autocite", "bibkey": "W176", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01423 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 225, "macro": "autocite", "bibkey": "W185", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01424 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 2 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 189, "macro": "autocite", "bibkey": "W189", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}, {"file": "ITA/appendices/methodology.tex", "line": 225, "macro": "autocite", "bibkey": "W189", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01425 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 165, "macro": "autocite", "bibkey": "W192", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1 u20261018_01426 actual "UPDATE_20261018:NDSE2_DOCUMENT_CITES:ITA" 1 Literal manuscript use; not validation of the source claim ITA true [{"file": "ITA/appendices/methodology.tex", "line": 167, "macro": "autocite", "bibkey": "W193", "sha256": "86f01055ce17320370a7f1b20d5f6a22676e67c5e4565e02f8b051a57d7f5d2a", "section_id": "NDSE2:APP:B:S.03"}] Atlas update, 2026-10-18 NDSE2_DOCUMENT_CITES 13.7.1